[2025-11-27T17:07:02.697312] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-27T17:07:02.877045] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-27T17:07:03.047271] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-27T17:07:03.216392] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-27T17:07:03.382481] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-27T17:07:03.382844] [WARN ] [STATE     ] State set to: WAITING
[2025-11-27T17:07:03.382906] [INFO ] [STATE     ] Checking service statuses...
[2025-11-27T17:07:03.390192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:03.394386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:03.397902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:03.402109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:03.406564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:03.406636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:06.411658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:06.415299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:06.419669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:06.424603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:06.428934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:06.429059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:09.435349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:09.440911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:09.445017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:09.448978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:09.452878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:09.452953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:12.459283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:12.463937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:12.469158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:12.474163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:12.479602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:12.479852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:15.486006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:15.490809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:15.495472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:15.500243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:15.504692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:15.504804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:18.510359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:18.516073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:18.519635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:18.523037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:18.526392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:18.526465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:21.531509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:21.535350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:21.539070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:21.542518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:21.545936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:21.546023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:24.550898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:24.554959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:24.559568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:24.563540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:24.567035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:24.567112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:27.572250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:27.576362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:27.580695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:27.584380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:27.587899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:27.587981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:30.594091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:30.598713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:30.602747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:30.607317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:30.612190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:30.612321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:33.619238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:33.625049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:33.630796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:33.634995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:33.640286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:33.640434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:36.646862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:36.652494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:36.657635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:36.662504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:36.666755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:36.666841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:39.675006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:39.678540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:39.681958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:39.685324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:39.688689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:39.688767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:42.694917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:42.699929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:42.704599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:42.708379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:42.711943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:42.712023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:45.716872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:45.720824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:45.724665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:45.728523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:45.732023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:45.732100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:48.737936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:48.742085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:48.745782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:48.749303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:48.752789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:48.752877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:51.759340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:51.763267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:51.767128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:51.770891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:51.774266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:51.774344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:54.779281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:54.782718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:54.785984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:54.789446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:54.792754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:54.792831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:57.798985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:57.803672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:57.807605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:07:57.811361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:57.815393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:57.815503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:00.820944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:00.825248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:00.829801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:00.834175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:00.839423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:00.839755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:03.845790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:03.850581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:03.854454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:03.858987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:03.863901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:03.864041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:06.869667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:06.874087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:06.877927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:06.881306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:06.884713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:06.884792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:09.891740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:09.895904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:09.899498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:09.903727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:09.908175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:09.908288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:12.914578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:12.919971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:12.924717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:12.929185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:12.934181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:12.934345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:15.940379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:15.945355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:15.949870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:15.956368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:15.962141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:15.962378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:18.968488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:18.972220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:18.979736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:18.986268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:18.993688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:18.993954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:22.000101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:22.006000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:22.011906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:22.016689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:22.021044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:22.021135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:25.026000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:25.030071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:25.034330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:25.038467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:25.042394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:25.042519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:28.048853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:28.055249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:28.060631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:28.065571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:28.070123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:28.070291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:31.074857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:31.078993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:31.083125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:31.086799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:31.090402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:31.090481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:34.096520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:34.158041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:34.162901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:34.172399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:34.210011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:34.210233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:37.215917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:37.220851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:37.225434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:37.229530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:37.233272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:37.233347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:40.239980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:40.245209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:40.249984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:40.254119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:40.257789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:40.257877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:43.262711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:43.267025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:43.270862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:43.274403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:43.277808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:43.277922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:46.283430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:46.287253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:46.290686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:46.293966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:46.297705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:46.297780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:49.302041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:49.305548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:49.308970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:49.312452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:49.316078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:49.316172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:52.320162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:52.323959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:52.327379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:52.333963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:52.339047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:52.339145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:55.343129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:55.346691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:55.350107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:55.353484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:55.356887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:55.356983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:58.361332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:58.365166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:58.368790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:08:58.372314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:58.375873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:58.375960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:01.380045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:01.385619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:01.391107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:01.395392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:01.399678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:01.399780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:04.404137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:04.407848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:04.411341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:04.414846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:04.418269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:04.418349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:07.423461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:07.428388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:07.432924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:07.437211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:07.441098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:07.441173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:10.446614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:10.450401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:10.454455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:10.458428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:10.462100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:10.462173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:13.468189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:13.473063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:13.476975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:13.480472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:13.483961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:13.484052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:16.490123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:16.495250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:16.501484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:16.507706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:16.513419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:16.513582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:19.518276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:19.521720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:19.524955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:19.528158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:19.531846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:19.531916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:22.542152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:22.547119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:22.550735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:22.554328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:22.557879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:22.557954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:25.563505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:25.567033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:25.570421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:25.573714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:25.576960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:25.577033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:28.582354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:28.586003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:28.589506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:28.592943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:28.596356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:28.596430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:31.602102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:31.605672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:31.609098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:31.612756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:31.616699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:31.616790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:34.621724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:34.625690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:34.629183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:34.632540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:34.635942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:34.636021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:37.640410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:37.643809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:37.647252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:37.650592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:37.655050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:37.655223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:40.660861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:40.664597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:40.667999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:40.671278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:40.674623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:40.674738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:43.679695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:43.683708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:43.687862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:43.691529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:43.695075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:43.695155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:46.699907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:46.703311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:46.706660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:46.710016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:46.713316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:46.713393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:49.718798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:49.722421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:49.725705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:49.729257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:49.732853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:49.732929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:52.738138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:52.742259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:52.747025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:52.752407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:52.756841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:52.757009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:55.763370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:55.767761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:55.771726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:55.775292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:55.779698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:55.779853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:58.787402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:58.792556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:58.797852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:09:58.801852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:58.806138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:58.806233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:01.812926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:01.818200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:01.822421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:01.826546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:01.831178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:01.831311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:04.837371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:04.841574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:04.846018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:04.850043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:04.854421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:04.854559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:07.859751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:07.863145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:07.866369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:07.869654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:07.873394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:07.873468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:10.879283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:10.883289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:10.886820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:10.890427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:10.894023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:10.894105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:13.899872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:13.904137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:13.907445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:13.910737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:13.914674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:13.914747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:16.920518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:16.926123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:16.931779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:16.937022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:16.940916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:16.940999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:19.946861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:19.952439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:19.957011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:19.960928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:19.964303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:19.964378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:22.969394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:22.973122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:22.976919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:22.981899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:22.986992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:22.987148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:25.992843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:25.998276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:26.003519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:26.013397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:26.020390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:26.020539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:29.025499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:29.029204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:29.032584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:29.036095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:29.039627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:29.039729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:32.045636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:32.049778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:32.054773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:32.059176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:32.063125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:32.063219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:35.069128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:35.072894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:35.076543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:35.079945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:35.083234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:35.083309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:38.089141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:38.093155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:38.096923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:38.100758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:38.104598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:38.104695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:41.110603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:41.115163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:41.120303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:41.124468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:41.128753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:41.128905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:44.134442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:44.138980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:44.143144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:44.146936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:44.150879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:44.150972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:47.156188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:47.159893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:47.163678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:47.167344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:47.170823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:47.170895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:50.176588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:50.180260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:50.183561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:50.187184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:50.190881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:50.190980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:53.196071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:53.199671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:53.203123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:53.206545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:53.209967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:53.210050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:56.215198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:56.219056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:56.222865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:56.226353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:56.229933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:56.230051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:59.234950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:59.238872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:59.242447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:10:59.245993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:59.250119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:59.250267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:02.255518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:02.259829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:02.264795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:02.269673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:02.274105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:02.274219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:05.280483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:05.341011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:05.345874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:05.377175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:05.414273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:05.414572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:08.421339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:08.425676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:08.430143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:08.434194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:08.437833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:08.437915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:11.445126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:11.450577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:11.456192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:11.461317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:11.466076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:11.466218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:14.470990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:14.475611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:14.479677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:14.483522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:14.487269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:14.487407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:17.492206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:17.495708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:17.499184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:17.502511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:17.506767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:17.506903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:20.511956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:20.516070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:20.520835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:20.525095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:20.528905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:20.528991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:23.533959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:23.538907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:23.543835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:23.548818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:23.553325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:23.553431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:26.559432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:26.564172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:26.568751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:26.572676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:26.578670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:26.578966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:29.583676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:29.589360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:29.593983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:29.598447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:29.602295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:29.602377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:32.607124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:32.611151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:32.614398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:32.617709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:32.620931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:32.621000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:35.626787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:35.631600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:35.635017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:35.639633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:35.644921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:35.645105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:38.650868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:38.655147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:38.658971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:38.663151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:38.667006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:38.667094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:41.671511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:41.675150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:41.679119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:41.682485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:41.685836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:41.685917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:44.689981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:44.694106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:44.697708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:44.703321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:44.707832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:44.707964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:47.712102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:47.715551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:47.718978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:47.722543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:47.726003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:47.726174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:50.730557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:50.734362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:50.738378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:50.741935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:50.745902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:50.745982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:53.750479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:53.754802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:53.758769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:53.762268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:53.765681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:53.765762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:56.770199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:56.775059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:56.778946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:56.782705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:56.786828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:56.786925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:59.791903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:59.795894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:59.799781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:11:59.803699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:59.810706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:59.810827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:02.815600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:02.819323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:02.823005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:02.826480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:02.830019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:02.830119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:05.835378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:05.839536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:05.843262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:05.846863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:05.850961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:05.851072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:08.855520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:08.859227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:08.862784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:08.866189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:08.869694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:08.869779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:11.874427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:11.878343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:11.881901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:11.885470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:11.889282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:11.889381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:14.895326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:14.901004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:14.906194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:14.911200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:14.915897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:14.916001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:17.921099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:17.924711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:17.928364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:17.931838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:17.935207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:17.935289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:20.939885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:20.943674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:20.947181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:20.950802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:20.954152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:20.954236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:23.958165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:23.961633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:23.965151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:23.968594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:23.972150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:23.972237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:26.977212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:26.980999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:26.984381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:26.988458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:26.992340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:26.992414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:29.998206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:30.002263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:30.006512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:30.010748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:30.015370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:30.015476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:33.020532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:33.025025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:33.028875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:33.032912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:33.036835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:33.036933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:36.041449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:36.045138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:36.048558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:36.051898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:36.055196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:36.055280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:39.060430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:39.064856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:39.069137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:39.073404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:39.077695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:39.077784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:42.082605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:42.086280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:42.090036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:42.093845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:42.097734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:42.097856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:45.102621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:45.106289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:45.110380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:45.115114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:45.119336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:45.119424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:48.123954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:48.127260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:48.130478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:48.133738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:48.136955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:48.137026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:51.141088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:51.144472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:51.147766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:51.151048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:51.154257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:51.154329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:54.161275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:54.167605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:54.173430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:54.179239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:54.185221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:54.185359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:57.190477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:57.194413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:57.198389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:12:57.201946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:57.205466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:57.205539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:00.210614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:00.214676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:00.218732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:00.224908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:00.230872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:00.230971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:03.236934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:03.241777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:03.246436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:03.251181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:03.255835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:03.255938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:06.262009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:06.266237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:06.269596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:06.272904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:06.276285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:06.276360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:09.282525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:09.287820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:09.293060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:09.297723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:09.302190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:09.302283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:12.306513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:12.310108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:12.313480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:12.316978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:12.320473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:12.320555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:15.325227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:15.328935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:15.332284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:15.335634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:15.340823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:15.341012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:18.345351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:18.348792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:18.352538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:18.355824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:18.359020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:18.359094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:21.364323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:21.368343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:21.371805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:21.375164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:21.378785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:21.378885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:24.384307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:24.389227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:24.394064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:24.398801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:24.403515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:24.403626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:27.409045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:27.413132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:27.417117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:27.420632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:27.424016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:27.424088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:30.430578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:30.435414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:30.440519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:30.445742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:30.450249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:30.450374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:33.455426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:33.459031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:33.462675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:33.466086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:33.470462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:33.470700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:36.476936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:36.481472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:36.484973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:36.488554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:36.492139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:36.492237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:39.501034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:39.505285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:39.509345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:39.512932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:39.517164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:39.517393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:42.523111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:42.526979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:42.530843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:42.534495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:42.538247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:42.538326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:45.544859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:45.549538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:45.554068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:45.557905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:45.561614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:45.561724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:48.568122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:48.572812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:48.577524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:48.582096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:48.585951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:48.586069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:51.590901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:51.594852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:51.598505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:51.602614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:51.606826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:51.606981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:54.612126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:54.616186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:54.620370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:54.625543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:54.630010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:54.630135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:57.636049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:57.641109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:57.645270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:13:57.648837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:57.652368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:57.652448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:00.658409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:00.663999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:00.668616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:00.673491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:00.680869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:00.680967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:03.690743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:03.697049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:03.702943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:03.708562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:03.714304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:03.714459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:06.721054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:06.724955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:06.729144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:06.732975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:06.738664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:06.738840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:09.744724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:09.748678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:09.752131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:09.755588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:09.759608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:09.759739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:12.766473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:12.773897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:12.778170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:12.781929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:12.785712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:12.785790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:15.790733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:15.794375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:15.797661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:15.800987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:15.804239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:15.804314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:18.809454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:18.813122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:18.816485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:18.819920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:18.823326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:18.823403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:21.828638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:21.832153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:21.835674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:21.839195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:21.842469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:21.842545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:24.848030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:24.851751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:24.855303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:24.859369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:24.862952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:24.863045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:27.867897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:27.871627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:27.874996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:27.878348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:27.881691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:27.881767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:30.888160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:30.893692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:30.898160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:30.902913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:30.907050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:30.907132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:33.912457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:33.916071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:33.919413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:33.923230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:33.927258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:33.927412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:36.933613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:36.937878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:36.943124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:36.950819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:36.955430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:36.955552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:39.961162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:39.965016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:39.968609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:39.973209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:39.976922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:39.977016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:42.982118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:42.986742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:42.990567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:42.994051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:42.997602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:42.997705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:46.002180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:46.005667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:46.009248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:46.012574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:46.015938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:46.016018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:49.021230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:49.025284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:49.031481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:49.035258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:49.039103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:49.039369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:52.045907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:52.050422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:52.054418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:52.058111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:52.062612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:52.062765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:55.067585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:55.071297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:55.074722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:55.078188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:55.081584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:55.081683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:58.087342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:58.092081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:58.096843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:14:58.100949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:58.104912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:58.105012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:01.109624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:01.113137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:01.116386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:01.119858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:01.123227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:01.123306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:04.128011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:04.131458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:04.134894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:04.138509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:04.142155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:04.142244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:07.147291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:07.151090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:07.154685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:07.158852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:07.162421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:07.162504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:10.167600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:10.171200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:10.175452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:10.179876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:10.184121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:10.184254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:13.188847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:13.192751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:13.196091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:13.199666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:13.202975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:13.203050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:16.208530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:16.212542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:16.216446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:16.220118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:16.223593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:16.223688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:19.228143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:19.231884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:19.235267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:19.238662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:19.242170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:19.242246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:22.247212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:22.250907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:22.254186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:22.257415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:22.260693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:22.260767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:25.266783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:25.271048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:25.274570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:25.278287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:25.281796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:25.281895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:28.286537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:28.289945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:28.293300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:28.296579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:28.299945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:28.300019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:31.305087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:31.309697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:31.313872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:31.317769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:31.321731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:31.321852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:34.326418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:34.330176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:34.334115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:34.338416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:34.342556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:34.342631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:37.347254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:37.350977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:37.354619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:37.358256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:37.361735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:37.361822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:40.367401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:40.371876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:40.376601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:40.381383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:40.385893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:40.386026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:43.391762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:43.396260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:43.400381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:43.404612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:43.408925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:43.409067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:46.413984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:46.417929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:46.421584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:46.425042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:46.428557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:46.428636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:49.433212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:49.438711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:49.442120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:49.445510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:49.448933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:49.449007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:52.454184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:52.458800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:52.463809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:52.471160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:52.476188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:52.476312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:55.482570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:55.488438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:55.493018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:55.497247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:55.502382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:55.502532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:58.508271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:58.512390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:58.517156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:15:58.521281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:58.524808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:58.524880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:01.530917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:01.535168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:01.539155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:01.543204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:01.547279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:01.547405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:04.552412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:04.556778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:04.560577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:04.563967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:04.567305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:04.567382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:07.572082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:07.575732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:07.579416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:07.583157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:07.586985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:07.587074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:10.591774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:10.595240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:10.598532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:10.601842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:10.605132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:10.605206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:13.611386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:13.615301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:13.619090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:13.622676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:13.626354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:13.626439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:16.632991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:16.637286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:16.641163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:16.644603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:16.648072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:16.648153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:19.653077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:19.657008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:19.660932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:19.664676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:19.668880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:19.669016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:22.673592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:22.677185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:22.680748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:22.684257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:22.687697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:22.687796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:25.692674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:25.696360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:25.700009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:25.703550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:25.707079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:25.707160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:28.712236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:28.715785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:28.719169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:28.722533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:28.725868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:28.725965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:31.732456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:31.739825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:31.745988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:31.751392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:31.756482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:31.756639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:34.761585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:34.765182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:34.768692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:34.772109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:34.775511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:34.775612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:37.780549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:37.784052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:37.787537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:37.791024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:37.794447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:37.794541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:40.799206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:40.802972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:40.806852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:40.810933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:40.814703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:40.814820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:43.820400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:43.825038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:43.829136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:43.834179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:43.840071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:43.840217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:46.845206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:46.849245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:46.854309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:46.858213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:46.861609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:46.861713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:49.866802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:49.871244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:49.875320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:49.879718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:49.883874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:49.883966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:52.888805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:52.892322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:52.895664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:52.899344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:52.902728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:52.902803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:55.908432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:55.912878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:55.916503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:55.920250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:55.925049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:55.925459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:58.930404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:58.934506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:58.938511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:16:58.942361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:58.946764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:58.946891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:01.951369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:01.956170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:01.962695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:01.968786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:01.975115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:01.975299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:04.982500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:04.988985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:04.995413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:05.001549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:05.007395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:05.007794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:08.014004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:08.017909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:08.021464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:08.024870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:08.028247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:08.028318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:11.033279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:11.037115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:11.040780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:11.044430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:11.047956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:11.048035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:14.053976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:14.058695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:14.062676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:14.066609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:14.070087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:14.070199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:17.075460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:17.079060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:17.083079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:17.086875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:17.090368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:17.090453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:20.095156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:20.099162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:20.102565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:20.105944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:20.109331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:20.109410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:23.114551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:23.119564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:23.124011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:23.129188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:23.134155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:23.134227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:26.139058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:26.143115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:26.147559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:26.152102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:26.155879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:26.155962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:29.162706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:29.166852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:29.170588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:29.175784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:29.180115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:29.180220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:32.187137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:32.193529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:32.197584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:32.201301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:32.205030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:32.205158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:35.210503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:35.214611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:35.218291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:35.222198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:35.226028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:35.226122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:38.231343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:38.235115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:38.238630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:38.241924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:38.245131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:38.245207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:41.250109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:41.254039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:41.258126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:41.262317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:41.266579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:41.266709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:44.271700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:44.276762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:44.280986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:44.284516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:44.288284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:44.288380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:47.293314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:47.296739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:47.300266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:47.303591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:47.306903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:47.306979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:50.312202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:50.316409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:50.323473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:50.327394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:50.330818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:50.330920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:53.335972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:53.340231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:53.344323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:53.348975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:53.353453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:53.353550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:56.358344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:56.361934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:56.365452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:56.370376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:56.373835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:56.373910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:59.378554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:59.382376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:59.385806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:17:59.389510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:59.392917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:59.392997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:02.397937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:02.402014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:02.405978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:02.409817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:02.413404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:02.413498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:05.419683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:05.424366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:05.428473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:05.433184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:05.437393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:05.437488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:08.442341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:08.446010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:08.449563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:08.452969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:08.456281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:08.456371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:11.460997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:11.464559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:11.469210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:11.472810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:11.476243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:11.476416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:14.481168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:14.485841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:14.489464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:14.494507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:14.499144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:14.499236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:17.505234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:17.508949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:17.512567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:17.516293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:17.519796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:17.519877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:20.526378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:20.531361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:20.535941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:20.540037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:20.543967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:20.544068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:23.548973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:23.552761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:23.556376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:23.560017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:23.563893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:23.564042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:26.570044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:26.575021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:26.579482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:26.583778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:26.587976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:26.588068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:29.593120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:29.597411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:29.601459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:29.605263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:29.609841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:29.609992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:32.615960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:32.620387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:32.623827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:32.627263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:32.630837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:32.630908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:35.636214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:35.639885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:35.643862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:35.647897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:35.651421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:35.651493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:38.656550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:38.660008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:38.663355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:38.666675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:38.669940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:38.670014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:41.674978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:41.678536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:41.682557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:41.686015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:41.689499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:41.689572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:44.694520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:44.698002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:44.701332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:44.704604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:44.707975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:44.708050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:47.712444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:47.715950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:47.719264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:47.723054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:47.726318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:47.726392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:50.730532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:50.734338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:50.737942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:50.741282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:50.744625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:50.744739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:53.750211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:53.753990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:53.757355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:53.760904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:53.764207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:53.764306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:56.769145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:56.773067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:56.777109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:56.780917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:56.784323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:56.784410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:59.789075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:59.792869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:59.796189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:18:59.799602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:59.802932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:59.803011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:02.808312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:02.813896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:02.819895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:02.824383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:02.829115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:02.829215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:05.836021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:05.841817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:05.847038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:05.851134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:05.855345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:05.855444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:08.860775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:08.865279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:08.870127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:08.874708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:08.878533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:08.878612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:11.883218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:11.887018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:11.890786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:11.894373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:11.898102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:11.898192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:14.902796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:14.906215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:14.909487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:14.912777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:14.916468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:14.916547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:17.920834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:17.924120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:17.927348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:17.930559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:17.933737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:17.933810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:20.938885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:20.942988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:20.946868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:20.950684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:20.954349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:20.954453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:23.959196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:23.962732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:23.966168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:23.969488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:23.972798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:23.972876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:26.978706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:26.982928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:26.986506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:26.990404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:26.993797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:26.993874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:29.998850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:30.002480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:30.005884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:30.009314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:30.012635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:30.012726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:33.018002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:33.021534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:33.024901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:33.028585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:33.032126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:33.032216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:36.038706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:36.044014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:36.048315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:36.053314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:36.057088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:36.057173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:39.061744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:39.065242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:39.068741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:39.072995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:39.076502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:39.076577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:42.081787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:42.085734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:42.089033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:42.092379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:42.095594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:42.095683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:45.100416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:45.105208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:45.109395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:45.113854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:45.117850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:45.117959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:48.123256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:48.127729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:48.132051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:48.136139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:48.140289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:48.140391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:51.147013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:51.152167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:51.156792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:51.160664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:51.165147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:51.165370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:54.171286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:54.176807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:54.181363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:54.185912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:54.189718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:54.189792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:57.195556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:57.200684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:57.206581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:19:57.211830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:57.218475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:57.218678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:00.224958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:00.230998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:00.237991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:00.243958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:00.248544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:00.248671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:03.255395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:03.261004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:03.267349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:03.273241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:03.278565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:03.278769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:06.284020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:06.287752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:06.292868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:06.298060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:06.302949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:06.303082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:09.308704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:09.313359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:09.317925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:09.322401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:09.328963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:09.329115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:12.333966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:12.337852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:12.341310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:12.344774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:12.348187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:12.348270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:15.352907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:15.357194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:15.360762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:15.364110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:15.367358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:15.367428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:18.372492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:18.376719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:18.381216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:18.386876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:18.390934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:18.391062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:21.395744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:21.399471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:21.403104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:21.406935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:21.410849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:21.410959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:24.417104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:24.421901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:24.426023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:24.429784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:24.433265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:24.433344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:27.438577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:27.442697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:27.446611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:27.451033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:27.454941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:27.455034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:30.460487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:30.464529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:30.469208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:30.473150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:30.476941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:30.477066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:33.482384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:33.486416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:33.490197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:33.493913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:33.497747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:33.497862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:36.503463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:36.507792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:36.511659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:36.514995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:36.519430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:36.519543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:39.524217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:39.528350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:39.532031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:39.535822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:39.539633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:39.539732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:42.544519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:42.548239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:42.551563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:42.554855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:42.558218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:42.558291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:45.563938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:45.568497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:45.572340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:45.576040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:45.579708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:45.579785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:48.584897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:48.589601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:48.593306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:48.596808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:48.600247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:48.600322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:51.605289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:51.609021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:51.612372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:51.615842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:51.619183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:51.619256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:54.625095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:54.629044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:54.633378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:54.637554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:54.641307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:54.641380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:57.647269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:57.651865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:57.655694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:20:57.659428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:57.662993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:57.663077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:00.668151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:00.671872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:00.675189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:00.678475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:00.681790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:00.681866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:03.686498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:03.690090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:03.693467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:03.696893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:03.700691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:03.700769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:06.705387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:06.709404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:06.712836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:06.716451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:06.720311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:06.720424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:09.726319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:09.732450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:09.737769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:09.742463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:09.746884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:09.747231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:12.753828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:12.759050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:12.763064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:12.766958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:12.770812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:12.770895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:15.777592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:15.783249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:15.788041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:15.791871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:15.795636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:15.795753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:18.803768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:18.811113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:18.816559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:18.822289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:18.827879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:18.828030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:21.834126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:21.838965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:21.843273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:21.847778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:21.851749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:21.851821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:24.856688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:24.860682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:24.864598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:24.868544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:24.872431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:24.872533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:27.877169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:27.881400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:27.884862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:27.888159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:27.891432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:27.891502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:30.897829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:30.902777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:30.907320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:30.912295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:30.916972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:30.917088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:33.922242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:33.926400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:33.930231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:33.933974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:33.937914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:33.938008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:36.942956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:36.946551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:36.950008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:36.953420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:36.956911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:36.956994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:39.962215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:39.965962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:39.970259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:39.974791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:39.978573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:39.978689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:42.984893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:42.988754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:42.992790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:42.996490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:43.000586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:43.000708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:46.006468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:46.010822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:46.014892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:46.019549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:46.023477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:46.023579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:49.028301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:49.033078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:49.038369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:49.043365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:49.047567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:49.047717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:52.053139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:52.057261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:52.061258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:52.065542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:52.071924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:52.072116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:55.077300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:55.081252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:55.085381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:55.089618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:55.094568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:55.094694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:58.100090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:58.104453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:58.108619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:21:58.112494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:58.116780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:58.116865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:01.121792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:01.126268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:01.130579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:01.134738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:01.139026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:01.139176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:04.145551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:04.150318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:04.154882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:04.159898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:04.164025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:04.164101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:07.169979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:07.174613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:07.179103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:07.183439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:07.187882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:07.187987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:10.193817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:10.197787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:10.202030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:10.206603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:10.210875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:10.210964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:13.215690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:13.219547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:13.222979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:13.226743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:13.230390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:13.230472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:16.235462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:16.239261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:16.244792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:16.249023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:16.252559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:16.252675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:19.258406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:19.262442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:19.266291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:19.269953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:19.273547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:19.273638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:22.278414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:22.282000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:22.285315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:22.289922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:22.293782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:22.293860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:25.298803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:25.302474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:25.306575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:25.310209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:25.314719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:25.314879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:28.322958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:28.328390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:28.333123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:28.337463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:28.341531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:28.341618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:31.346403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:31.350493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:31.354697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:31.359568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:31.363874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:31.363960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:34.371091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:34.376279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:34.381539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:34.386784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:34.393181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:34.393372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:37.398237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:37.402112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:37.406043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:37.410284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:37.414262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:37.414361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:40.418979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:40.422320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:40.425575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:40.428865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:40.432120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:40.432198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:43.436909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:43.440771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:43.444524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:43.448153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:43.451555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:43.451670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:46.456533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:46.461024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:46.465323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:46.470060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:46.474549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:46.474682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:49.479806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:49.483919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:49.487424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:49.491081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:49.494938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:49.495032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:52.500008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:52.503832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:52.508345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:52.512437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:52.515797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:52.515869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:55.522007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:55.527092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:55.531287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:55.535445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:55.540160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:55.540528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:58.545093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:58.548835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:58.552091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:22:58.555530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:58.558899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:58.558970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:01.563751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:01.568781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:01.574414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:01.578413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:01.583738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:01.583991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:04.589080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:04.593283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:04.597169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:04.600737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:04.604427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:04.604518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:07.609726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:07.613453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:07.617160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:07.621703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:07.626284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:07.626394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:10.630907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:10.634576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:10.638208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:10.641522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:10.644849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:10.644928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:13.650231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:13.654093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:13.658415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:13.662231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:13.666373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:13.666456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:16.671038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:16.674619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:16.678190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:16.681620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:16.685012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:16.685119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:19.689903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:19.693733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:19.697302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:19.700657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:19.703958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:19.704036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:22.708835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:22.713187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:22.717050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:22.720821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:22.724593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:22.724707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:25.729906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:25.734621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:25.739521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:25.744118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:25.748617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:25.748743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:28.753373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:28.757792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:28.761770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:28.765274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:28.768862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:28.768981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:31.774613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:31.778205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:31.781632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:31.785100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:31.788433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:31.788522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:34.793499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:34.796892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:34.800200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:34.804464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:34.808380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:34.808455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:37.813274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:37.817599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:37.821888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:37.825477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:37.829872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:37.830024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:40.835134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:40.838807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:40.842321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:40.845973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:40.850110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:40.850295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:43.856512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:43.862319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:43.867605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:43.872429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:43.876146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:43.876223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:46.880900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:46.884280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:46.887668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:46.890975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:46.894211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:46.894286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:49.899159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:49.902556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:49.906292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:49.910263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:49.914531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:49.914679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:52.920367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:52.925107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:52.928722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:52.933594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:52.937620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:52.937711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:55.943938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:55.948113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:55.951613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:55.955298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:55.959982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:55.960133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:58.966222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:58.970511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:58.974315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:23:58.977979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:58.981952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:58.982029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:01.989302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:01.995919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:02.003038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:02.009236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:02.014259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:02.014436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:05.020102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:05.024432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:05.028244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:05.031830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:05.036611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:05.036796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:08.043119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:08.047206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:08.051535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:08.055750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:08.059448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:08.059541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:11.065263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:11.069214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:11.073333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:11.079294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:11.083833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:11.083910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:14.089459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:14.093434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:14.098188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:14.102673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:14.106255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:14.106356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:17.111204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:17.114893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:17.118279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:17.121753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:17.125244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:17.125343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:20.131844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:20.137012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:20.141841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:20.147137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:20.151715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:20.151808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:23.157874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:23.161903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:23.166495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:23.170874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:23.174814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:23.174943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:26.179885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:26.183990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:26.188031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:26.192493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:26.196607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:26.196759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:29.201910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:29.206985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:29.211945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:29.216487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:29.221599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:29.221767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:32.227047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:32.230939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:32.236969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:32.243366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:32.248685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:32.248814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:35.255034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:35.259272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:35.262609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:35.266609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:35.270456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:35.270531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:38.277862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:38.283346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:38.288333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:38.293313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:38.298089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:38.298294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:41.307087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:41.316594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:41.325153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:41.332118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:41.338725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:41.338956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:44.344961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:44.349572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:44.353631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:44.356905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:44.360168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:44.360241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:47.364779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:47.368253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:47.371499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:47.374828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:47.378123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:47.378199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:50.384705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:50.389911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:50.394597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:50.398213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:50.401542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:50.401617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:53.407210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:53.411457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:53.416143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:53.420222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:53.423621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:53.423708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:56.430394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:56.438235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:56.445680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:56.451534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:56.456151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:56.456261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:59.462852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:59.468577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:59.473184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:24:59.477784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:59.482960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:59.483045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:02.489091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:02.493138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:02.497258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:02.501245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:02.506053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:02.506388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:05.511221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:05.515344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:05.519576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:05.523763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:05.527952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:05.528069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:08.533079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:08.537100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:08.540617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:08.544314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:08.548302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:08.548388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:11.552999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:11.557440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:11.561477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:11.565323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:11.570187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:11.570320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:14.576763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:14.581843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:14.585993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:14.590110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:14.594612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:14.594827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:17.599395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:17.603531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:17.607445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:17.610808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:17.614028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:17.614100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:20.619963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:20.625172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:20.629921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:20.634009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:20.638440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:20.638602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:23.643282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:23.646736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:23.650112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:23.653955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:23.658575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:23.658821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:26.665484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:26.669747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:26.673471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:26.676961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:26.680284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:26.680359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:29.685051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:29.689466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:29.694268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:29.698489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:29.702949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:29.703098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:32.707947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:32.711546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:32.714833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:32.718289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:32.721755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:32.721830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:35.727176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:35.731315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:35.734800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:35.738261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:35.741723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:35.741798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:38.746571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:38.750560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:38.753907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:38.757303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:38.760756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:38.760828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:41.765776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:41.772033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:41.777461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:41.782584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:41.787969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:41.788182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:44.794953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:44.800787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:44.806464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:44.812026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:44.818360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:44.818527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:47.823356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:47.826854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:47.830777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:47.834851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:47.838739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:47.838833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:50.845360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:50.850946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:50.855858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:50.860526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:50.865057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:50.865147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:53.869828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:53.873464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:53.876860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:53.880462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:53.883967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:53.884064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:56.889045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:56.892659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:56.896309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:56.899721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:56.903095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:56.903169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:59.909097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:59.912864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:59.916456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:25:59.920857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:59.925515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:59.925620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:02.932162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:02.937450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:02.941896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:02.945770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:02.949535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:02.949614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:05.954309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:05.957813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:05.961489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:05.965035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:05.970043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:05.970205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:08.975471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:08.979007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:08.982452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:08.986049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:08.989600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:08.989705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:11.995390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:12.000214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:12.005167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:12.010029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:12.014900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:12.015029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:15.020929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:15.026135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:15.030922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:15.034854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:15.039027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:15.039121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:18.043951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:18.047413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:18.050693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:18.054258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:18.057610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:18.057699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:21.062936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:21.066803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:21.074435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:21.077822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:21.081699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:21.081778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:24.086492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:24.090158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:24.093356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:24.096554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:24.099766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:24.099836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:27.104780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:27.111409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:27.114954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:27.118623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:27.122421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:27.122525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:30.128354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:30.132521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:30.136304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:30.139855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:30.143362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:30.143441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:33.148806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:33.152995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:33.156474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:33.160062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:33.163424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:33.163498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:36.170332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:36.175623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:36.181046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:36.187002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:36.193073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:36.193222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:39.199667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:39.204477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:39.208132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:39.211460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:39.214796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:39.214868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:42.219323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:42.222859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:42.226551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:42.230053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:42.233518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:42.233591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:45.239907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:45.243980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:45.247732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:45.251303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:45.255276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:45.255376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:48.261879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:48.266679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:48.271125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:48.275051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:48.279389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:48.279473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:51.286196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:51.290669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:51.294910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:51.299472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:51.305296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:51.305472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:54.310415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:54.314573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:54.318361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:54.321990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:54.326044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:54.326154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:57.332729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:57.337732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:57.342320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:26:57.347209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:57.353572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:57.353744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:00.361186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:00.366798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:00.372179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:00.377035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:00.382933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:00.383123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:03.389272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:03.393488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:03.397593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:03.402045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:03.407066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:03.407204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:06.412700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:06.416536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:06.420254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:06.423871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:06.427416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:06.427511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:09.432278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:09.435816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:09.439606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:09.443566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:09.447155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:09.447233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:12.453067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:12.457671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:12.461471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:12.465596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:12.470476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:12.470629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:15.475963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:15.479848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:15.483473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:15.486996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:15.490525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:15.490614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:18.495962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:18.499911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:18.503420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:18.507733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:18.511570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:18.511666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:21.517983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:21.522384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:21.526117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:21.529598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:21.533173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:21.533254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:24.537871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:24.541469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:24.544952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:24.548451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:24.551790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:24.551869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:27.556883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:27.563124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:27.567036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:27.570576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:27.574179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:27.574254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:30.580130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:30.584316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:30.588365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:30.592581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:30.596380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:30.596455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:33.601392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:33.605753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:33.610222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:33.613666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:33.616955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:33.617030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:36.621626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:36.626442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:36.630588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:36.634765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:36.638987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:36.639121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:39.644345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:39.648353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:39.652314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:39.656346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:39.660251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:39.660375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:42.664995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:42.668517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:42.671981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:42.675731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:42.679062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:42.679137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:45.685502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:45.690237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:45.694053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:45.697505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:45.700870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:45.700942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:48.705684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:48.709324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:48.712792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:48.716424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:48.719878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:48.719956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:51.724966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:51.728993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:51.734054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:51.738457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:51.744925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:51.745124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:54.750583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:54.754697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:54.758459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:54.762094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:54.765501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:54.765592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:57.770194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:57.773735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:57.777915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:27:57.781427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:57.785360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:57.785437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:00.790593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:00.794831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:00.798202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:00.801888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:00.805179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:00.805252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:03.810680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:03.814759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:03.818567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:03.822185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:03.825748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:03.825827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:06.831071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:06.834794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:06.838633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:06.846116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:06.851400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:06.851509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:09.856536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:09.861261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:09.865018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:09.869140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:09.873008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:09.873090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:12.878599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:12.883717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:12.889060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:12.893520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:12.897389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:12.897470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:15.902910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:15.907934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:15.912061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:15.915570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:15.919013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:15.919086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:18.924347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:18.928322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:18.931715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:18.935030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:18.938461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:18.938534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:21.943743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:21.948657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:21.952903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:21.956736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:21.960052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:21.960127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:24.966034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:24.970873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:24.975149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:24.979218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:24.983022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:24.983093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:27.989509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:27.994562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:28.002329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:28.006621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:28.010565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:28.010663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:31.015672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:31.019279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:31.022942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:31.026250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:31.029932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:31.030010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:34.035563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:34.040287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:34.044728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:34.049376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:34.055001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:34.055159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:37.059895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:37.063690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:37.067370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:37.071278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:37.074901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:37.074977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:40.079487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:40.083011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:40.086567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:40.090556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:40.094483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:40.094560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:43.099961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:43.103736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:43.108287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:43.112561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:43.117070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:43.117231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:46.122269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:46.125838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:46.129221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:46.132614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:46.136211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:46.136288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:49.142462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:49.147692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:49.151795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:49.156154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:49.159883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:49.159971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:52.165537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:52.169387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:52.172715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:52.176350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:52.179878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:52.179952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:55.185219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:55.189198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:55.192571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:55.195933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:55.199777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:55.199859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:58.204863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:58.208683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:58.212129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:28:58.215878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:58.219870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:58.219962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:01.227023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:01.234578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:01.242422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:01.249248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:01.254826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:01.255062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:04.261004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:04.265272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:04.269293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:04.273114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:04.276915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:04.277017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:07.284613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:07.289749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:07.294253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:07.298951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:07.304213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:07.304345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:10.309288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:10.312900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:10.316438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:10.319748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:10.323032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:10.323104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:13.329208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:13.333387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:13.337009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:13.341710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:13.346770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:13.346867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:16.352285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:16.356239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:16.359677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:16.363010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:16.366226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:16.366298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:19.372040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:19.376447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:19.380950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:19.384846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:19.388466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:19.388561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:22.393334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:22.397046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:22.400926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:22.405019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:22.409621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:22.409750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:25.414222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:25.417789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:25.421148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:25.424500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:25.427842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:25.427923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:28.432794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:28.436738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:28.440623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:28.444255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:28.447873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:28.447969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:31.454237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:31.459696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:31.464350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:31.469568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:31.473933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:31.474037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:34.480159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:34.484170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:34.488817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:34.493329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:34.497724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:34.497852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:37.502784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:37.506223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:37.509686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:37.513202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:37.516668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:37.516741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:40.522396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:40.527154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:40.532438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:40.536933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:40.542070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:40.542193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:43.547037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:43.550537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:43.554015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:43.557584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:43.561248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:43.561355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:46.566232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:46.570467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:46.573999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:46.577909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:46.581665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:46.581753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:49.587836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:49.592881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:49.597602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:49.602246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:49.607120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:49.607300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:52.613529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:52.617349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:52.620859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:52.626152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:52.630338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:52.630415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:55.636676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:55.642207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:55.647233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:55.653470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:55.658369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:55.658496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:58.664094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:58.667992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:58.671353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:29:58.674692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:58.678078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:58.678150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:01.684081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:01.689094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:01.693952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:01.699064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:01.704057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:01.704183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:04.709185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:04.713201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:04.717584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:04.721117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:04.724538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:04.724621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:07.731279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:07.734956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:07.738435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:07.742324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:07.746614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:07.746717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:10.751664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:10.755878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:10.760230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:10.765201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:10.770400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:10.770540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:13.776680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:13.781762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:13.786069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:13.789658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:13.793881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:13.794019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:16.799523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:16.803636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:16.807218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:16.810818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:16.814279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:16.814351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:19.819393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:19.822940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:19.826275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:19.829726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:19.833143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:19.833225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:22.837927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:22.841593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:22.845135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:22.848950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:22.853374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:22.853500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:25.859167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:25.863557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:25.867945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:25.871866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:25.875278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:25.875356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:28.879910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:28.883682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:28.887471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:28.891278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:28.894776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:28.894853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:31.899952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:31.904058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:31.908444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:31.912619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:31.916552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:31.916697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:34.921833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:34.925635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:34.929222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:34.932716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:34.936081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:34.936162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:37.941181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:37.945985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:37.950004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:37.953598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:37.957143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:37.957221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:40.962020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:40.965430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:40.968714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:40.972175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:40.975852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:40.975943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:43.980764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:43.984498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:43.988049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:43.991544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:43.995080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:43.995166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:47.001675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:47.006169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:47.010221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:47.014663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:47.019760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:47.019886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:50.024575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:50.029255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:50.033352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:50.037088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:50.040661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:50.040755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:53.045459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:53.048908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:53.052185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:53.055411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:53.059292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:53.059413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:56.064313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:56.068128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:56.071960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:56.075847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:56.079606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:56.079703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:59.088539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:59.093488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:59.099537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:30:59.104356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:59.108466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:59.108551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:02.114129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:02.118625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:02.123708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:02.128695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:02.133392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:02.133513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:05.138629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:05.142479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:05.146783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:05.150834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:05.155052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:05.155228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:08.159862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:08.163574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:08.167100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:08.173885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:08.177478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:08.177580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:11.183498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:11.188392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:11.193066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:11.197700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:11.202357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:11.202464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:14.208024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:14.212154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:14.215986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:14.219741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:14.224496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:14.224736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:17.229530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:17.233247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:17.236932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:17.240417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:17.243870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:17.243952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:20.248894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:20.252934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:20.256884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:20.260910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:20.264832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:20.264937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:23.270039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:23.274094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:23.279171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:23.284351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:23.289778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:23.289918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:26.295330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:26.302145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:26.308479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:26.312979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:26.319006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:26.319155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:29.324234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:29.329747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:29.333637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:29.337406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:29.341022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:29.341109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:32.345994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:32.351091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:32.354635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:32.357886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:32.361073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:32.361144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:35.366325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:35.370705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:35.374298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:35.377962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:35.381492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:35.381568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:38.386480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:38.390443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:38.394199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:38.397871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:38.401805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:38.401940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:41.406982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:41.410666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:41.414093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:41.417510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:41.421021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:41.421106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:44.425621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:44.429268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:44.432613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:44.435948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:44.439422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:44.439508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:47.444423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:47.449577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:47.454285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:47.458079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:47.462247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:47.462335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:50.467385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:50.470963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:50.475284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:50.479153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:50.482876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:50.482967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:53.488106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:53.492214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:53.495584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:53.499163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:53.502581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:53.502672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:56.507165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:56.511254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:56.515164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:56.519134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:56.522469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:56.522544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:59.528575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:59.532388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:59.535635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:31:59.539456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:59.542720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:59.542791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:02.547586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:02.551811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:02.556151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:02.560006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:02.563433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:02.563508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:05.568422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:05.574350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:05.578731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:05.582396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:05.585864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:05.585940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:08.591101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:08.595501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:08.599978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:08.604151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:08.608354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:08.608450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:11.614687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:11.619904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:11.624484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:11.629030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:11.634667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:11.634824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:14.639784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:14.643899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:14.647814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:14.652084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:14.656091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:14.656180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:17.661234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:17.665223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:17.668820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:17.672298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:17.675898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:17.675991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:20.680561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:20.684055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:20.687333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:20.690606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:20.693827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:20.693900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:23.698972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:23.702857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:23.706390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:23.709845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:23.713223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:23.713301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:26.718153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:26.721772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:26.725107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:26.728416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:26.731928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:26.732038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:29.738270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:29.743376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:29.748140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:29.752894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:29.757727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:29.757844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:32.762910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:32.767142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:32.771557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:32.776206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:32.780629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:32.780780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:35.785668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:35.790434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:35.795716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:35.799775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:35.803447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:35.803553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:38.808122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:38.811998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:38.815512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:38.819113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:38.822921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:38.823029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:41.827852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:41.832342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:41.836524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:41.840325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:41.844232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:41.844339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:44.849164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:44.853159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:44.856979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:44.860810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:44.865202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:44.865336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:47.871394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:47.876223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:47.880080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:47.883360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:47.886700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:47.886771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:50.892037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:50.896410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:50.901106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:50.904875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:50.908566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:50.908685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:53.914245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:53.918336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:53.922288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:53.926082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:53.929951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:53.930033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:56.935146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:56.939009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:56.943105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:56.946880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:56.950989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:56.951086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:59.956434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:59.961242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:59.965814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:32:59.970791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:59.975900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:59.976040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:02.981048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:02.985189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:02.989056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:02.992914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:02.996655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:02.996763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:06.002477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:06.006476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:06.010011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:06.013457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:06.017499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:06.017638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:09.022162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:09.026611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:09.034316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:09.039369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:09.044366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:09.044477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:12.049507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:12.053340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:12.056812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:12.060527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:12.064197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:12.064277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:15.069036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:15.076930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:15.084090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:15.089864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:15.093908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:15.094017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:18.098574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:18.102254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:18.105986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:18.109804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:18.113482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:18.113570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:21.120189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:21.125688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:21.129840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:21.134198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:21.137901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:21.137994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:24.143132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:24.147399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:24.151211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:24.154732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:24.158147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:24.158222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:27.163012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:27.166926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:27.170534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:27.173899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:27.177164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:27.177239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:30.181837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:30.185448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:30.188941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:30.192406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:30.196046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:30.196156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:33.201112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:33.206053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:33.210814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:33.215462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:33.220166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:33.220269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:36.225103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:36.228885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:36.232765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:36.236294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:36.240580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:36.240721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:39.245277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:39.249265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:39.253334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:39.256796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:39.260159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:39.260238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:42.264864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:42.268385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:42.271741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:42.275040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:42.278351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:42.278427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:45.283196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:45.286661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:45.289976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:45.293439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:45.296736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:45.296812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:48.301621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:48.305553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:48.309366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:48.313380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:48.317685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:48.317785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:51.323246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:51.327124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:51.331065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:51.334922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:51.339007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:51.339099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:54.344019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:54.348389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:54.352565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:54.356727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:54.360728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:54.360855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:57.366862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:57.371912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:57.376887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:33:57.381293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:57.385084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:57.385182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:00.389820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:00.393368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:00.396766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:00.400197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:00.403749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:00.403830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:03.408897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:03.412659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:03.416807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:03.420695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:03.424184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:03.424271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:06.429027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:06.433301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:06.438848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:06.442809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:06.448074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:06.448156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:09.453386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:09.458082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:09.462095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:09.466028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:09.470094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:09.470225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:12.475666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:12.479947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:12.483838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:12.489277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:12.494118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:12.494238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:15.500844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:15.506101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:15.512071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:15.517011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:15.521880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:15.522012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:18.526851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:18.530773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:18.534674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:18.539515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:18.543401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:18.543472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:21.548626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:21.552720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:21.556316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:21.559839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:21.563276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:21.563348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:24.568893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:24.572734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:24.576972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:24.580625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:24.584048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:24.584129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:27.591130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:27.596519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:27.602314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:27.607247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:27.611510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:27.611614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:30.617730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:30.621881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:30.625501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:30.629103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:30.632917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:30.632999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:33.639087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:33.643821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:33.648412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:33.653109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:33.657294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:33.657462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:36.664042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:36.668777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:36.672429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:36.676180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:36.681056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:36.681225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:39.685920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:39.690480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:39.696075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:39.701176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:39.706675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:39.706921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:42.711441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:42.714904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:42.718230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:42.721521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:42.724859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:42.724934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:45.729674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:45.733304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:45.737043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:45.740740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:45.744915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:45.745033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:48.750074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:48.754273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:48.758576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:48.762862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:48.767040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:48.767169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:51.772024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:51.775447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:51.778799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:51.782026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:51.785474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:51.785548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:54.791698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:54.796891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:54.801477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:54.805834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:54.810132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:54.810247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:57.815616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:57.820827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:57.825732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:34:57.830913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:57.836114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:57.836233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:00.843834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:00.848797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:00.854068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:00.859098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:00.863332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:00.863440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:03.869675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:03.875153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:03.880581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:03.885915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:03.891628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:03.891797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:06.896622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:06.900706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:06.905214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:06.909602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:06.913423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:06.913508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:09.918417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:09.922019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:09.925478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:09.929897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:09.934244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:09.934363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:12.941591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:12.945034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:12.948730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:12.953499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:12.957605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:12.957702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:15.962547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:15.967667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:15.972192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:15.977447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:15.981833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:15.981932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:18.986799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:18.991437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:18.996849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:19.001784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:19.006595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:19.006750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:22.012023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:22.016072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:22.019809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:22.023259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:22.027053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:22.027137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:25.032236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:25.036917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:25.040877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:25.044902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:25.048571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:25.048710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:28.055563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:28.061277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:28.066995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:28.073137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:28.077229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:28.077331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:31.083928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:31.089422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:31.094818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:31.099159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:31.103365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:31.103450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:34.108737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:34.113058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:34.117091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:34.121082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:34.124981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:34.125084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:37.131091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:37.136414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:37.141431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:37.146269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:37.151184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:37.151322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:40.156304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:40.160019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:40.163675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:40.166997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:40.170496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:40.170573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:43.175190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:43.178730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:43.182070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:43.185375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:43.188779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:43.188856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:46.193465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:46.196987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:46.200402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:46.203983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:46.207605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:46.207702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:49.213393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:49.218129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:49.222601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:49.227414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:49.232160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:49.232306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:52.239092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:52.244126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:52.248267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:52.251945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:52.255637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:52.255732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:55.261253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:55.265111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:55.268403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:55.271973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:55.275218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:55.275293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:58.279956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:58.283591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:58.287054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:35:58.290710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:58.294371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:58.294467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:01.299461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:01.303187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:01.308120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:01.313209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:01.318183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:01.318370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:04.323785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:04.327755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:04.331754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:04.336198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:04.341059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:04.341137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:07.345749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:07.349287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:07.352868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:07.356499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:07.360835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:07.361136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:10.366158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:10.370361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:10.374176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:10.378340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:10.382341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:10.382433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:13.387519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:13.391042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:13.394356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:13.398045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:13.401394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:13.401469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:16.406197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:16.410799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:16.415485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:16.419872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:16.424264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:16.424357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:19.429557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:19.433302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:19.437088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:19.440751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:19.444224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:19.444296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:22.449878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:22.454669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:22.458542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:22.462425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:22.466324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:22.466404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:25.472390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:25.476942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:25.482096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:25.487920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:25.492761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:25.492843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:28.497842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:28.501602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:28.505180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:28.508690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:28.512023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:28.512120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:31.516844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:31.520833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:31.524561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:31.528164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:31.531998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:31.532105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:34.536780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:34.540207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:34.543411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:34.546685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:34.550418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:34.550517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:37.555069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:37.558734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:37.562065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:37.565341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:37.568748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:37.568821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:40.574309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:40.578945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:40.582332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:40.585751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:40.590070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:40.590187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:43.595072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:43.600276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:43.604930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:43.612031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:43.616551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:43.616704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:46.621700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:46.625182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:46.628452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:46.632137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:46.635625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:46.635717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:49.641672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:49.645848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:49.649544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:49.653425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:49.657052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:49.657138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:52.661723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:52.665440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:52.668872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:52.672438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:52.676065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:52.676166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:55.681634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:55.686016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:55.689556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:55.692980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:55.696312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:55.696388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:58.701189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:58.704913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:58.708595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:36:58.712319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:58.716712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:58.716815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:01.725371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:01.730315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:01.734309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:01.738668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:01.743258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:01.743361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:04.748790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:04.752579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:04.756075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:04.759585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:04.764201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:04.764319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:07.769089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:07.772827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:07.777438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:07.781079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:07.784589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:07.784679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:10.790836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:10.797221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:10.802105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:10.807096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:10.812779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:10.812935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:13.818282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:13.822934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:13.827001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:13.830984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:13.834603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:13.834710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:16.839887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:16.843796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:16.847419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:16.851197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:16.854939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:16.855051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:19.865077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:19.870541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:19.874557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:19.878300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:19.882050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:19.882128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:22.886834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:22.890956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:22.895016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:22.899062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:22.902943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:22.903047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:25.909039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:25.914468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:25.918893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:25.923043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:25.926810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:25.926887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:28.932236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:28.936542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:28.940588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:28.945661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:28.950073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:28.950180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:31.956572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:31.960944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:31.964822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:31.968424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:31.972492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:31.972593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:34.977435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:34.982716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:34.988265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:34.992903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:34.997235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:34.997356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:38.003789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:38.008463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:38.012948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:38.017279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:38.021883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:38.022037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:41.026786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:41.030692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:41.034441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:41.038115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:41.042360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:41.042509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:44.048935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:44.053625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:44.058197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:44.062495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:44.066378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:44.066465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:47.072743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:47.077029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:47.081562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:47.086357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:47.091675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:47.091836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:50.097385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:50.101292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:50.104757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:50.108423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:50.112168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:50.112271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:53.117180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:53.121048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:53.124752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:53.128382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:53.132208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:53.132293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:56.136953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:56.140968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:56.144724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:56.148704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:56.152699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:56.152810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:59.158402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:59.162493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:59.166266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T17:37:59.170541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:59.174900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:59.174998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T20:03:58.316213] [INFO ] [MAG       ] Starting MAG operation...
[2025-11-27T20:03:58.487012] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-27T20:03:58.655842] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-27T20:03:58.822439] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-27T20:03:58.991314] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-27T20:03:58.991651] [WARN ] [STATE     ] State set to: WAITING
[2025-11-27T20:03:58.991739] [INFO ] [STATE     ] Checking service statuses...
[2025-11-27T20:03:59.062013] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-27T20:03:59.066038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T20:03:59.100952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T20:03:59.104706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T20:03:59.139237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T20:03:59.173918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T20:03:59.174208] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-27T20:03:59.174277] [INFO ] [MODE      ] Using multithreaded
[2025-11-27T20:03:59.174338] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-27T20:03:59.179711] [DEBUG] [REMOTE    ] Found 33 available forecast dates.
[2025-11-27T20:03:59.179944] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-28.txt'.
[2025-11-27T20:03:59.186986] [DEBUG] [REMOTE    ] Fetched 3662 signal forecasts for 2025-11-28.
[2025-11-27T20:03:59.217264] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 10 symbols
[2025-11-27T20:03:59.257505] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:03:59.260843] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:03:59.261229] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:03:59.262294] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:03:59.284548] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.284594] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.285094] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.285381] [INFO ] [main      ] AAPD: Testing with 53 available features
[2025-11-27T20:03:59.285448] [INFO ] [main      ] AAPD: Establishing baseline with no features...
[2025-11-27T20:03:59.285497] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:03:59.285372] [INFO ] [main      ] AFCG: Testing with 53 available features
[2025-11-27T20:03:59.285600] [INFO ] [main      ] ABUS: Testing with 53 available features
[2025-11-27T20:03:59.285682] [INFO ] [main      ] ABUS: Establishing baseline with no features...
[2025-11-27T20:03:59.285601] [INFO ] [main      ] AFCG: Establishing baseline with no features...
[2025-11-27T20:03:59.285797] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:03:59.285871] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:03:59.290123] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.291115] [INFO ] [main      ] CBSH: Testing with 53 available features
[2025-11-27T20:03:59.291200] [INFO ] [main      ] CBSH: Establishing baseline with no features...
[2025-11-27T20:03:59.291258] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:03:59.301426] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.301961] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:03:59.301817] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.302376] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:03:59.304090] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.304083] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.304204] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.304460] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:03:59.307559] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.308894] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:03:59.309615] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:03:59.311710] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.644680] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:03:59.660333] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:03:59.673264] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:03:59.680106] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:03:59.812275] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:03:59.827690] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:03:59.846885] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:03:59.847476] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:03:59.877822] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.23%
[2025-11-27T20:03:59.878041] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:03:59.878930] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.903296] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.92%
[2025-11-27T20:03:59.903462] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:03:59.904257] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.913659] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.42%
[2025-11-27T20:03:59.913818] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:03:59.914599] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:03:59.944162] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 1.24%
[2025-11-27T20:03:59.944434] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:03:59.945347] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:00.216135] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:00.256203] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:00.274847] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:00.384673] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:00.428340] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:00.438851] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -1.59%
[2025-11-27T20:04:00.439131] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:00.440264] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:00.445072] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:00.495525] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.55%
[2025-11-27T20:04:00.495857] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:00.495835] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.15%
[2025-11-27T20:04:00.495978] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:00.496779] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:00.496770] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:00.511094] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:00.764182] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:00.832702] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:00.849229] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.18%
[2025-11-27T20:04:00.849542] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:00.850457] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:00.908257] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:01.003123] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:01.013093] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:01.056612] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.44%
[2025-11-27T20:04:01.056765] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:01.057515] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.146007] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:01.185374] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:01.203882] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.62%
[2025-11-27T20:04:01.204075] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:01.204998] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.248768] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.93%
[2025-11-27T20:04:01.248920] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:01.249697] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.313400] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:01.384116] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:01.492557] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:01.547993] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:01.576024] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.10%
[2025-11-27T20:04:01.576211] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:01.577037] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.581613] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:01.597327] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -2.02%
[2025-11-27T20:04:01.597495] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:01.598277] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.717410] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:01.749677] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:01.814544] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.34%
[2025-11-27T20:04:01.815051] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:01.815913] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:01.885035] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:01.927445] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:01.932173] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:01.938658] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 3.01%
[2025-11-27T20:04:01.938956] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:01.939779] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.091413] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:02.102098] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:02.141662] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -2.27%
[2025-11-27T20:04:02.141969] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:02.142812] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.157967] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:02.187896] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 2.27%
[2025-11-27T20:04:02.188219] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:02.189122] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.281074] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:02.327806] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:02.389910] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.76%
[2025-11-27T20:04:02.390200] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:02.391021] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.446855] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:02.468607] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:02.501090] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -2.54%
[2025-11-27T20:04:02.501398] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:02.502220] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.535922] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:02.631057] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:02.680185] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.15%
[2025-11-27T20:04:02.680504] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:02.681337] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.710435] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:02.728362] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:02.795123] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.88%
[2025-11-27T20:04:02.795424] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:02.796297] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.830316] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:02.897470] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:02.959338] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.01%
[2025-11-27T20:04:02.959655] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:02.960552] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:02.997776] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:03.005390] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:03.051932] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.02%
[2025-11-27T20:04:03.052195] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:03.053026] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.139897] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:03.166108] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:03.215121] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.06%
[2025-11-27T20:04:03.215423] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:03.216238] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.295110] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:03.309924] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:03.382301] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:03.388361] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.79%
[2025-11-27T20:04:03.388649] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:03.389471] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.458059] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:03.520220] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.56%
[2025-11-27T20:04:03.520510] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:03.521359] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.539193] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:03.547779] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:03.605865] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -3.69%
[2025-11-27T20:04:03.606184] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:03.607055] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.702644] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:03.735797] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:03.751469] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 1.00%
[2025-11-27T20:04:03.751793] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:03.752618] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:03.848389] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:03.912683] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:03.946205] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:03.993499] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 3.53%
[2025-11-27T20:04:03.993954] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:03.995386] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.012833] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:04.073530] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.63%
[2025-11-27T20:04:04.073832] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:04.074682] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.075914] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:04.109865] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:04.163279] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 1.88%
[2025-11-27T20:04:04.163581] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:04.164404] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.239232] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:04.289476] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.25%
[2025-11-27T20:04:04.289775] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:04.290598] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.339879] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:04.400105] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:04.497830] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:04.526662] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:04.565417] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:04.606887] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -5.28%
[2025-11-27T20:04:04.607175] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:04.608026] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.614452] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:04.635945] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.04%
[2025-11-27T20:04:04.636253] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:04.637129] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.667912] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:04.721026] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.29%
[2025-11-27T20:04:04.721235] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:04.722160] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:04.775796] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:04.824448] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.07%
[2025-11-27T20:04:04.937929] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:04.988698] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.42%, Actual: 1.38%
[2025-11-27T20:04:04.996721] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:05.051264] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:05.101332] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:05.149769] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.15%, Actual: 2.28%
[2025-11-27T20:04:05.162313] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:05.177985] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.72%
[2025-11-27T20:04:05.178273] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:05.179102] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:04:05.214157] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:05.223873] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -2.14%
[2025-11-27T20:04:05.265941] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.39%
[2025-11-27T20:04:05.311088] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.44%, Actual: 1.44%
[2025-11-27T20:04:05.388636] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.92%, Actual: 0.07%
[2025-11-27T20:04:05.432105] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.23%, Actual: 2.81%
[2025-11-27T20:04:05.473326] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -2.02%, Actual: 0.61%
[2025-11-27T20:04:05.511023] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:05.569853] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.55%, Actual: 1.33%
[2025-11-27T20:04:05.597115] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -1.59%, Actual: 3.56%
[2025-11-27T20:04:05.633649] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -2.27%, Actual: 0.72%
[2025-11-27T20:04:05.678847] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:05.740635] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.93%, Actual: 1.61%
[2025-11-27T20:04:05.755595] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.24%
[2025-11-27T20:04:05.764649] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.62%, Actual: 2.95%
[2025-11-27T20:04:05.797647] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 1.12%
[2025-11-27T20:04:05.903385] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 0.83%
[2025-11-27T20:04:05.919960] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 1.24%, Actual: 0.28%
[2025-11-27T20:04:05.929895] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 3.01%, Actual: 0.76%
[2025-11-27T20:04:05.961313] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 4.80%
[2025-11-27T20:04:06.069832] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.76%, Actual: 1.03%
[2025-11-27T20:04:06.091544] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.18%, Actual: 0.97%
[2025-11-27T20:04:06.099939] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 5.38%
[2025-11-27T20:04:06.123846] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 0.06%
[2025-11-27T20:04:06.234683] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 1.01%
[2025-11-27T20:04:06.258473] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.10%, Actual: 0.27%
[2025-11-27T20:04:06.266699] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.02%, Actual: 1.69%
[2025-11-27T20:04:06.285656] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 1.68%
[2025-11-27T20:04:06.400309] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 0.14%
[2025-11-27T20:04:06.427167] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 2.27%, Actual: 1.51%
[2025-11-27T20:04:06.445729] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -3.69%, Actual: 6.99%
[2025-11-27T20:04:06.448353] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.10%
[2025-11-27T20:04:06.448658] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 38.7331%
[2025-11-27T20:04:06.448721] [INFO ] [main      ] ABUS: Baseline score (no features): 38.7331%
[2025-11-27T20:04:06.448790] [INFO ] [main      ] ABUS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.448888] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:04:06.448989] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:06.461749] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:06.462291] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:06.463389] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:06.463465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.468741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:06.568954] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 2.50%
[2025-11-27T20:04:06.597211] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.88%, Actual: 1.10%
[2025-11-27T20:04:06.612080] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 1.36%
[2025-11-27T20:04:06.732750] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 0.24%
[2025-11-27T20:04:06.766159] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 1.34%
[2025-11-27T20:04:06.779593] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 2.23%
[2025-11-27T20:04:06.792866] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:06.899079] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -2.14%, Actual: 0.37%
[2025-11-27T20:04:06.899492] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.3147%
[2025-11-27T20:04:06.899626] [INFO ] [main      ] AAPD: Baseline score (no features): 39.3147%
[2025-11-27T20:04:06.899733] [INFO ] [main      ] AAPD: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.899823] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:04:06.899913] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:06.913125] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:06.913831] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:06.914754] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:06.914872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.919953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:06.931543] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 3.53%, Actual: 2.27%
[2025-11-27T20:04:06.943759] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.39%, Actual: 2.59%
[2025-11-27T20:04:06.944112] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 44.6123%
[2025-11-27T20:04:06.944245] [INFO ] [main      ] AFCG: Baseline score (no features): 44.6123%
[2025-11-27T20:04:06.944351] [INFO ] [main      ] AFCG: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.944410] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:04:06.944510] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:06.954499] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:06.958402] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:06.958902] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:06.959914] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:06.960072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:06.966379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.008296] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.21% | Symbol ETA: 4m 48s | Global ETA: N/A
[2025-11-27T20:04:07.008423] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:07.009249] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:07.009318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.013986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.103003] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -5.28%, Actual: 0.75%
[2025-11-27T20:04:07.252940] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:07.270620] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.72%, Actual: 1.67%
[2025-11-27T20:04:07.307807] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:07.343987] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:07.421045] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:07.443722] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.48%
[2025-11-27T20:04:07.444133] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 44.5140%
[2025-11-27T20:04:07.444251] [INFO ] [main      ] CBSH: Baseline score (no features): 44.5140%
[2025-11-27T20:04:07.444358] [INFO ] [main      ] CBSH: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.444449] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:04:07.444540] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:07.460955] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:07.461509] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:07.462419] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:07.462540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.467971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.478922] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:07.493368] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -1.05% | Symbol ETA: 5m 6s | Global ETA: N/A
[2025-11-27T20:04:07.493628] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:07.494429] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:07.494558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.499531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.507022] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:07.537454] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 5m 6s | Global ETA: N/A
[2025-11-27T20:04:07.537616] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:07.538464] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:07.538546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.543396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.560054] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.71% | Symbol ETA: 4m 50s | Global ETA: N/A
[2025-11-27T20:04:07.560315] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:07.561148] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:07.561275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:07.565969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:07.817538] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:07.830813] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:07.877200] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:07.888871] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:07.985869] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:08.008794] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:08.043127] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:08.049140] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:08.072052] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 5m 22s | Global ETA: N/A
[2025-11-27T20:04:08.072186] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:08.072994] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.073061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.075850] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 5m 7s | Global ETA: N/A
[2025-11-27T20:04:08.076003] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:08.076906] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.077027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.077709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.081833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.100123] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 5m 1s | Global ETA: N/A
[2025-11-27T20:04:08.100255] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:08.101005] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.101069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.101449] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.07% | Symbol ETA: 4m 48s | Global ETA: N/A
[2025-11-27T20:04:08.101590] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:08.102346] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.102418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.106034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.107064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.408445] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:08.415177] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:08.428724] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:08.437007] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:08.571301] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:08.580871] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:08.590146] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:08.608611] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:08.635942] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 5m 2s | Global ETA: N/A
[2025-11-27T20:04:08.636077] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:08.636870] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.637051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.641751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.642810] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -2.38% | Symbol ETA: 4m 47s | Global ETA: N/A
[2025-11-27T20:04:08.643054] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:08.643874] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.644000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.648656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.661744] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 5m 17s | Global ETA: N/A
[2025-11-27T20:04:08.661966] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:08.662773] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.662891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.666144] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 4m 60s | Global ETA: N/A
[2025-11-27T20:04:08.666327] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:08.667145] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:08.667274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:08.667600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.672138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:08.970840] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:08.973058] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:08.998397] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:09.004792] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:09.135082] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:09.136095] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:09.161513] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:09.171639] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:09.189427] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 4m 46s | Global ETA: N/A
[2025-11-27T20:04:09.189604] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:09.190386] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.190602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.195311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.200877] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 5m 1s | Global ETA: N/A
[2025-11-27T20:04:09.201109] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:09.201919] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.202037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.206774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.228687] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 4.18% | Symbol ETA: 4m 58s | Global ETA: N/A
[2025-11-27T20:04:09.228965] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:09.229790] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.229917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.234730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.245224] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 5m 13s | Global ETA: N/A
[2025-11-27T20:04:09.245490] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:09.246294] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.246416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.251059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.518682] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:09.538728] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:09.566123] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:09.585879] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:09.684269] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:09.707533] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:09.729095] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:09.738045] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 4m 46s | Global ETA: N/A
[2025-11-27T20:04:09.738217] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:09.738984] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.739049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.743791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.753028] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:09.775201] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 5m 0s | Global ETA: N/A
[2025-11-27T20:04:09.775341] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:09.776207] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.776275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.781251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.786355] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-11-27T20:04:09.786550] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:09.787396] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.787522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.792257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:09.837094] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 5m 12s | Global ETA: N/A
[2025-11-27T20:04:09.837364] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:09.838210] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:09.838331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:09.843292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.069749] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:10.107269] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:10.116410] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:10.187291] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:10.231104] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:10.269958] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:10.282792] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 4m 45s | Global ETA: N/A
[2025-11-27T20:04:10.283048] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:10.283871] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.283999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.285281] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:10.288708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.334713] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.31% | Symbol ETA: 4m 59s | Global ETA: N/A
[2025-11-27T20:04:10.334974] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:10.335775] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.335895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.340597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.345829] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 4m 56s | Global ETA: N/A
[2025-11-27T20:04:10.346110] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:10.346946] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.347073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.351815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.357640] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:10.443018] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 5m 13s | Global ETA: N/A
[2025-11-27T20:04:10.443289] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:10.444098] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.444216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.449008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.611742] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:10.667548] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:10.681293] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:10.772179] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:10.781444] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:10.824038] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 4m 45s | Global ETA: N/A
[2025-11-27T20:04:10.824310] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:10.825120] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.825246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.829923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.833922] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:10.845707] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:10.901330] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 4m 58s | Global ETA: N/A
[2025-11-27T20:04:10.901554] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:10.902398] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.902516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.907023] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.74% | Symbol ETA: 4m 55s | Global ETA: N/A
[2025-11-27T20:04:10.907221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.907269] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:10.908140] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:10.908270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:10.913462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:10.952898] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:11.039219] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 5m 12s | Global ETA: N/A
[2025-11-27T20:04:11.039467] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:11.040349] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:11.040470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:11.045277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:11.152927] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:11.237725] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:11.251385] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:11.313184] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:11.364583] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 4m 44s | Global ETA: N/A
[2025-11-27T20:04:11.364863] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:11.365695] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:11.365828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:11.370545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:11.380224] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:11.400529] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:11.421401] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:11.466818] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-11-27T20:04:11.467075] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:11.467956] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:11.468080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:11.473075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:11.482362] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 4m 55s | Global ETA: N/A
[2025-11-27T20:04:11.482655] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:11.483513] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:11.483658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:11.489112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:11.549941] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:11.631965] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 2.84% | Symbol ETA: 5m 12s | Global ETA: N/A
[2025-11-27T20:04:11.632232] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:11.633196] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:11.633322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:11.638345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:11.697487] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:11.804205] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:11.829832] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:11.861923] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:11.914493] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 4m 44s | Global ETA: N/A
[2025-11-27T20:04:11.970118] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:11.980298] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:11.994844] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:12.035948] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-11-27T20:04:12.036196] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:12.037011] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:12.037131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:12.041845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:12.051181] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 4m 55s | Global ETA: N/A
[2025-11-27T20:04:12.051428] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:12.052243] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:12.052372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:12.057052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:12.080249] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.21%, Actual: 1.38%
[2025-11-27T20:04:12.164982] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:12.244785] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.71%, Actual: 2.28%
[2025-11-27T20:04:12.247511] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.72% | Symbol ETA: 5m 12s | Global ETA: N/A
[2025-11-27T20:04:12.247783] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:12.248636] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:12.248758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:12.253743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:12.376325] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:12.383798] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:12.409101] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.07%, Actual: 1.44%
[2025-11-27T20:04:12.549146] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:12.557990] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:12.569492] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -2.38%, Actual: 0.61%
[2025-11-27T20:04:12.604652] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 2.74% | Symbol ETA: 4m 54s | Global ETA: N/A
[2025-11-27T20:04:12.613896] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:12.627653] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.51% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-11-27T20:04:12.736188] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.40%, Actual: 0.72%
[2025-11-27T20:04:12.769524] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: 0.52%, Actual: 2.81%
[2025-11-27T20:04:12.781490] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:12.793011] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -1.05%, Actual: 0.07%
[2025-11-27T20:04:12.862542] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 5m 13s | Global ETA: N/A
[2025-11-27T20:04:12.862821] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:12.863688] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:12.863815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:12.868698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:12.897413] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.50%, Actual: 1.12%
[2025-11-27T20:04:12.931856] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -1.10%, Actual: 3.56%
[2025-11-27T20:04:12.957593] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.48%, Actual: 1.33%
[2025-11-27T20:04:13.058640] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.61%, Actual: 4.80%
[2025-11-27T20:04:13.093914] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 2.43%, Actual: 2.95%
[2025-11-27T20:04:13.125728] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.85%, Actual: 1.61%
[2025-11-27T20:04:13.212147] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:13.219543] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.06%
[2025-11-27T20:04:13.257338] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 4.18%, Actual: 0.76%
[2025-11-27T20:04:13.312623] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.83%
[2025-11-27T20:04:13.380395] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 1.68%
[2025-11-27T20:04:13.383794] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:13.420565] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 5.38%
[2025-11-27T20:04:13.465884] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 5m 12s | Global ETA: N/A
[2025-11-27T20:04:13.482483] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 1.03%
[2025-11-27T20:04:13.542602] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.10%
[2025-11-27T20:04:13.542838] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 37.5555%
[2025-11-27T20:04:13.542905] [INFO ] [main      ] ABUS: DISCARDED add_afternoon_v_morning_volatility_mix (score: 37.56%)
[2025-11-27T20:04:13.542956] [INFO ] [main      ] ABUS: Testing feature 2/53: add_atr
[2025-11-27T20:04:13.543000] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-27T20:04:13.543047] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:13.555861] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:13.556439] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:13.557315] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:13.557398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:13.559208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:13.559928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:13.600209] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 2.49%, Actual: 1.69%
[2025-11-27T20:04:13.637298] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.28%
[2025-11-27T20:04:13.659022] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 1.01%
[2025-11-27T20:04:13.763894] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 6.99%
[2025-11-27T20:04:13.812227] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.34%, Actual: 0.97%
[2025-11-27T20:04:13.835569] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.14%
[2025-11-27T20:04:13.886686] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:13.927495] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.38%, Actual: 1.36%
[2025-11-27T20:04:13.976559] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.51%, Actual: 0.27%
[2025-11-27T20:04:14.006622] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 2.50%
[2025-11-27T20:04:14.047067] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:14.089685] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.23%
[2025-11-27T20:04:14.099101] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 6m 7s | Global ETA: N/A
[2025-11-27T20:04:14.099369] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:14.100197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:14.100324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.101998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.102617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:14.138633] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 1.51%
[2025-11-27T20:04:14.178783] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.87%, Actual: 0.24%
[2025-11-27T20:04:14.252369] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 2.74%, Actual: 2.59%
[2025-11-27T20:04:14.252743] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 45.3954%
[2025-11-27T20:04:14.252867] [INFO ] [main      ] AFCG: KEPT add_afternoon_v_morning_volatility_mix (score: 45.40%)
[2025-11-27T20:04:14.252971] [INFO ] [main      ] AFCG: Testing feature 2/53: add_atr
[2025-11-27T20:04:14.253067] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:04:14.253167] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:14.268949] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:14.269504] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:14.270409] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:14.270538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:14.275227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.277140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.277873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:14.302894] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -2.38%, Actual: 1.10%
[2025-11-27T20:04:14.349828] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.51%, Actual: 0.37%
[2025-11-27T20:04:14.350047] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.1029%
[2025-11-27T20:04:14.350106] [INFO ] [main      ] AAPD: DISCARDED add_afternoon_v_morning_volatility_mix (score: 37.10%)
[2025-11-27T20:04:14.350148] [INFO ] [main      ] AAPD: Testing feature 2/53: add_atr
[2025-11-27T20:04:14.350182] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-11-27T20:04:14.350220] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:14.364687] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:14.365151] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:14.366054] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:14.366121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.368382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.369338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:14.470676] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 1.34%
[2025-11-27T20:04:14.516851] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:14.608697] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:14.635072] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 2.84%, Actual: 2.27%
[2025-11-27T20:04:14.681111] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:14.719111] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:14.732982] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.30% | Symbol ETA: 6m 7s | Global ETA: N/A
[2025-11-27T20:04:14.733234] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:14.734084] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:14.734219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.735916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.736463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:14.773137] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:14.798179] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.72%, Actual: 0.75%
[2025-11-27T20:04:14.832348] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.90% | Symbol ETA: 6m 18s | Global ETA: N/A
[2025-11-27T20:04:14.832630] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:14.833434] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:14.833563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:14.838302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.840144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.840754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:14.891861] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:14.959978] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 1.67%
[2025-11-27T20:04:14.961428] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 6m 25s | Global ETA: N/A
[2025-11-27T20:04:14.961721] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:14.962614] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:14.962735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:14.964468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:14.965096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.063772] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:15.122437] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.48%
[2025-11-27T20:04:15.122714] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 46.2668%
[2025-11-27T20:04:15.122851] [INFO ] [main      ] CBSH: KEPT add_afternoon_v_morning_volatility_mix (score: 46.27%)
[2025-11-27T20:04:15.122956] [INFO ] [main      ] CBSH: Testing feature 2/53: add_atr
[2025-11-27T20:04:15.123046] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:04:15.123139] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:15.136286] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:15.136836] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:15.137745] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:15.137863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:15.142691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.144631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.145382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.226606] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:15.251413] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:15.278302] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.66% | Symbol ETA: 6m 6s | Global ETA: N/A
[2025-11-27T20:04:15.278585] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:15.279384] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:15.279514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.281204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.281778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.408371] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:15.413609] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:15.469312] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:15.472033] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 6m 18s | Global ETA: N/A
[2025-11-27T20:04:15.472293] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:15.473137] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:15.473269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:15.478052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.479898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.480439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.582717] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:15.604695] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:15.631225] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:15.652415] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 6m 25s | Global ETA: N/A
[2025-11-27T20:04:15.652697] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:15.653568] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:15.653708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.655477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.656056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.716934] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 2.12% | Symbol ETA: 6m 37s | Global ETA: N/A
[2025-11-27T20:04:15.717193] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:15.718011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:15.718145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:15.722892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.724659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.725239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.767515] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:15.808804] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:15.822087] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.84% | Symbol ETA: 6m 5s | Global ETA: N/A
[2025-11-27T20:04:15.822362] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:15.823168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:15.823293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:15.825011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:15.825557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:15.974278] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:16.010365] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:16.034055] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 6m 17s | Global ETA: N/A
[2025-11-27T20:04:16.034247] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:16.035062] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:16.035190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:16.039976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.041806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.042365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.136321] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:16.155208] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:16.182925] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:16.251917] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 6m 24s | Global ETA: N/A
[2025-11-27T20:04:16.252198] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:16.253177] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:16.253300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.255082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.255706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.298936] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:16.319486] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:16.367067] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:16.371907] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 6m 5s | Global ETA: N/A
[2025-11-27T20:04:16.372063] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:16.372939] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:16.373066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.374750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.375287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.381417] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 6m 37s | Global ETA: N/A
[2025-11-27T20:04:16.381679] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:16.382465] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:16.382599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:16.387243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.389072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.389609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.530698] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:16.588206] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 6m 16s | Global ETA: N/A
[2025-11-27T20:04:16.588485] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:16.589296] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:16.589423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:16.594163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.595935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.596477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.625330] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:16.702503] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:16.715502] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:16.803361] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:16.865449] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:16.871483] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 6m 24s | Global ETA: N/A
[2025-11-27T20:04:16.871757] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:16.872641] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:16.872779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.874500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.875076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.878876] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:16.917611] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 6m 4s | Global ETA: N/A
[2025-11-27T20:04:16.917881] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:16.918729] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:16.918856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.920510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.921064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:16.925692] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:16.964997] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 6m 36s | Global ETA: N/A
[2025-11-27T20:04:16.965256] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:16.966082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:16.966207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:16.971036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:16.972877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:16.973408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.089910] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:17.148538] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -3.23% | Symbol ETA: 6m 16s | Global ETA: N/A
[2025-11-27T20:04:17.148803] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:17.149661] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:17.149795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:17.154517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:17.156302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:17.156859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.223328] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:17.255376] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:17.304075] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:17.386387] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:17.421595] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:17.450322] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 6m 23s | Global ETA: N/A
[2025-11-27T20:04:17.450482] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:17.451381] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:17.451500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:17.453207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:17.453768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.469318] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:17.473148] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.00% | Symbol ETA: 6m 3s | Global ETA: N/A
[2025-11-27T20:04:17.473419] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:17.474257] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:17.474386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:17.476079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:17.476644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.485755] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:17.559862] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.68% | Symbol ETA: 6m 35s | Global ETA: N/A
[2025-11-27T20:04:17.560170] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:17.561277] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:17.561422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:17.567796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:17.570105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:17.570727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.649140] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:17.707800] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 6m 15s | Global ETA: N/A
[2025-11-27T20:04:17.708010] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:17.708872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:17.709022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:17.713783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:17.715566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:17.716119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:17.781949] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:17.827209] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:17.912996] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:17.946320] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:17.991179] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:18.010375] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 6m 22s | Global ETA: N/A
[2025-11-27T20:04:18.010655] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:18.011463] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:18.011599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.013244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.013801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.042489] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 6m 3s | Global ETA: N/A
[2025-11-27T20:04:18.042764] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:18.043545] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:18.043685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.045050] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:18.045325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.045816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.082086] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:18.169489] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.36% | Symbol ETA: 6m 35s | Global ETA: N/A
[2025-11-27T20:04:18.169763] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:18.170601] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:18.170723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:18.175655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.177471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.178011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.207115] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:18.265005] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 6m 14s | Global ETA: N/A
[2025-11-27T20:04:18.265461] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:18.266232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:18.266360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:18.271963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.273729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.274272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.341602] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:18.377679] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:18.504905] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:18.523314] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:18.561817] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:18.568804] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 6m 22s | Global ETA: N/A
[2025-11-27T20:04:18.569051] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:18.569824] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:18.569945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.571602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.572141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.599118] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:18.613240] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 6m 2s | Global ETA: N/A
[2025-11-27T20:04:18.613511] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:18.614346] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:18.614475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.616154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.616714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.690277] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:18.761874] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:18.774810] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 6m 34s | Global ETA: N/A
[2025-11-27T20:04:18.775066] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:18.775831] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:18.775955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:18.780703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.782449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.782996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.819304] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 6m 14s | Global ETA: N/A
[2025-11-27T20:04:18.819587] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:18.820489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:18.820649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:18.825439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:18.827242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:18.827813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:18.898622] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:18.945208] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:19.061733] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:19.108959] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:19.115107] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:19.124429] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 6m 21s | Global ETA: N/A
[2025-11-27T20:04:19.124699] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:19.125491] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:19.125623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:19.127276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:19.127829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:19.155486] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:19.160360] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 6m 2s | Global ETA: N/A
[2025-11-27T20:04:19.279664] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:19.318762] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:19.332345] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.72%, Actual: 1.38%
[2025-11-27T20:04:19.364321] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 2.03% | Symbol ETA: 6m 33s | Global ETA: N/A
[2025-11-27T20:04:19.364594] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:19.365406] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:19.365528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:19.370345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:19.372164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:19.372728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:19.375152] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 6m 13s | Global ETA: N/A
[2025-11-27T20:04:19.375419] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:19.376252] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:19.376396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:19.381143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:19.382896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:19.383432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:19.454726] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:19.502608] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.30%, Actual: 2.28%
[2025-11-27T20:04:19.620363] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:19.667639] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.66%, Actual: 1.44%
[2025-11-27T20:04:19.684204] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 6m 21s | Global ETA: N/A
[2025-11-27T20:04:19.684454] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:19.685285] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:19.685403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:19.687074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:19.687638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:19.701308] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:19.711689] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:19.835555] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.84%, Actual: 0.61%
[2025-11-27T20:04:19.866959] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:19.875964] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:19.934303] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.03% | Symbol ETA: 6m 13s | Global ETA: N/A
[2025-11-27T20:04:19.948015] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.56% | Symbol ETA: 6m 33s | Global ETA: N/A
[2025-11-27T20:04:19.948287] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:19.949132] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:19.949254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:19.953919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:19.955689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:19.956208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:20.002058] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.72%
[2025-11-27T20:04:20.043008] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:20.100594] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.90%, Actual: 2.81%
[2025-11-27T20:04:20.169543] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.67%, Actual: 1.12%
[2025-11-27T20:04:20.212364] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:20.265808] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.28%, Actual: 3.56%
[2025-11-27T20:04:20.278834] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 6m 20s | Global ETA: N/A
[2025-11-27T20:04:20.282915] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:20.334347] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 4.80%
[2025-11-27T20:04:20.432445] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.90%, Actual: 2.95%
[2025-11-27T20:04:20.448558] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:20.454005] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.07%
[2025-11-27T20:04:20.499606] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.06%
[2025-11-27T20:04:20.531080] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.12% | Symbol ETA: 6m 32s | Global ETA: N/A
[2025-11-27T20:04:20.531210] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:20.532059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:20.532224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:20.536881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:20.538653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:20.539172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:20.597965] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 0.76%
[2025-11-27T20:04:20.628183] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.91%, Actual: 1.33%
[2025-11-27T20:04:20.665546] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.68%
[2025-11-27T20:04:20.762647] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -3.23%, Actual: 5.38%
[2025-11-27T20:04:20.806319] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.61%
[2025-11-27T20:04:20.830209] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.10%
[2025-11-27T20:04:20.830556] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.6670%
[2025-11-27T20:04:20.830772] [INFO ] [main      ] ABUS: KEPT add_atr (score: 42.67%)
[2025-11-27T20:04:20.830880] [INFO ] [main      ] ABUS: Testing feature 3/53: add_atr_10
[2025-11-27T20:04:20.830979] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10']
[2025-11-27T20:04:20.831080] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:20.843959] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:20.844403] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:20.845284] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:20.845354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:20.847194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:20.847724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:20.848212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:20.874539] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:20.937697] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.69%
[2025-11-27T20:04:20.971591] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.83%
[2025-11-27T20:04:21.042502] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:21.104026] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 6.99%
[2025-11-27T20:04:21.128021] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.94% | Symbol ETA: 6m 32s | Global ETA: N/A
[2025-11-27T20:04:21.136464] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 1.03%
[2025-11-27T20:04:21.179629] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:21.273103] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 1.36%
[2025-11-27T20:04:21.298433] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 2.12%, Actual: 0.28%
[2025-11-27T20:04:21.318221] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 1.01%
[2025-11-27T20:04:21.342521] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:21.396355] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 3m 7s | Global ETA: N/A
[2025-11-27T20:04:21.396646] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:21.397449] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:21.397524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:21.399242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:21.399815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:21.400255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:21.434548] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 2.23%
[2025-11-27T20:04:21.466367] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.40%, Actual: 0.97%
[2025-11-27T20:04:21.486859] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 0.14%
[2025-11-27T20:04:21.597899] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.03%, Actual: 2.59%
[2025-11-27T20:04:21.598194] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 46.6979%
[2025-11-27T20:04:21.598358] [INFO ] [main      ] AFCG: KEPT add_atr (score: 46.70%)
[2025-11-27T20:04:21.598467] [INFO ] [main      ] AFCG: Testing feature 3/53: add_atr_10
[2025-11-27T20:04:21.598517] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-27T20:04:21.598633] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:21.611176] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:21.611872] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:21.612805] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:21.612934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:21.617643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:21.619558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:21.620061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:21.620598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:21.636879] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 0.27%
[2025-11-27T20:04:21.657423] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.70%, Actual: 2.50%
[2025-11-27T20:04:21.738032] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:21.809839] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.68%, Actual: 1.51%
[2025-11-27T20:04:21.830823] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 0.24%
[2025-11-27T20:04:21.904401] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:21.946445] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:21.957497] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 5.72% | Symbol ETA: 3m 7s | Global ETA: N/A
[2025-11-27T20:04:21.957795] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:21.958747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:21.958891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:21.960743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:21.961399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:21.961929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:21.975763] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.36%, Actual: 1.10%
[2025-11-27T20:04:22.003655] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.37%
[2025-11-27T20:04:22.004021] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.2094%
[2025-11-27T20:04:22.004189] [INFO ] [main      ] AAPD: DISCARDED add_atr (score: 38.21%)
[2025-11-27T20:04:22.004295] [INFO ] [main      ] AAPD: Testing feature 3/53: add_atr_10
[2025-11-27T20:04:22.004385] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-11-27T20:04:22.004480] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:22.018999] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:22.019472] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:22.020391] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:22.020461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.022337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.022884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.108680] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:22.143467] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 1.34%
[2025-11-27T20:04:22.167952] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -5.92% | Symbol ETA: 3m 9s | Global ETA: N/A
[2025-11-27T20:04:22.168236] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:22.169059] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:22.169188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:22.173871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.175673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:22.176218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.176736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.291736] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:22.319120] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 2.03%, Actual: 2.27%
[2025-11-27T20:04:22.360852] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:22.457172] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:22.491539] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.56%, Actual: 0.75%
[2025-11-27T20:04:22.502077] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:22.509445] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.33% | Symbol ETA: 3m 6s | Global ETA: N/A
[2025-11-27T20:04:22.509724] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:22.510524] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:22.510664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.512322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:22.512880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.513385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.525034] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:22.591068] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-27T20:04:22.591333] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:22.592169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:22.592293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.594073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.594642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.663201] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.12%, Actual: 1.67%
[2025-11-27T20:04:22.663846] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:22.723452] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-11-27T20:04:22.723720] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:22.724520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:22.724660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:22.729419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.731173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:22.731721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.732219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.832789] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.48%
[2025-11-27T20:04:22.833157] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 43.3810%
[2025-11-27T20:04:22.833276] [INFO ] [main      ] CBSH: DISCARDED add_atr (score: 43.38%)
[2025-11-27T20:04:22.833375] [INFO ] [main      ] CBSH: Testing feature 3/53: add_atr_10
[2025-11-27T20:04:22.833482] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:04:22.833590] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:22.839872] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:22.847142] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:22.847690] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:22.848631] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:22.848751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:22.853703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:22.855523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:22.856092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:22.922477] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:23.005321] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:23.057676] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 3m 6s | Global ETA: N/A
[2025-11-27T20:04:23.057941] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:23.058772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:23.058901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.059154] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:23.060659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:23.061260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.061846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.087187] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:23.152931] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 1.16% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-27T20:04:23.153198] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:23.154031] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:23.154154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.155881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.156422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.194454] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:23.222545] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:23.281369] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-11-27T20:04:23.281643] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:23.282441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:23.282589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:23.287225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.289035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:23.289563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.290069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.358962] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:23.391708] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:23.445075] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 3m 18s | Global ETA: N/A
[2025-11-27T20:04:23.445314] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:23.446136] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:23.446262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:23.450967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.452748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.453281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.488413] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:23.555398] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:23.608099] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 3m 5s | Global ETA: N/A
[2025-11-27T20:04:23.608386] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:23.609201] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:23.609328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.610998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:23.611543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.612102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.616479] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:23.651188] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:23.716162] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-27T20:04:23.716423] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:23.717240] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:23.717360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.719116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.719676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.783643] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:23.784785] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:23.843188] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 3m 7s | Global ETA: N/A
[2025-11-27T20:04:23.843446] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:23.844276] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:23.844404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:23.849166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:23.850985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:23.851512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:23.852021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:23.948709] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:23.950222] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:24.035609] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 3m 18s | Global ETA: N/A
[2025-11-27T20:04:24.035862] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:24.036695] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:24.036814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:24.041569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.043360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.043893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.053059] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:24.115659] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:24.169599] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 3m 4s | Global ETA: N/A
[2025-11-27T20:04:24.169867] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:24.170708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:24.170836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.172552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:24.173171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.173712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.181556] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:24.218279] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:24.283700] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-27T20:04:24.283833] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:24.284562] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:24.284662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.286279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.286899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.346969] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:24.376091] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:24.406391] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.62% | Symbol ETA: 3m 6s | Global ETA: N/A
[2025-11-27T20:04:24.406675] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:24.407506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:24.407647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:24.412479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.414284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:24.414833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.415334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.505788] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:24.543917] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:24.629410] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 3m 17s | Global ETA: N/A
[2025-11-27T20:04:24.629550] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:24.630315] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:24.630381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:24.635040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.636865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.637389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.642484] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:24.673007] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:24.726804] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 3m 4s | Global ETA: N/A
[2025-11-27T20:04:24.726944] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:24.727802] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:24.727873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.729621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:24.730117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.730544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.744619] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:24.812474] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:24.885438] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-27T20:04:24.885591] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:24.886385] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:24.886460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.888150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.888816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:24.915323] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:24.966730] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:24.973116] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -4.91% | Symbol ETA: 3m 6s | Global ETA: N/A
[2025-11-27T20:04:24.973373] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:24.974182] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:24.974309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:24.979086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:24.980854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:24.981390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:24.981904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.072461] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:25.130437] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:25.214835] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-27T20:04:25.215091] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:25.215967] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:25.216050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:25.220965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.222776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.223291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.227292] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:25.237165] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:25.289843] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 3m 3s | Global ETA: N/A
[2025-11-27T20:04:25.290118] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:25.290928] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:25.291061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.292751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:25.293310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.293770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.311186] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:25.395916] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:25.463400] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-27T20:04:25.463695] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:25.464511] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:25.464648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.466366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.466953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.475894] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:25.534656] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 3m 5s | Global ETA: N/A
[2025-11-27T20:04:25.534892] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:25.535707] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:25.535833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:25.540607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.542343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:25.542901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.543397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.557135] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:25.631760] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:25.723319] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:25.794804] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:25.804047] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:25.804759] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -3.52% | Symbol ETA: 3m 16s | Global ETA: N/A
[2025-11-27T20:04:25.804999] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:25.805801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:25.805920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:25.810732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.812498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.813057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.857454] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 3m 3s | Global ETA: N/A
[2025-11-27T20:04:25.857608] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:25.858423] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:25.858640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:25.860411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:25.861008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:25.861612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:25.875328] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:25.959054] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:26.023191] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.21% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-27T20:04:26.023437] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:26.024254] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:26.024374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.026095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.026643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:26.039824] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:26.098617] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 3m 5s | Global ETA: N/A
[2025-11-27T20:04:26.098868] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:26.099686] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:26.099812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:26.104442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.106187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:26.106743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.107245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:26.143299] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:26.213773] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:26.314763] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:26.354122] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:26.386783] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:26.398191] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-27T20:04:26.398461] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:26.399294] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:26.399419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:26.404282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.406100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.406647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:26.435462] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:26.445225] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 3m 2s | Global ETA: N/A
[2025-11-27T20:04:26.518809] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:26.581703] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-11-27T20:04:26.581949] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:26.582762] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:26.582879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.584524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.585067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:26.598171] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:26.623902] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.39%, Actual: 1.38%
[2025-11-27T20:04:26.655649] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 3m 4s | Global ETA: N/A
[2025-11-27T20:04:26.655787] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:26.656527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:26.656606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:26.661370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.663229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:26.663792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.664296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:26.734845] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:26.800754] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 5.72%, Actual: 2.28%
[2025-11-27T20:04:26.899866] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:26.914629] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:26.970839] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.33%, Actual: 1.44%
[2025-11-27T20:04:26.985669] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 2.03% | Symbol ETA: 3m 15s | Global ETA: N/A
[2025-11-27T20:04:26.985921] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:26.986733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:26.986853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:26.991561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:26.992592] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:26.993358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:26.993873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:27.079541] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:27.144250] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.61%
[2025-11-27T20:04:27.144338] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-11-27T20:04:27.144632] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:27.145455] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:27.145605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:27.147344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:27.147910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:27.162230] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:27.220426] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 3m 4s | Global ETA: N/A
[2025-11-27T20:04:27.318645] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.72%
[2025-11-27T20:04:27.319509] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:27.385622] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -5.92%, Actual: 2.81%
[2025-11-27T20:04:27.476277] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:27.482447] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:27.550988] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.36%, Actual: 3.56%
[2025-11-27T20:04:27.556070] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 1.12%
[2025-11-27T20:04:27.566746] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.67% | Symbol ETA: 3m 14s | Global ETA: N/A
[2025-11-27T20:04:27.567002] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:27.567808] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:27.567927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:27.572694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:27.574474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:27.575007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:27.641948] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:27.708293] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-11-27T20:04:27.719404] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.20%, Actual: 2.95%
[2025-11-27T20:04:27.737057] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 4.80%
[2025-11-27T20:04:27.878592] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.47%, Actual: 0.07%
[2025-11-27T20:04:27.883338] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.15%, Actual: 0.76%
[2025-11-27T20:04:27.902091] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.06%
[2025-11-27T20:04:27.905472] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:28.044511] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 1.16%, Actual: 1.33%
[2025-11-27T20:04:28.046696] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.62%, Actual: 5.38%
[2025-11-27T20:04:28.065507] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 1.68%
[2025-11-27T20:04:28.069077] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:28.152239] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-27T20:04:28.152485] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:28.153288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:28.153408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:28.158042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:28.159865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:28.160387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:28.211060] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.95%, Actual: 1.61%
[2025-11-27T20:04:28.230413] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.10%
[2025-11-27T20:04:28.230773] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 38.2123%
[2025-11-27T20:04:28.230896] [INFO ] [main      ] ABUS: DISCARDED add_atr_10 (score: 38.21%)
[2025-11-27T20:04:28.231000] [INFO ] [main      ] ABUS: Testing feature 4/53: add_atr_5
[2025-11-27T20:04:28.231094] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5']
[2025-11-27T20:04:28.231192] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:28.243643] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:28.244182] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:28.245086] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:28.245216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:28.246954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:28.247511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:28.248021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:28.266485] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -4.91%, Actual: 1.69%
[2025-11-27T20:04:28.376316] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 0.83%
[2025-11-27T20:04:28.432134] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 6.99%
[2025-11-27T20:04:28.488997] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:28.541388] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.72%, Actual: 1.03%
[2025-11-27T20:04:28.579971] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:28.597549] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.36%
[2025-11-27T20:04:28.654547] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:28.737943] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-11-27T20:04:28.746910] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:28.762111] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 1.01%
[2025-11-27T20:04:28.766381] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 2.23%
[2025-11-27T20:04:28.799961] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-11-27T20:04:28.800256] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:28.801111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:28.801241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:28.802989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:28.803569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:28.804072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:28.903218] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.94%, Actual: 0.28%
[2025-11-27T20:04:28.928191] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.21%, Actual: 0.14%
[2025-11-27T20:04:28.934997] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 2.59%
[2025-11-27T20:04:28.935332] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 42.1891%
[2025-11-27T20:04:28.935468] [INFO ] [main      ] AFCG: DISCARDED add_atr_10 (score: 42.19%)
[2025-11-27T20:04:28.935594] [INFO ] [main      ] AFCG: Testing feature 4/53: add_atr_5
[2025-11-27T20:04:28.935696] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-27T20:04:28.935802] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:28.948613] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:28.949334] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:28.950307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:28.950459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:28.955392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:28.957300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:28.957869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:28.958417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:29.068569] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.49%, Actual: 0.97%
[2025-11-27T20:04:29.093987] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 2.50%
[2025-11-27T20:04:29.139487] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:29.234023] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -1.00%, Actual: 0.27%
[2025-11-27T20:04:29.258220] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 0.24%
[2025-11-27T20:04:29.295469] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:29.305429] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:29.357368] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.30% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:29.357631] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:29.358464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:29.358606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:29.360278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:29.360853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:29.361324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:29.400243] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.51%
[2025-11-27T20:04:29.422647] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.37%
[2025-11-27T20:04:29.422986] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.1772%
[2025-11-27T20:04:29.423126] [INFO ] [main      ] AAPD: DISCARDED add_atr_10 (score: 39.18%)
[2025-11-27T20:04:29.423227] [INFO ] [main      ] AAPD: Testing feature 4/53: add_atr_5
[2025-11-27T20:04:29.423314] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-11-27T20:04:29.423407] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:29.436744] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:29.437411] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:29.438344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:29.438464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:29.440198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:29.440766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:29.464062] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:29.524726] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.90% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:29.524994] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:29.525803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:29.525939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:29.530975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:29.532851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:29.533490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:29.533978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:29.565488] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -3.52%, Actual: 1.10%
[2025-11-27T20:04:29.690326] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:29.771549] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:29.787861] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.34%
[2025-11-27T20:04:29.862601] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:29.875375] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:29.917844] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.66% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:29.917978] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:29.918755] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:29.918821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:29.920385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:29.920880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:29.921263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:29.937041] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:29.953660] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 2.03%, Actual: 2.27%
[2025-11-27T20:04:30.003497] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-11-27T20:04:30.003670] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:30.004544] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:30.004681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.006331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.006898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.044668] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:30.104127] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:30.104393] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:30.105245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:30.105379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:30.110260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.112090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:30.112653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.113121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.117006] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.67%, Actual: 0.75%
[2025-11-27T20:04:30.266352] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:30.279793] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.17%, Actual: 1.67%
[2025-11-27T20:04:30.331638] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:30.436791] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:30.443122] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:30.445072] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.48%
[2025-11-27T20:04:30.445386] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 46.7573%
[2025-11-27T20:04:30.445559] [INFO ] [main      ] CBSH: KEPT add_atr_10 (score: 46.76%)
[2025-11-27T20:04:30.445675] [INFO ] [main      ] CBSH: Testing feature 4/53: add_atr_5
[2025-11-27T20:04:30.445765] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-11-27T20:04:30.445857] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:30.459123] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:30.459650] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:30.460527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:30.460664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:30.465323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.467126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:30.467674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.468214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.488885] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.84% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:30.489155] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:30.489982] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:30.490108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.491792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:30.492336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.492806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.499925] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:30.567353] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-11-27T20:04:30.567636] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:30.568467] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:30.568602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.570249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.570812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.607946] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:30.666793] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:30.667036] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:30.667847] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:30.667974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:30.672687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:30.674408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:30.674949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:30.675393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:30.796887] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:30.838185] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:30.902148] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:30.960973] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:31.003634] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:31.008174] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:31.047626] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 2.04% | Symbol ETA: 2m 10s | Global ETA: N/A
[2025-11-27T20:04:31.047777] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:31.048554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:31.048649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:31.053239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.054926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:31.055397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.055853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.061094] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:31.061223] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:31.061971] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:31.062069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.063763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:31.064252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.064647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.069623] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:31.135912] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:31.136052] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:31.136849] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:31.136918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.138613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.139109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.167291] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:31.225093] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:31.225224] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:31.225983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:31.226049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:31.230737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.232432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:31.233076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.233530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.381955] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:31.406276] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:31.466908] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:31.544005] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:31.560223] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:31.577608] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:31.628232] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-11-27T20:04:31.628476] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:31.628932] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:31.629203] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:31.629271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:31.629400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:31.630027] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:31.630093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.630004] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:31.631772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:31.632344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.632883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.634180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.635931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:31.636454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.636954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.695188] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:31.695441] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:31.696277] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:31.696398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.698181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.698765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.728028] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:31.786406] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -3.23% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:31.786680] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:31.787472] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:31.787614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:31.792497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:31.794315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:31.794860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:31.795348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:31.964702] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:31.978151] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:32.029845] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:32.123000] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:32.126717] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:32.141198] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:32.192323] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.00% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:32.192608] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:32.193421] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:32.193549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.195262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:32.195850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.195991] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:32.196298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.212164] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 2m 8s | Global ETA: N/A
[2025-11-27T20:04:32.212419] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:32.213216] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:32.213337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:32.218060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.219846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:32.220373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.220874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.261030] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:32.261284] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:32.262108] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:32.262228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.263922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.264469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.285944] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:32.343722] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 2m 2s | Global ETA: N/A
[2025-11-27T20:04:32.343976] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:32.344785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:32.344912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:32.349624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.351362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:32.351907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.352358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.521418] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:32.544185] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:32.590925] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:32.679274] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:32.685282] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:32.706912] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:32.736528] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 2m 2s | Global ETA: N/A
[2025-11-27T20:04:32.736853] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:32.737660] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:32.737785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.739566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:32.740127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.740694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.755782] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:32.792190] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 2.28% | Symbol ETA: 2m 8s | Global ETA: N/A
[2025-11-27T20:04:32.792446] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:32.793250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:32.793370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:32.798144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.799955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:32.800475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.800977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.820219] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:32.820357] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:32.821116] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:32.821182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.822806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.823278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:32.845052] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:32.902686] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 2m 2s | Global ETA: N/A
[2025-11-27T20:04:32.902816] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:32.903544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:32.903632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:32.908321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:32.910184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:32.910745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:32.911190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.081259] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:33.129346] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:33.155791] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:33.239644] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:33.243855] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:33.293612] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:33.294461] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 2m 1s | Global ETA: N/A
[2025-11-27T20:04:33.294747] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:33.295558] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:04:33.295702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.297357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:33.297911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.298384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.320239] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:33.378489] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 2m 7s | Global ETA: N/A
[2025-11-27T20:04:33.378764] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:33.379554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:33.379687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:33.384371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.384586] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 2m 3s | Global ETA: N/A
[2025-11-27T20:04:33.384724] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:33.385496] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:33.385559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.386193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:33.386729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.387224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.387356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.387892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.401937] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:33.459915] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 2m 1s | Global ETA: N/A
[2025-11-27T20:04:33.460167] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:33.461011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:33.461139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:33.465872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.467660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:33.468217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.468687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.626002] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:33.716854] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:33.716913] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:33.795308] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:33.797086] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:33.846518] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 2m 1s | Global ETA: N/A
[2025-11-27T20:04:33.879675] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:33.882785] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:33.943722] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 2m 2s | Global ETA: N/A
[2025-11-27T20:04:33.943998] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:33.944867] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:33.944990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.946721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.947285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:33.962466] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:33.968478] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 2m 7s | Global ETA: N/A
[2025-11-27T20:04:33.968764] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:33.969634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:33.969754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:33.974523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:33.976346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:33.976892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:33.977379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:34.017109] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.72%, Actual: 1.38%
[2025-11-27T20:04:34.019716] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 2m 0s | Global ETA: N/A
[2025-11-27T20:04:34.019983] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:34.020917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:34.021064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:34.026800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:34.029394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:34.030135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:34.030744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:34.183962] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.30%, Actual: 2.28%
[2025-11-27T20:04:34.299844] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:34.308697] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:34.354734] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.66%, Actual: 1.44%
[2025-11-27T20:04:34.376197] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:34.472932] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:34.478319] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:34.521010] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.84%, Actual: 0.61%
[2025-11-27T20:04:34.537606] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 2m 2s | Global ETA: N/A
[2025-11-27T20:04:34.537867] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:34.538707] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:34.538827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:34.540499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:34.541030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:34.542564] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:34.563925] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-11-27T20:04:34.564139] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:34.565012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:34.565117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:34.569968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:34.571798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:34.572330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:34.572869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:34.599704] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.03% | Symbol ETA: 1m 60s | Global ETA: N/A
[2025-11-27T20:04:34.690423] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.72%
[2025-11-27T20:04:34.768090] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.90%, Actual: 2.81%
[2025-11-27T20:04:34.859291] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.67%, Actual: 1.12%
[2025-11-27T20:04:34.871775] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:34.915124] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:34.936368] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.28%, Actual: 3.56%
[2025-11-27T20:04:35.027300] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 4.80%
[2025-11-27T20:04:35.037666] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:35.082366] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:35.102475] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 2m 1s | Global ETA: N/A
[2025-11-27T20:04:35.103621] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.90%, Actual: 2.95%
[2025-11-27T20:04:35.167487] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.22% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-11-27T20:04:35.167758] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:35.168638] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:35.168762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:35.173707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:35.175506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:35.176057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:35.176561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:35.193138] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.06%
[2025-11-27T20:04:35.271444] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 0.76%
[2025-11-27T20:04:35.273316] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.07%
[2025-11-27T20:04:35.359046] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.68%
[2025-11-27T20:04:35.438269] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -3.23%, Actual: 5.38%
[2025-11-27T20:04:35.444371] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.91%, Actual: 1.33%
[2025-11-27T20:04:35.514249] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:35.523617] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.10%
[2025-11-27T20:04:35.523950] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.6670%
[2025-11-27T20:04:35.524143] [INFO ] [main      ] ABUS: KEPT add_atr_5 (score: 42.67%)
[2025-11-27T20:04:35.524274] [INFO ] [main      ] ABUS: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:04:35.524389] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-27T20:04:35.524493] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:35.537526] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:35.538070] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:35.539013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:35.539143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:35.540859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:35.541430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:35.541901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:35.542718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:35.604873] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.69%
[2025-11-27T20:04:35.608491] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.61%
[2025-11-27T20:04:35.684931] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:35.769350] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.59% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-11-27T20:04:35.769612] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:35.769653] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 6.99%
[2025-11-27T20:04:35.770473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:35.770626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:35.773174] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.83%
[2025-11-27T20:04:35.775513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:35.777382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:35.777938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:35.778477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:35.879278] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:35.937110] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 1.03%
[2025-11-27T20:04:35.942490] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 1.36%
[2025-11-27T20:04:36.045861] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:36.099462] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-11-27T20:04:36.099739] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:36.100547] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:36.100741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:36.102430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:36.103001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:36.103467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:36.104012] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 1.01%
[2025-11-27T20:04:36.104286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:36.113182] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 2.23%
[2025-11-27T20:04:36.114439] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:36.268454] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 0.14%
[2025-11-27T20:04:36.277327] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:36.284665] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.03%, Actual: 2.59%
[2025-11-27T20:04:36.285011] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 46.6979%
[2025-11-27T20:04:36.285218] [INFO ] [main      ] AFCG: KEPT add_atr_5 (score: 46.70%)
[2025-11-27T20:04:36.285327] [INFO ] [main      ] AFCG: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:04:36.285427] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-27T20:04:36.285526] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:36.298656] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:36.299229] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:36.300176] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:36.300266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:36.305377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:36.307330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:36.307854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:36.308352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:36.309280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:36.359555] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 2.27% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-11-27T20:04:36.433898] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.70%, Actual: 2.50%
[2025-11-27T20:04:36.443540] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:36.535796] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 2.04%, Actual: 0.28%
[2025-11-27T20:04:36.599336] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 0.24%
[2025-11-27T20:04:36.609812] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:36.657144] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:36.663005] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.46% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:36.663149] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:36.663977] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:36.664104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:36.665805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:36.666300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:36.666768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:36.667565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:36.723409] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.49%, Actual: 0.97%
[2025-11-27T20:04:36.767097] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.37%
[2025-11-27T20:04:36.767434] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.2094%
[2025-11-27T20:04:36.767587] [INFO ] [main      ] AAPD: DISCARDED add_atr_5 (score: 38.21%)
[2025-11-27T20:04:36.767688] [INFO ] [main      ] AAPD: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:04:36.767776] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-11-27T20:04:36.767865] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:36.780821] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:36.781478] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:36.782333] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:36.782452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:36.783242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:36.831558] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:36.893614] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.08% | Symbol ETA: 1m 34s | Global ETA: N/A
[2025-11-27T20:04:36.893879] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:36.894779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:36.894908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:36.897458] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.27%
[2025-11-27T20:04:36.900083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:36.902230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:36.902820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:36.903404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:36.904277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.002284] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:37.067864] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 2.28%, Actual: 1.51%
[2025-11-27T20:04:37.114945] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:37.165690] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:37.218534] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.79% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-11-27T20:04:37.218866] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:37.219694] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:37.219821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:37.221493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:37.222061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:37.222512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:37.223331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.246318] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 1.10%
[2025-11-27T20:04:37.257661] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:37.279354] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:37.344308] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-11-27T20:04:37.344553] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:37.345407] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:37.345526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:37.346278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.424820] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 1.34%
[2025-11-27T20:04:37.431968] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:37.495228] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-11-27T20:04:37.495496] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:37.496367] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:37.496497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:37.501721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:37.503634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:37.504233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:37.504753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:37.505589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.556421] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:37.600039] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.76%, Actual: 2.27%
[2025-11-27T20:04:37.683067] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:37.723567] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:37.765940] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.22%, Actual: 0.75%
[2025-11-27T20:04:37.776793] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-11-27T20:04:37.777067] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:37.777897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:37.778025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:37.779771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:37.780348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:37.780786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:37.781612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.852697] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:37.853935] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:37.920923] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 2.07% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-11-27T20:04:37.921181] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:37.922035] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:37.922112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:37.922890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:37.930841] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.59%, Actual: 1.67%
[2025-11-27T20:04:38.025373] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:38.088463] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.94% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:38.088746] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:38.089630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:38.089759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:38.095056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.097031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:38.097699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.098219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.099055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.099273] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 0.48%
[2025-11-27T20:04:38.099618] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 47.3107%
[2025-11-27T20:04:38.099764] [INFO ] [main      ] CBSH: KEPT add_atr_5 (score: 47.31%)
[2025-11-27T20:04:38.099867] [INFO ] [main      ] CBSH: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:04:38.099959] [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']
[2025-11-27T20:04:38.100056] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:38.112150] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:38.112944] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:38.113633] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:38.114543] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:38.114685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:38.119563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.121408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:38.121961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.122482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.123321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.262401] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:38.276498] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:38.329656] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-11-27T20:04:38.329932] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:38.330757] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:38.330885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.332554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:38.333162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.333631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.334414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.426736] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:38.450243] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:38.457040] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:38.489711] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.09% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:38.489963] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:38.490816] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:38.490937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.491714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.622437] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:38.625350] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:38.662983] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:38.687275] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:38.687440] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:38.688393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:38.688535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:38.693699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.695677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:38.696248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.696747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.697549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.710454] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 1m 37s | Global ETA: N/A
[2025-11-27T20:04:38.710723] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:38.711520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:38.711656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:38.716537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.718460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:38.719009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.719509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.720379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.822081] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:38.830015] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:38.882076] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-11-27T20:04:38.882349] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:38.883173] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:38.883302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:38.884994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:38.885551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:38.886057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:38.886879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:38.986727] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:39.047942] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:39.049725] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:39.049978] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:39.050842] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:39.050962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.051733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.057247] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:39.215931] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:39.224547] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:39.227388] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:39.286075] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.24% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-11-27T20:04:39.286365] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:39.287262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:39.287399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:39.292842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:39.294856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:39.295407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:39.295919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.296798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.312503] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 1m 37s | Global ETA: N/A
[2025-11-27T20:04:39.312985] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:39.313798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:39.313918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:39.318928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:39.320845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:39.321363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:39.321872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.322667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.395091] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:39.396743] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:39.448521] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.31% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:39.448804] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:39.451430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:39.451599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:39.453441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:39.453980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:39.454445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.455282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.567115] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:39.630904] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.61% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-11-27T20:04:39.631163] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:39.632006] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:39.632129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.632972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.638817] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:39.655336] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:39.795286] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:39.803619] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:39.825349] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:39.864341] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.30% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-11-27T20:04:39.864606] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:39.865441] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:39.865586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:39.870416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:39.872242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:39.872796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:39.873244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.874081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.913137] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 1m 36s | Global ETA: N/A
[2025-11-27T20:04:39.913376] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:39.914210] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:39.914333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:39.919241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:39.921081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:39.921666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:39.922177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:39.923035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:39.962808] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:39.979320] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:40.014590] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:40.014842] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:40.015693] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:40.015822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:40.017464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:40.018032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:40.018501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.019309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.166324] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:40.218511] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:40.227797] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-11-27T20:04:40.228051] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:40.228870] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:40.228990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.229736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.256881] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:40.348381] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:40.389955] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:40.425296] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:40.448841] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.43% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-11-27T20:04:40.449112] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:40.449969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:40.450101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:40.454859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:40.456650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:40.457184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:40.457692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.458521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.514004] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 1m 35s | Global ETA: N/A
[2025-11-27T20:04:40.514264] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:40.515111] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:40.515231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:40.515888] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:40.519998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:40.521851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:40.522378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:40.522898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.523691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.558494] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:40.568186] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-11-27T20:04:40.568436] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:40.569251] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:40.569402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:40.571086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:40.571676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:40.572129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.572987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.723588] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:40.785421] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-11-27T20:04:40.785684] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:40.786484] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:40.786617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:40.787012] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:40.787348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:40.861792] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:40.905247] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:40.948537] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:41.006231] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:41.006484] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:41.007298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:41.007431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:41.012093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:41.013895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:41.014427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:41.014896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.015696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:41.032880] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:41.068500] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:41.117778] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:41.120267] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-11-27T20:04:41.127641] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 1m 35s | Global ETA: N/A
[2025-11-27T20:04:41.127891] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:41.128730] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:41.128853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:41.133667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:41.135501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:41.136050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:41.136547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.137366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:41.285530] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.20%, Actual: 1.38%
[2025-11-27T20:04:41.285908] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:41.342402] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:41.348557] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:41.348841] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:41.349717] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:41.349840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.350663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:41.447793] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.46%, Actual: 2.28%
[2025-11-27T20:04:41.467079] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:41.504675] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:41.562199] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.14% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:41.562458] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:41.563262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:41.563390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:41.568262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:41.570069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:41.570616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:41.571062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.571854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:41.611392] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.79%, Actual: 1.44%
[2025-11-27T20:04:41.639718] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:41.714300] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:41.724948] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 1m 34s | Global ETA: N/A
[2025-11-27T20:04:41.725186] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:41.726011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:41.726133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:41.730858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:41.732631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:41.733152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:41.733656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.734450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:41.776045] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.61%
[2025-11-27T20:04:41.881859] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:41.899962] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:41.940554] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 0.72%
[2025-11-27T20:04:41.946633] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-11-27T20:04:41.946818] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:41.947611] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:41.947810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:41.948608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:42.061056] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:42.063330] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:42.104018] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 1.12%
[2025-11-27T20:04:42.120409] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 9.59% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-11-27T20:04:42.223332] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:42.280164] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 4.80%
[2025-11-27T20:04:42.281250] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:42.285332] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.08%, Actual: 2.81%
[2025-11-27T20:04:42.306536] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 1m 34s | Global ETA: N/A
[2025-11-27T20:04:42.306817] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:42.307647] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:42.307768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:42.312621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:42.314510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:42.315080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:42.315591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:42.316398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:42.448847] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.06%
[2025-11-27T20:04:42.449159] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.56%, Actual: 3.56%
[2025-11-27T20:04:42.471914] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:42.537632] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-11-27T20:04:42.611745] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68%
[2025-11-27T20:04:42.614307] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.94%, Actual: 2.95%
[2025-11-27T20:04:42.642775] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:42.708526] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.67%, Actual: 0.07%
[2025-11-27T20:04:42.774381] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.10%
[2025-11-27T20:04:42.774749] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 35.3381%
[2025-11-27T20:04:42.774872] [INFO ] [main      ] ABUS: DISCARDED add_close_to_open_alignment (score: 35.34%)
[2025-11-27T20:04:42.774990] [INFO ] [main      ] ABUS: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:04:42.775088] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-27T20:04:42.775187] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:42.781515] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.76%
[2025-11-27T20:04:42.787960] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:42.788420] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:42.789293] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:42.789375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:42.791061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:42.791625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:42.792033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:42.793016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:42.807236] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:42.876462] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 2.07%, Actual: 1.33%
[2025-11-27T20:04:42.889378] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.70% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-11-27T20:04:42.889676] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:42.890519] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:42.890660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:42.895428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:42.897339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:42.897933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:42.898465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:42.899304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:42.945617] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.24%, Actual: 5.38%
[2025-11-27T20:04:43.042872] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.09%, Actual: 1.61%
[2025-11-27T20:04:43.111146] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.69%
[2025-11-27T20:04:43.117451] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:43.206628] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.45%, Actual: 0.83%
[2025-11-27T20:04:43.242715] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:43.274515] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 6.99%
[2025-11-27T20:04:43.284002] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:43.337980] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:43.338394] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:43.339177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:43.339307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:43.341175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:43.341743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:43.342195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:43.343142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:43.371031] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 1.03%
[2025-11-27T20:04:43.405185] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:43.439869] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 1.36%
[2025-11-27T20:04:43.489828] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:43.490088] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:43.490936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:43.491058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:43.495783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:43.497625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:43.498166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:43.498621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:04:43.499498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:43.538028] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 1.01%
[2025-11-27T20:04:43.607531] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.14%, Actual: 2.23%
[2025-11-27T20:04:43.684832] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:43.703339] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.14%
[2025-11-27T20:04:43.773238] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 9.59%, Actual: 2.59%
[2025-11-27T20:04:43.773493] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 44.7634%
[2025-11-27T20:04:43.773711] [INFO ] [main      ] AFCG: DISCARDED add_close_to_open_alignment (score: 44.76%)
[2025-11-27T20:04:43.773828] [INFO ] [main      ] AFCG: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:04:43.773925] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-27T20:04:43.774027] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:43.786644] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:43.787199] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:43.788135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:43.788266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:43.793068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:43.794869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:43.795398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:43.795803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:43.796790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:43.855025] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:43.869893] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 2.50%
[2025-11-27T20:04:43.878971] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:43.933164] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 9.74% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:43.933424] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:43.934235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:43.934364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:43.936036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:43.936608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:43.937067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:43.938010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.023002] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:44.036775] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.24%
[2025-11-27T20:04:44.104778] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 3.22% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-11-27T20:04:44.123389] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:44.206855] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 0.37%
[2025-11-27T20:04:44.207089] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.2271%
[2025-11-27T20:04:44.207192] [INFO ] [main      ] AAPD: DISCARDED add_close_to_open_alignment (score: 38.23%)
[2025-11-27T20:04:44.207267] [INFO ] [main      ] AAPD: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:04:44.207315] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-11-27T20:04:44.207364] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:44.220367] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:44.221014] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:44.221900] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:44.221977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:44.222925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.269596] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:44.272916] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 1.68%, Actual: 0.28%
[2025-11-27T20:04:44.288145] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:44.348797] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.32% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-27T20:04:44.349064] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:44.349921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:44.350051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:44.354934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:44.356760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:44.357291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:44.357764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:44.358737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.436260] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:44.439465] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.79%, Actual: 0.97%
[2025-11-27T20:04:44.489439] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.37% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:44.489728] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:44.490526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:44.490668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:44.492327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:44.492892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:44.493340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:44.494288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.556172] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:44.622450] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 0.27%
[2025-11-27T20:04:44.695093] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:44.720147] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:44.784231] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-27T20:04:44.784453] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:44.785256] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:44.785376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:44.786271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.796001] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.51%
[2025-11-27T20:04:44.819704] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:44.862097] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:44.922501] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.95% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-27T20:04:44.922784] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:44.923598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:44.923728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:44.928472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:44.930328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:44.930927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:44.931392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:44.932353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:44.963130] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 1.10%
[2025-11-27T20:04:44.986097] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:45.040025] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:45.040263] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:45.041083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:45.041215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:45.042880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:45.043440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:45.043916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.044859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.114926] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:45.129339] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.34%
[2025-11-27T20:04:45.270089] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:45.284738] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:45.299393] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 2.27%
[2025-11-27T20:04:45.347496] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:45.347760] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:45.348598] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:45.348715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.349603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.376282] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:45.432967] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:45.466363] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.70%, Actual: 0.75%
[2025-11-27T20:04:45.492260] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:45.492537] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:45.493360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:45.493496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:45.498246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:45.500029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:45.500587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:45.501039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.501959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.539065] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:45.591714] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-11-27T20:04:45.591985] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:45.592795] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:45.592923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:45.594588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:45.595141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:45.595616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.596534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.645714] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.43%, Actual: 1.67%
[2025-11-27T20:04:45.676101] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:45.819631] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 0.48%
[2025-11-27T20:04:45.819985] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 39.0841%
[2025-11-27T20:04:45.820102] [INFO ] [main      ] CBSH: DISCARDED add_close_to_open_alignment (score: 39.08%)
[2025-11-27T20:04:45.820217] [INFO ] [main      ] CBSH: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:04:45.820316] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-27T20:04:45.820427] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:45.829854] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:45.834341] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:45.834825] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:45.835703] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:45.835772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:45.839031] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:45.840639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:45.842491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:45.842984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:45.843421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.844376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.901250] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:45.901385] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:45.902134] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:45.902201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:45.903067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:45.921470] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:45.994779] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:46.055164] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 4.11% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:46.055432] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:46.056236] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:46.056365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:46.061077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:46.062834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:46.063362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:46.063834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.064747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.084394] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:46.137097] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-27T20:04:46.137268] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:46.138169] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:46.138302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:46.140005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:46.140556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:46.141030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.141978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.177265] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:46.229267] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:46.347593] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:46.393869] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:46.394555] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:46.439114] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-27T20:04:46.439374] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:46.440220] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:46.440343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:46.445191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:46.447093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:46.447680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:46.448211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.449200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.460685] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.90% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:46.460936] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:46.461738] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:46.461859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.462698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.509026] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:46.569834] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:46.642999] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -2.17% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:46.643321] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:46.644528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:46.644715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:46.652281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:46.655452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:46.656413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:46.657110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.658535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.689086] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:46.755446] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-27T20:04:46.755799] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:46.757110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:46.757301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:46.760074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:46.761015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:46.761710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:46.763144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:46.877235] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:46.877188] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:47.078889] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:47.094505] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:47.146623] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:47.148989] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:47.149282] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:47.150463] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:47.150624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.151928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:47.212395] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-11-27T20:04:47.212699] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:47.213656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:47.213785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:47.219958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:47.222694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:47.223463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:47.224171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.225516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:47.260019] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:47.387258] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:47.451457] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.79% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:47.451748] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:47.452669] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:47.452806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:47.458398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:47.460607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:47.461249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:47.461779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.462775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:47.479255] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:47.533560] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 1m 9s | Global ETA: N/A
[2025-11-27T20:04:47.533736] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:47.534667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:47.534797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:47.536560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:47.537189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:47.537680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.538726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:47.540521] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:47.642446] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:47.722140] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:47.790681] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -3.11% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:47.790933] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:47.791888] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:47.792012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.792975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:47.855184] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:47.859085] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:47.882452] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:47.943066] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-27T20:04:47.943206] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:47.943998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:47.944069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:47.948903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:47.950647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:47.951248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:47.951786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:47.952755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.022751] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:48.046732] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:48.081306] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:48.081586] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:48.082384] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:48.082516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:48.087252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:48.089053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:48.089602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:48.090051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.090971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.099216] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 1m 9s | Global ETA: N/A
[2025-11-27T20:04:48.099366] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:48.100240] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:48.100369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:48.102084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:48.102645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:48.103094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.104056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.133613] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:48.288315] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:48.296719] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:48.359816] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:48.359951] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:48.360703] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:48.360768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.361596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.415944] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:48.433928] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:48.454932] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:48.540589] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-11-27T20:04:48.540842] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:48.541672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:48.541794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:48.546689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:48.548567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:48.549121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:48.549663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.550626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.578616] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:48.598644] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:48.638263] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-11-27T20:04:48.638533] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:48.639374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:48.639506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:48.644358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:48.646171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:48.646764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:48.647217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.648156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.651006] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 1m 8s | Global ETA: N/A
[2025-11-27T20:04:48.689071] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:48.816398] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.85%, Actual: 1.38%
[2025-11-27T20:04:48.853197] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:48.885865] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:48.915776] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.20% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-11-27T20:04:48.916029] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:48.916838] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:48.916975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:48.917875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:48.982392] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:48.982970] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 9.74%, Actual: 2.28%
[2025-11-27T20:04:49.053241] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:49.141138] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-11-27T20:04:49.141383] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:49.142173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:49.142295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:49.146395] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.37%, Actual: 1.44%
[2025-11-27T20:04:49.146971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:49.148794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:49.149325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:49.149866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:49.150814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:49.154864] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:49.213515] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-11-27T20:04:49.213778] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:49.214569] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:49.214716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:49.219387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:49.221141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:49.221693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:49.222142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:49.223091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:49.247529] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:49.310039] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.82%, Actual: 0.61%
[2025-11-27T20:04:49.419490] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:49.481021] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:49.485257] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-11-27T20:04:49.485518] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:49.486368] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:49.486509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:49.487543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:49.492862] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 0.72%
[2025-11-27T20:04:49.558645] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:49.646819] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:49.656702] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 1.12%
[2025-11-27T20:04:49.722186] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:49.733205] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-11-27T20:04:49.733353] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:49.734112] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:49.734180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:49.738820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:49.740492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:49.740966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:49.741384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:49.742224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:49.779994] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.34% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-27T20:04:49.819339] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 4.80%
[2025-11-27T20:04:49.826899] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:49.946319] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.32%, Actual: 2.81%
[2025-11-27T20:04:49.983474] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -1.83%, Actual: 0.06%
[2025-11-27T20:04:49.993359] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:50.056448] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.68% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-11-27T20:04:50.072508] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:50.111326] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.95%, Actual: 3.56%
[2025-11-27T20:04:50.146456] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 1.68%
[2025-11-27T20:04:50.230181] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.10%, Actual: 0.07%
[2025-11-27T20:04:50.237085] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:50.279183] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.98%, Actual: 2.95%
[2025-11-27T20:04:50.309749] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.10%
[2025-11-27T20:04:50.310090] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 30.4158%
[2025-11-27T20:04:50.310237] [INFO ] [main      ] ABUS: DISCARDED add_composite_volatility_context (score: 30.42%)
[2025-11-27T20:04:50.310346] [INFO ] [main      ] ABUS: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:04:50.310440] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-27T20:04:50.310538] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:50.320551] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:50.320880] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:50.321694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:50.321814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:50.322951] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:50.323371] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:50.324243] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:50.324322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:50.325998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:50.326492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:50.326907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:50.326852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:50.328747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:50.329285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:50.329453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:50.329856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:50.330777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:50.396962] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 1.33%
[2025-11-27T20:04:50.443547] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 4.11%, Actual: 0.76%
[2025-11-27T20:04:50.564567] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.51%, Actual: 1.61%
[2025-11-27T20:04:50.608905] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -2.17%, Actual: 5.38%
[2025-11-27T20:04:50.661021] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:50.666333] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:50.731728] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.90%, Actual: 0.83%
[2025-11-27T20:04:50.772274] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.79%, Actual: 1.69%
[2025-11-27T20:04:50.824205] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:50.842821] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:50.898528] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 1.03%
[2025-11-27T20:04:50.899937] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-27T20:04:50.900126] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:50.900999] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:50.901129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:50.902934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:50.903537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:50.904038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:50.906697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:50.909669] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.34% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-11-27T20:04:50.909802] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:50.910540] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:50.910633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:50.915295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:50.917127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:50.917664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:50.918181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:50.919120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:50.936228] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 6.99%
[2025-11-27T20:04:51.065423] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -3.11%, Actual: 1.01%
[2025-11-27T20:04:51.100299] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 1.36%
[2025-11-27T20:04:51.231391] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 0.14%
[2025-11-27T20:04:51.251228] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:51.257199] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:51.266847] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 2.23%
[2025-11-27T20:04:51.398227] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 2.50%
[2025-11-27T20:04:51.419012] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:51.432838] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.34%, Actual: 2.59%
[2025-11-27T20:04:51.433188] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 51.3007%
[2025-11-27T20:04:51.433373] [INFO ] [main      ] AFCG: KEPT add_composite_volatility_context (score: 51.30%)
[2025-11-27T20:04:51.433383] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:51.433489] [INFO ] [main      ] AFCG: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:04:51.433641] [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']
[2025-11-27T20:04:51.433748] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:51.445257] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:51.445911] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:51.446838] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:51.446967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:51.451708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:51.453483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:51.454035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:51.454484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:51.455392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:51.457815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:51.490559] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.55% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:51.490741] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:51.491553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:51.491668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:51.493436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:51.493961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:51.494399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:51.496863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:51.503170] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 4.32% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:51.503364] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:51.504193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:51.504314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:51.509067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:51.510842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:51.511369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:51.511893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:51.512835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:51.564005] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.29%, Actual: 0.24%
[2025-11-27T20:04:51.730461] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 0.37%
[2025-11-27T20:04:51.730821] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.3467%
[2025-11-27T20:04:51.730966] [INFO ] [main      ] AAPD: DISCARDED add_composite_volatility_context (score: 38.35%)
[2025-11-27T20:04:51.731066] [INFO ] [main      ] AAPD: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:04:51.731170] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios']
[2025-11-27T20:04:51.731262] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:51.743966] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:51.744487] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:51.745383] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:51.745502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:51.747903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:51.789336] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:51.841348] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:51.843897] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:51.953008] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:52.001969] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:52.016053] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:52.017907] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.37% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-27T20:04:52.018205] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:52.019032] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:52.019161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:52.023836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:52.025618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:52.026093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:52.026544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:52.027456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.029891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.073199] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.30% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:52.073467] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:52.073726] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:52.074439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:52.074596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:52.076377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:52.076930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:52.077403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.080047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.087208] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.74% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-11-27T20:04:52.238349] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:52.249712] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.49%, Actual: 0.28%
[2025-11-27T20:04:52.305071] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.78% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-27T20:04:52.305325] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:52.306137] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:52.306211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.308547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.375630] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:04:52.411865] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.45%, Actual: 0.97%
[2025-11-27T20:04:52.428348] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:04:52.538909] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:52.575343] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 0.27%
[2025-11-27T20:04:52.597510] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:52.600844] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-27T20:04:52.601070] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:04:52.601876] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:52.602005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:52.606706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:52.608495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:52.609044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:52.609493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:52.610405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.612865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.638868] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:04:52.651853] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.72% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:52.652116] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:04:52.652937] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:52.653065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:52.654735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:52.655275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:52.655751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.658084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.738594] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 1.51%
[2025-11-27T20:04:52.804797] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:52.873646] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:52.873910] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:04:52.874752] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:52.874871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:52.877312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:52.902934] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 1.10%
[2025-11-27T20:04:52.950729] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:04:52.985719] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:04:53.065512] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 1.34%
[2025-11-27T20:04:53.116198] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:53.179508] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -1.05% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-27T20:04:53.179670] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:04:53.180427] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:53.180492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:53.185128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:53.187016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:53.187564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:53.188034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:53.188969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.191342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.205936] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:53.218796] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:04:53.228044] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 2.27%
[2025-11-27T20:04:53.259990] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:53.260266] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:04:53.261094] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:53.261223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:53.262913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:53.263459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:53.263935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.266283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.385882] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:53.390457] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.34%, Actual: 0.75%
[2025-11-27T20:04:53.453892] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:53.454164] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:04:53.455057] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:53.455180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.457703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.539675] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:04:53.553903] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 4.32%, Actual: 1.67%
[2025-11-27T20:04:53.592712] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:04:53.706455] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:53.716968] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 0.48%
[2025-11-27T20:04:53.717192] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 36.5521%
[2025-11-27T20:04:53.717330] [INFO ] [main      ] CBSH: DISCARDED add_composite_volatility_context (score: 36.55%)
[2025-11-27T20:04:53.717430] [INFO ] [main      ] CBSH: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:04:53.717518] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-27T20:04:53.717631] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:04:53.730124] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:53.730665] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:04:53.731595] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:53.731715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:53.736434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:53.738315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:53.738854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:53.739342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.741806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.760989] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:53.769564] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:53.769855] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:04:53.770681] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:53.770824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:53.775754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:53.777761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:53.778355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:53.778875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:53.779840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.782371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.809405] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:04:53.815681] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-27T20:04:53.815932] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:04:53.816770] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:53.816902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:53.818631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:53.819242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:53.819754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:53.822179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:53.984184] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:54.052587] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:54.052847] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:04:54.053703] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:54.053838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.056263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.067079] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:04:54.135036] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:04:54.151552] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:04:54.231091] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:54.316731] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:54.319743] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 1m 6s | Global ETA: N/A
[2025-11-27T20:04:54.319941] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:04:54.320749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:54.320870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:54.325616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:54.327398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:54.327933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:54.328448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.330854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.369996] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:54.371169] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.89% | Symbol ETA: 59.5s | Global ETA: N/A
[2025-11-27T20:04:54.371441] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:04:54.372253] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:54.372388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:54.374092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:54.374661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:54.375122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.377527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.405776] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:04:54.435118] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:54.435392] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:04:54.436215] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:54.436346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:54.441134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:54.443096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:54.443739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:54.444211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:54.445161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.447646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.644817] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:54.658314] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:04:54.711886] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:04:54.715254] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:54.715515] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:04:54.716357] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:54.716484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.718971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.781460] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:04:54.820999] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:54.880535] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:54.907138] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-27T20:04:54.907395] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:04:54.908214] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:54.908294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:54.913143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:54.914898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:54.915363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:54.915869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.918227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.936226] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 58.9s | Global ETA: N/A
[2025-11-27T20:04:54.936516] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:04:54.937425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:54.937558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:54.939410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:54.940017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:54.940486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:54.943072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:54.945961] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:55.009323] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.39% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:55.009598] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:04:55.010393] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:55.010523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:55.015197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:55.016968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:55.017497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:55.017977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:55.018853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.021191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.067567] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:04:55.246914] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:04:55.247071] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:55.290557] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:04:55.318040] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -2.62% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-27T20:04:55.318305] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:04:55.319157] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:55.319281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.321746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.356292] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:04:55.410302] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:55.458314] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:55.499198] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 1.57% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-11-27T20:04:55.499346] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:04:55.500206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:55.500327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:55.505017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:55.506802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:55.507317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:55.507824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.510204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.513349] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 58.3s | Global ETA: N/A
[2025-11-27T20:04:55.513647] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:04:55.514505] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:55.514669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:55.516372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:55.516988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:55.517465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.519966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.520873] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:55.583556] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-11-27T20:04:55.583822] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:04:55.584636] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:55.584763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:55.589527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:55.591303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:55.591855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:55.592306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:55.593224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.595553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.669471] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:04:55.835085] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:55.839723] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:04:55.856133] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:04:55.900484] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 59.5s | Global ETA: N/A
[2025-11-27T20:04:55.900762] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:04:55.901555] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:55.901690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:55.904029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:55.925818] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:04:56.001713] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:04:56.023084] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:56.077172] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 57.8s | Global ETA: N/A
[2025-11-27T20:04:56.092690] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-27T20:04:56.092941] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:04:56.093770] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:56.093898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:56.095242] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:56.098858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:56.100707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:56.101239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:56.101765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:56.104206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:56.158562] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 59.9s | Global ETA: N/A
[2025-11-27T20:04:56.158867] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:04:56.159714] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:56.159843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:56.164608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:56.166456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:56.167059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:56.167510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:56.168445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:56.170868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:56.232686] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:04:56.246022] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.85%, Actual: 1.38%
[2025-11-27T20:04:56.399645] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:56.418002] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.55%, Actual: 2.28%
[2025-11-27T20:04:56.442491] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:04:56.465894] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 58.9s | Global ETA: N/A
[2025-11-27T20:04:56.466031] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:04:56.466788] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:56.466875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:56.469173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:56.503944] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:04:56.601130] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.30%, Actual: 1.44%
[2025-11-27T20:04:56.660807] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:04:56.667471] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:56.728378] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.93% | Symbol ETA: 59.3s | Global ETA: N/A
[2025-11-27T20:04:56.728641] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:04:56.729425] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:04:56.729554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:56.734292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:56.736064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:56.736607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:56.737051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:56.737963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:56.740317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:56.746975] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-11-27T20:04:56.747221] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:04:56.748030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:56.748171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:56.752894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:56.754663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:56.755187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:56.755695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:56.758034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:56.768912] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.72%, Actual: 0.61%
[2025-11-27T20:04:56.797615] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:04:56.935374] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.72%
[2025-11-27T20:04:56.964500] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:57.030313] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 58.3s | Global ETA: N/A
[2025-11-27T20:04:57.030585] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:04:57.031417] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:04:57.031537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:57.033901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:57.069952] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:04:57.084756] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:04:57.100604] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 1.12%
[2025-11-27T20:04:57.235660] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:57.248952] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:04:57.267757] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 4.80%
[2025-11-27T20:04:57.297673] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.01% | Symbol ETA: 58.7s | Global ETA: N/A
[2025-11-27T20:04:57.338376] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-11-27T20:04:57.338633] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:04:57.339433] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:57.339555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:57.344273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:57.346050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:57.346568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:57.347072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:57.349461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:57.362932] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:04:57.434995] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.06%
[2025-11-27T20:04:57.463587] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.37%, Actual: 2.81%
[2025-11-27T20:04:57.527506] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:57.592744] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 57.7s | Global ETA: N/A
[2025-11-27T20:04:57.598439] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.68%
[2025-11-27T20:04:57.628457] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.99%, Actual: 3.56%
[2025-11-27T20:04:57.675387] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:04:57.757237] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.78%, Actual: 0.07%
[2025-11-27T20:04:57.767277] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.10%
[2025-11-27T20:04:57.767665] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 33.8046%
[2025-11-27T20:04:57.767826] [INFO ] [main      ] ABUS: DISCARDED add_day_shape_ratios (score: 33.80%)
[2025-11-27T20:04:57.767941] [INFO ] [main      ] ABUS: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:04:57.768043] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-27T20:04:57.768191] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:04:57.779384] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:57.779948] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:04:57.780858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:57.780993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:57.782723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:57.783293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:57.783799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:57.793642] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -1.05%, Actual: 2.95%
[2025-11-27T20:04:57.839517] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:04:57.894443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:57.924447] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:57.924717] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:04:57.924608] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.51%, Actual: 1.33%
[2025-11-27T20:04:57.925492] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:57.925635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:57.930315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:57.932034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:57.932560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:57.933068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:57.935402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:57.959336] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 0.76%
[2025-11-27T20:04:58.088804] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.76%, Actual: 1.61%
[2025-11-27T20:04:58.127375] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.25%, Actual: 5.38%
[2025-11-27T20:04:58.225826] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:04:58.258414] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 0.83%
[2025-11-27T20:04:58.263074] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:04:58.293561] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.39%, Actual: 1.69%
[2025-11-27T20:04:58.392520] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:58.421188] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 1.03%
[2025-11-27T20:04:58.426654] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:04:58.445142] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 53.9s | Global ETA: N/A
[2025-11-27T20:04:58.445276] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:04:58.446024] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:58.446091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:58.447720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:58.448220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:58.448615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:58.457152] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 6.99%
[2025-11-27T20:04:58.515173] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.76% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-11-27T20:04:58.515308] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:04:58.516095] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:58.516218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:58.521158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:58.523210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:58.523739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:58.524163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:58.526490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:58.557598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:58.585774] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 1.01%
[2025-11-27T20:04:58.621476] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 1.36%
[2025-11-27T20:04:58.751950] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 0.14%
[2025-11-27T20:04:58.786109] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.93%, Actual: 2.23%
[2025-11-27T20:04:58.855590] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:04:58.890454] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:04:58.916075] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 2.50%
[2025-11-27T20:04:58.948983] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.01%, Actual: 2.59%
[2025-11-27T20:04:58.949306] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 54.5850%
[2025-11-27T20:04:58.949461] [INFO ] [main      ] AFCG: KEPT add_day_shape_ratios (score: 54.59%)
[2025-11-27T20:04:58.949585] [INFO ] [main      ] AFCG: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:04:58.949684] [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']
[2025-11-27T20:04:58.949791] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:04:58.961184] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:58.961819] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:04:58.962755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:04:58.962885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:58.967648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:58.969528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:58.970080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:58.970592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:58.971496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:58.973901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:59.021597] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:04:59.054525] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:04:59.080832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.091102] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 0.24%
[2025-11-27T20:04:59.106675] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.50% | Symbol ETA: 53.2s | Global ETA: N/A
[2025-11-27T20:04:59.106939] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:04:59.107763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:59.107894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:59.109624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:59.110205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:59.110672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:59.111342] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:59.111609] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:04:59.112437] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:04:59.112562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:59.117532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:59.119689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:04:59.120266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:59.120805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:59.123165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.220103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.262650] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.37%
[2025-11-27T20:04:59.262977] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.9088%
[2025-11-27T20:04:59.263124] [INFO ] [main      ] AAPD: KEPT add_day_shape_ratios (score: 39.91%)
[2025-11-27T20:04:59.263226] [INFO ] [main      ] AAPD: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:04:59.263315] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency']
[2025-11-27T20:04:59.263430] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:04:59.276664] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:04:59.277344] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:04:59.278314] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:59.278436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:59.280928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:59.392454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.424646] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:04:59.461719] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:04:59.548425] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:04:59.604050] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:59.629331] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:04:59.673941] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 54.7s | Global ETA: N/A
[2025-11-27T20:04:59.674234] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:04:59.675100] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:04:59.675257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:04:59.680566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:59.682558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:59.683214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:59.683740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:04:59.684746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:59.687420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:59.713629] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:04:59.715476] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.85% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-11-27T20:04:59.723810] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:04:59.767089] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.71% | Symbol ETA: 52.6s | Global ETA: N/A
[2025-11-27T20:04:59.767357] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:04:59.768188] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:04:59.768319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:04:59.769997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:04:59.770547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:04:59.771047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:04:59.805033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.886452] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 0.28%
[2025-11-27T20:04:59.886368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:04:59.888513] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:04:59.955699] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 54.5s | Global ETA: N/A
[2025-11-27T20:04:59.955953] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:04:59.956719] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:04:59.956837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:04:59.959183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:00.063168] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.40%, Actual: 0.97%
[2025-11-27T20:05:00.064248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:00.150206] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:00.229597] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 1.57%, Actual: 0.27%
[2025-11-27T20:05:00.234472] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:00.314308] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:00.379971] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 54.0s | Global ETA: N/A
[2025-11-27T20:05:00.380205] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:00.381017] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:00.381145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:00.385874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:00.387660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:00.388211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:00.388679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:00.389599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:00.391973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:00.392495] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 1.51%
[2025-11-27T20:05:00.395444] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:00.408152] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:00.463197] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 52.0s | Global ETA: N/A
[2025-11-27T20:05:00.463457] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:00.464320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:00.464452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:00.466231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:00.466896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:00.467417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:00.497851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:00.556799] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 1.10%
[2025-11-27T20:05:00.557696] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:00.581930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:00.627424] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 53.8s | Global ETA: N/A
[2025-11-27T20:05:00.627531] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:00.628311] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:00.628847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:00.631209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:00.723814] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 1.34%
[2025-11-27T20:05:00.774406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:00.841043] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:00.886609] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 2.27%
[2025-11-27T20:05:00.912647] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:01.062088] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 0.75%
[2025-11-27T20:05:01.117275] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:01.143494] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:01.178168] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 51.3s | Global ETA: N/A
[2025-11-27T20:05:01.178308] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:01.179067] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:01.179135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:01.180770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:01.181270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:01.181670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:01.259903] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.76% | Symbol ETA: 53.7s | Global ETA: N/A
[2025-11-27T20:05:01.260187] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:01.261244] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:01.261391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:01.265755] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 1.67%
[2025-11-27T20:05:01.267368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:01.269513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:01.270276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:01.270757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:01.271889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:01.274444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:01.306899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:01.384229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:01.389847] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:01.549887] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.48%
[2025-11-27T20:05:01.550105] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 43.3477%
[2025-11-27T20:05:01.550200] [INFO ] [main      ] CBSH: DISCARDED add_day_shape_ratios (score: 43.35%)
[2025-11-27T20:05:01.550248] [INFO ] [main      ] CBSH: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:05:01.550285] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency']
[2025-11-27T20:05:01.550324] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:01.610223] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:01.610721] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:01.611701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:01.611775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:01.616863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:01.618846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:01.619343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:01.619804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:01.650745] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:01.691285] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:01.716358] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 54.1s | Global ETA: N/A
[2025-11-27T20:05:01.716495] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:01.717279] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:01.717345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:01.719656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:01.728166] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:01.741433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:01.824248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:01.881382] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:01.892359] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:01.960564] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 50.7s | Global ETA: N/A
[2025-11-27T20:05:01.960742] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:01.961599] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:01.961804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:01.963704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:01.964332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:01.964840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:01.976739] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 52.8s | Global ETA: N/A
[2025-11-27T20:05:01.976883] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:01.977716] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:01.977789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:01.982682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:01.984623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:01.985125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:01.985501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:01.986379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:01.988739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:02.079940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.098595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.171151] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:02.179108] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:02.339023] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:02.344713] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:02.411824] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.36% | Symbol ETA: 53.1s | Global ETA: N/A
[2025-11-27T20:05:02.412077] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:02.413010] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:02.413132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:02.415668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:02.424826] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 57.7s | Global ETA: N/A
[2025-11-27T20:05:02.425107] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:02.425956] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:02.426088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:02.430861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:02.432764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:02.433341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:02.433799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:02.437655] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:02.443970] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:02.527023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.556680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.607931] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:02.616954] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:02.672956] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.10% | Symbol ETA: 50.0s | Global ETA: N/A
[2025-11-27T20:05:02.673223] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:02.674109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:02.674246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:02.674718] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.17% | Symbol ETA: 52.0s | Global ETA: N/A
[2025-11-27T20:05:02.674983] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:02.675887] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:02.676016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:02.676124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:02.676760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:02.677266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:02.681212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:02.683345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:02.683985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:02.684470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:02.685453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:02.688065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:02.791402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.798286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:02.864490] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:02.887712] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:03.036974] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:03.054014] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:03.106539] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 52.2s | Global ETA: N/A
[2025-11-27T20:05:03.106809] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:03.107703] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:03.107825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:03.110414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.128728] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:03.140660] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 56.5s | Global ETA: N/A
[2025-11-27T20:05:03.140941] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:03.141242] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:03.141808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:03.141950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:03.146841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:03.148731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:03.149291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:03.149817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.222241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.260438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.293481] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:03.310618] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:03.358286] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.08% | Symbol ETA: 51.2s | Global ETA: N/A
[2025-11-27T20:05:03.358537] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:03.359335] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:03.359459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:03.363856] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 49.3s | Global ETA: N/A
[2025-11-27T20:05:03.363996] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:03.364123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:03.364779] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:03.364848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:03.365954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:03.366502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:03.366472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:03.366960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:03.367038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:03.367431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.368012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:03.370379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.474746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.476527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.564765] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:03.598556] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:03.743358] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:03.771086] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:03.809196] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:03.813398] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 51.4s | Global ETA: N/A
[2025-11-27T20:05:03.813672] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:03.814489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:03.814627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:03.817036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.824874] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:03.859055] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 55.6s | Global ETA: N/A
[2025-11-27T20:05:03.859325] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:03.860181] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:03.860309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:03.865163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:03.866914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:03.867438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:03.867939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:03.929606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.973282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:03.977719] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:03.997549] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:04.041194] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -3.25% | Symbol ETA: 50.5s | Global ETA: N/A
[2025-11-27T20:05:04.041461] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:04.042293] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:04.042417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:04.047093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:04.048894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:04.049444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:04.049917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:04.050562] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 48.6s | Global ETA: N/A
[2025-11-27T20:05:04.050848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:04.050852] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:04.051743] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:04.051891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:04.053460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:04.053612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:04.054178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:04.054655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:04.160096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:04.162886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:04.279682] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:04.299513] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:04.453612] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:04.464876] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:04.494040] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:04.500340] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:04.520060] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 50.7s | Global ETA: N/A
[2025-11-27T20:05:04.520328] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:04.521190] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:04.521310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:04.523820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:04.551688] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.54% | Symbol ETA: 54.8s | Global ETA: N/A
[2025-11-27T20:05:04.551952] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:04.552765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:04.552891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:04.557505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:04.559299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:04.559842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:04.560367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:04.633410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:04.662239] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:04.668287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:04.671180] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:04.724231] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 47.9s | Global ETA: N/A
[2025-11-27T20:05:04.724694] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 49.8s | Global ETA: N/A
[2025-11-27T20:05:04.724825] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:04.725545] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:04.725625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:04.730655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:04.732384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:04.732875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:04.733272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:04.734139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:04.736514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:04.844431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:04.893700] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.97%, Actual: 1.38%
[2025-11-27T20:05:04.972599] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:05.003036] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:05.063451] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.50%, Actual: 2.28%
[2025-11-27T20:05:05.143441] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:05.176206] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:05.203519] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:05.217010] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 49.9s | Global ETA: N/A
[2025-11-27T20:05:05.217375] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:05.218407] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:05.219191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:05.221762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:05.237188] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.71%, Actual: 1.44%
[2025-11-27T20:05:05.263593] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 54.0s | Global ETA: N/A
[2025-11-27T20:05:05.263738] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:05.264520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:05.264608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:05.269315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:05.271063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:05.271685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:05.272178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:05.324902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:05.378063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:05.380144] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:05.408548] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 0.61%
[2025-11-27T20:05:05.443170] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -2.30% | Symbol ETA: 49.0s | Global ETA: N/A
[2025-11-27T20:05:05.443441] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:05.444280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:05.444407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:05.450598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:05.453042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:05.453751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:05.454331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:05.455538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:05.458273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:05.561248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:05.581084] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 0.72%
[2025-11-27T20:05:05.658012] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:05.716134] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:05.752617] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.12%
[2025-11-27T20:05:05.826004] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:05.893284] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:05.895713] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 49.2s | Global ETA: N/A
[2025-11-27T20:05:05.896093] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:05.896999] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:05:05.897071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:05.896786] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:05.899434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:05.923402] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 4.80%
[2025-11-27T20:05:05.984143] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 53.3s | Global ETA: N/A
[2025-11-27T20:05:05.984428] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:05.985242] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:05.985371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:05.990106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:05.991900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:05.992445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:05.992970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:06.004613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:06.057560] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:06.092860] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.06%
[2025-11-27T20:05:06.100068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:06.120294] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 6.73% | Symbol ETA: 48.3s | Global ETA: N/A
[2025-11-27T20:05:06.262836] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.68%
[2025-11-27T20:05:06.291303] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.47%, Actual: 2.81%
[2025-11-27T20:05:06.359252] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:06.429505] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:06.435638] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.10%
[2025-11-27T20:05:06.435892] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 43.2283%
[2025-11-27T20:05:06.436156] [INFO ] [main      ] ABUS: KEPT add_directional_consistency (score: 43.23%)
[2025-11-27T20:05:06.436267] [INFO ] [main      ] ABUS: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:05:06.436372] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-27T20:05:06.436476] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:06.447803] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:06.448426] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:06.449396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:06.449530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:06.451322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:06.451917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:06.452382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:06.456909] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.13%, Actual: 3.56%
[2025-11-27T20:05:06.560671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:06.562746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:06.564380] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:06.592648] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:06.621627] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.76%, Actual: 2.95%
[2025-11-27T20:05:06.642853] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 48.4s | Global ETA: N/A
[2025-11-27T20:05:06.676291] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 52.5s | Global ETA: N/A
[2025-11-27T20:05:06.676585] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:06.677396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:06.677527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:06.682224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:06.683994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:06.684516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:06.685027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:06.785243] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.76%
[2025-11-27T20:05:06.791840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:06.814666] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.12%, Actual: 0.07%
[2025-11-27T20:05:06.895888] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:06.948922] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.17%, Actual: 5.38%
[2025-11-27T20:05:06.992104] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.21%, Actual: 1.33%
[2025-11-27T20:05:07.063709] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:07.111864] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.08%, Actual: 1.69%
[2025-11-27T20:05:07.117662] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:07.119009] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 53.7s | Global ETA: N/A
[2025-11-27T20:05:07.119299] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:07.120127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:07.120257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:07.121986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:07.122562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:07.123085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:07.169650] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.96%, Actual: 1.61%
[2025-11-27T20:05:07.229981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:07.232168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:07.275530] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -3.25%, Actual: 6.99%
[2025-11-27T20:05:07.279724] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:07.346994] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.36%, Actual: 0.83%
[2025-11-27T20:05:07.365045] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.80% | Symbol ETA: 51.8s | Global ETA: N/A
[2025-11-27T20:05:07.365356] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:07.366181] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:07.366310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:07.371074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:07.372851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:07.373375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:07.373894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:07.440368] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 1.36%
[2025-11-27T20:05:07.476825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:07.524479] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 1.03%
[2025-11-27T20:05:07.572960] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:07.604161] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -2.30%, Actual: 2.23%
[2025-11-27T20:05:07.689866] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 1.01%
[2025-11-27T20:05:07.750472] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:07.783322] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 6.73%, Actual: 2.59%
[2025-11-27T20:05:07.783684] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 64.2758%
[2025-11-27T20:05:07.783838] [INFO ] [main      ] AFCG: KEPT add_directional_consistency (score: 64.28%)
[2025-11-27T20:05:07.783938] [INFO ] [main      ] AFCG: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:05:07.784028] [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']
[2025-11-27T20:05:07.784131] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:07.796081] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:07.796654] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:07.797560] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:07.797702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:07.802441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:07.804273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:07.804824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:07.805269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:07.805740] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.09% | Symbol ETA: 53.1s | Global ETA: N/A
[2025-11-27T20:05:07.806014] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:07.806179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:07.806907] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:07.807034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:07.808522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:07.808776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:07.809403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:07.809940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:07.827907] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:07.860933] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 0.14%
[2025-11-27T20:05:07.915475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:07.917545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:07.921075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:07.923273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:07.992560] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:08.030949] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 2.50%
[2025-11-27T20:05:08.074677] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.79% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-11-27T20:05:08.074948] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:08.075763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:08.075896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:08.080611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:08.082367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:08.082911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:08.083414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:08.189676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:08.225654] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.24%
[2025-11-27T20:05:08.253200] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:08.262676] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:08.415883] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.37%
[2025-11-27T20:05:08.416450] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 41.5748%
[2025-11-27T20:05:08.416654] [INFO ] [main      ] AAPD: KEPT add_directional_consistency (score: 41.57%)
[2025-11-27T20:05:08.416764] [INFO ] [main      ] AAPD: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:05:08.416863] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-27T20:05:08.416965] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:08.423562] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:08.432848] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:08.433522] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:08.434126] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:08.434544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:08.434649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:08.437253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:08.488133] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.11% | Symbol ETA: 52.4s | Global ETA: N/A
[2025-11-27T20:05:08.488276] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:08.489079] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:08.489181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:08.490831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:08.491504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:08.491641] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 54.8s | Global ETA: N/A
[2025-11-27T20:05:08.491771] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:08.491987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:08.492499] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:08.492587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:08.497237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:08.499087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:08.499700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:08.500167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:08.501104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:08.503530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:08.527382] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:08.553066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:08.555674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:08.599888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:08.602116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:08.611713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:08.613884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:08.700104] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:08.787167] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 50.4s | Global ETA: N/A
[2025-11-27T20:05:08.914118] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:08.944306] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:08.958072] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.56%, Actual: 0.28%
[2025-11-27T20:05:08.959463] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:09.104435] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:09.118510] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:09.122604] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.27%, Actual: 0.97%
[2025-11-27T20:05:09.138254] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:09.173926] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 51.8s | Global ETA: N/A
[2025-11-27T20:05:09.174247] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:09.175412] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:09.175650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:09.177550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:09.178272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:09.178773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.200553] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.11% | Symbol ETA: 57.2s | Global ETA: N/A
[2025-11-27T20:05:09.201027] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:09.202408] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:09.202561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:09.206227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.208402] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 54.2s | Global ETA: N/A
[2025-11-27T20:05:09.208724] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:09.209569] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:09.209715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:09.214783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:09.216717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:09.217307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:09.217821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:09.218837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:09.221304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.285646] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.41%, Actual: 0.27%
[2025-11-27T20:05:09.288679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:09.290848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:09.324843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:09.327458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:09.330914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:09.333175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:09.447714] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 1.51%
[2025-11-27T20:05:09.611452] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 1.10%
[2025-11-27T20:05:09.632201] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:09.675332] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:09.713769] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:09.774011] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 1.34%
[2025-11-27T20:05:09.802318] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:09.839434] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:09.857822] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-11-27T20:05:09.857978] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:09.858947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:09.859082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:09.860819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:09.861393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:09.861883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.889856] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:09.906330] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 53.5s | Global ETA: N/A
[2025-11-27T20:05:09.906591] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:09.907386] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:09.907513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:09.912185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:09.913963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:09.914489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:09.914953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:09.915869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:09.918228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.937873] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.27%, Actual: 2.27%
[2025-11-27T20:05:09.963606] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 56.5s | Global ETA: N/A
[2025-11-27T20:05:09.963978] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:09.964893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:09.965017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:09.967463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:09.972027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:09.974247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.021374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.023459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.079021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.081801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.101636] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.80%, Actual: 0.75%
[2025-11-27T20:05:10.265161] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.79%, Actual: 1.67%
[2025-11-27T20:05:10.318734] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:10.357833] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:10.427482] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 0.48%
[2025-11-27T20:05:10.427837] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 53.6158%
[2025-11-27T20:05:10.428016] [INFO ] [main      ] CBSH: KEPT add_directional_consistency (score: 53.62%)
[2025-11-27T20:05:10.428146] [INFO ] [main      ] CBSH: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:05:10.428247] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_fullday_parkinson_range']
[2025-11-27T20:05:10.428350] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:10.441359] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:10.442027] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:10.442923] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:10.443115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:10.443797] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:10.447981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:10.451433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:10.451917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:10.452347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:10.491170] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:10.523638] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:10.544946] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 50.4s | Global ETA: N/A
[2025-11-27T20:05:10.545235] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:10.546090] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:10.546225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:10.547948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:10.548542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:10.549012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:10.557044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.558956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.589261] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 52.8s | Global ETA: N/A
[2025-11-27T20:05:10.589541] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:10.590361] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:10.590504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:10.595259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:10.597031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:10.597555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:10.598019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:10.598895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:10.601223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:10.622660] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:10.655217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.657377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.697599] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 55.6s | Global ETA: N/A
[2025-11-27T20:05:10.698011] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:10.699008] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:10.699133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:10.701620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:10.705621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.707733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.816655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:10.819086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:10.885901] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:10.996479] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:11.039691] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:11.062980] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:11.147440] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 55.2s | Global ETA: N/A
[2025-11-27T20:05:11.147729] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:11.148547] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:11.148735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:11.153345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.155181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:11.155729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.156223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.169448] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:11.196153] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:11.204920] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:11.222969] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 49.7s | Global ETA: N/A
[2025-11-27T20:05:11.223151] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:11.224120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:11.224258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.226037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:11.226632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.227105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.262239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:11.264440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:11.272393] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.76% | Symbol ETA: 52.1s | Global ETA: N/A
[2025-11-27T20:05:11.272675] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:11.273480] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:11.273619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:11.278408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.280346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:11.280924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.281377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:11.282301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:11.284808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.337434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:11.339734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:11.388313] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:11.390045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:11.392190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:11.460805] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.67% | Symbol ETA: 54.9s | Global ETA: N/A
[2025-11-27T20:05:11.461218] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:11.462256] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:11.462388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:11.465064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.574131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:11.576661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:11.589341] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:11.677248] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:11.717840] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:11.752702] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:11.840166] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.47% | Symbol ETA: 54.4s | Global ETA: N/A
[2025-11-27T20:05:11.840472] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:11.841302] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:11.841433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:11.846171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.847919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:11.848464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.848973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.850671] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:11.882413] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:11.904418] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 49.0s | Global ETA: N/A
[2025-11-27T20:05:11.904594] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:11.905346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:11.905555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.907324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:11.907897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.908387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:11.926449] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:11.949188] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 51.4s | Global ETA: N/A
[2025-11-27T20:05:11.949452] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:11.950260] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:11.950383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:11.954537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:11.955065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:11.956529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:11.956907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:11.957437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:11.957894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:11.958834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:11.961227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.015559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.017743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.066916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.069069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.095005] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:12.166980] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -2.43% | Symbol ETA: 54.1s | Global ETA: N/A
[2025-11-27T20:05:12.167331] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:12.168265] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:12.168390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:12.170817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.280302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.282920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.282843] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:12.359100] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:12.414201] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:12.446367] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:12.527614] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:12.532100] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 53.7s | Global ETA: N/A
[2025-11-27T20:05:12.532370] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:12.533205] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:12.533338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:12.538184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:12.540053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:12.540606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:12.541104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.578285] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:12.581766] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 48.4s | Global ETA: N/A
[2025-11-27T20:05:12.582067] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:12.582957] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:12.583096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:12.585003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:12.585648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:12.586139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.640110] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:12.643544] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 50.7s | Global ETA: N/A
[2025-11-27T20:05:12.643735] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:12.644633] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:12.644757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:12.644861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.646772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.649629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:12.651364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:12.651876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:12.652273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:12.653112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:12.655472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.694606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.696624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.761840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.763875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:12.812028] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:12.883261] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 53.3s | Global ETA: N/A
[2025-11-27T20:05:12.883407] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:12.884283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:12.884359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:12.886795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:12.972479] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:12.997693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:12.999819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:13.039639] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:13.094217] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:13.133440] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:13.214783] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:13.221705] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 53.0s | Global ETA: N/A
[2025-11-27T20:05:13.221983] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:13.222833] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:13.222986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:13.227756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:13.229517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:13.230059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:13.230561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:13.263243] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:13.269922] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 47.7s | Global ETA: N/A
[2025-11-27T20:05:13.328922] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 50.0s | Global ETA: N/A
[2025-11-27T20:05:13.329076] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:13.329966] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:13.330091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:13.334381] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:13.334883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:13.336662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:13.337183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:13.337298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:13.337701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:13.338616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:13.339178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:13.341024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:13.443358] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.65%, Actual: 1.38%
[2025-11-27T20:05:13.444919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:13.446894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:13.501452] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:13.568353] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.18% | Symbol ETA: 52.5s | Global ETA: N/A
[2025-11-27T20:05:13.568631] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:13.569472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:13.569608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:13.572010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:13.614403] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.09%, Actual: 2.28%
[2025-11-27T20:05:13.663269] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:13.680307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:13.682475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:13.777912] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:13.790075] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.11%, Actual: 1.44%
[2025-11-27T20:05:13.828334] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:13.913348] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 52.3s | Global ETA: N/A
[2025-11-27T20:05:13.913629] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:13.914431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:13.914561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:13.919366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:13.921133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:13.921682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:13.922176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:13.942344] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:13.961244] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 0.61%
[2025-11-27T20:05:14.007591] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 49.3s | Global ETA: N/A
[2025-11-27T20:05:14.007855] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:14.008719] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:14.008843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:14.013535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:14.013795] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:14.015345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:14.015901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:14.016381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:14.017288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:14.019670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:14.025360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:14.027191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:14.123983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:14.126056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:14.143741] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.72%
[2025-11-27T20:05:14.182137] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:14.249811] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 51.8s | Global ETA: N/A
[2025-11-27T20:05:14.250080] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:14.250942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:14.251062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:14.253371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:14.314061] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 1.12%
[2025-11-27T20:05:14.353771] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:14.356506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:14.358603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:14.459417] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:14.482010] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.64%, Actual: 4.80%
[2025-11-27T20:05:14.517515] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:14.604412] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 51.6s | Global ETA: N/A
[2025-11-27T20:05:14.604678] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:14.605478] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:14.605623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:14.610277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:14.612044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:14.612645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:14.613141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:14.625192] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:14.651489] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.06%
[2025-11-27T20:05:14.687910] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.71% | Symbol ETA: 48.6s | Global ETA: N/A
[2025-11-27T20:05:14.695658] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:14.715541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:14.717425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:14.817667] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 1.68%
[2025-11-27T20:05:14.852424] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.26%, Actual: 2.81%
[2025-11-27T20:05:14.859674] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:14.925372] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-11-27T20:05:14.925640] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:14.926445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:14.926565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:14.928926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:14.982733] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:05:14.983088] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 40.0765%
[2025-11-27T20:05:14.983209] [INFO ] [main      ] ABUS: DISCARDED add_fullday_parkinson_range (score: 40.08%)
[2025-11-27T20:05:14.983313] [INFO ] [main      ] ABUS: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:05:14.983410] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-27T20:05:14.983511] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:14.994368] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:14.994871] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:14.995772] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:14.995900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:14.997664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:14.998250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:14.998725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:15.019312] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.01%, Actual: 3.56%
[2025-11-27T20:05:15.031283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:15.033384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:15.040842] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:15.108012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:15.146935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:15.187597] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.03%, Actual: 2.95%
[2025-11-27T20:05:15.205647] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:15.295141] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 50.9s | Global ETA: N/A
[2025-11-27T20:05:15.295274] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:15.296033] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:15.296102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:15.300708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:15.302403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:15.302877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:15.303298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:15.357918] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.76%
[2025-11-27T20:05:15.372095] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:15.407426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:15.409240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:15.482638] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:15.526165] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.76%, Actual: 5.38%
[2025-11-27T20:05:15.538411] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:15.607195] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 50.3s | Global ETA: N/A
[2025-11-27T20:05:15.649232] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:15.691300] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.17%, Actual: 1.69%
[2025-11-27T20:05:15.705694] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 47.2s | Global ETA: N/A
[2025-11-27T20:05:15.705961] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:15.706821] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:15.706951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:15.708642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:15.709196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:15.709682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:15.738819] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:15.780168] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.11%, Actual: 0.07%
[2025-11-27T20:05:15.816642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:15.855095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:15.857008] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 6.99%
[2025-11-27T20:05:15.903048] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:15.949166] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.65%, Actual: 1.33%
[2025-11-27T20:05:15.985920] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.11% | Symbol ETA: 50.2s | Global ETA: N/A
[2025-11-27T20:05:15.986192] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:15.987012] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:15.987141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:15.991799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:15.993534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:15.994075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:15.994507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:16.022819] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.04%, Actual: 1.36%
[2025-11-27T20:05:16.096826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:16.098977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:16.118093] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.79%, Actual: 1.61%
[2025-11-27T20:05:16.188377] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 2.23%
[2025-11-27T20:05:16.193917] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:16.283447] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.67%, Actual: 0.83%
[2025-11-27T20:05:16.353470] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.71%, Actual: 2.59%
[2025-11-27T20:05:16.353858] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 58.5232%
[2025-11-27T20:05:16.353975] [INFO ] [main      ] AFCG: DISCARDED add_fullday_parkinson_range (score: 58.52%)
[2025-11-27T20:05:16.354074] [INFO ] [main      ] AFCG: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:05:16.354165] [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']
[2025-11-27T20:05:16.354266] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:16.359991] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:16.366157] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:16.366713] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:16.367553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:16.367687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:16.372494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:16.374365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:16.374977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:16.375436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:16.376381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:16.378840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:16.415630] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.10% | Symbol ETA: 46.5s | Global ETA: N/A
[2025-11-27T20:05:16.415917] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:16.416828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:16.416962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:16.418714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:16.419274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:16.419747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:16.440497] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:16.448492] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -2.43%, Actual: 1.03%
[2025-11-27T20:05:16.489092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:16.527028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:16.529167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:16.566618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:16.608866] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:16.612278] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 1.01%
[2025-11-27T20:05:16.696027] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.07% | Symbol ETA: 49.5s | Global ETA: N/A
[2025-11-27T20:05:16.696306] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:16.697147] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:16.697293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:16.702111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:16.703873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:16.704413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:16.704932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:16.778418] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 0.14%
[2025-11-27T20:05:16.812034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:05:16.814158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:16.858047] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:16.896849] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:16.946480] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 2.50%
[2025-11-27T20:05:17.023689] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:17.065106] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:17.093238] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.51% | Symbol ETA: 47.5s | Global ETA: N/A
[2025-11-27T20:05:17.093507] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:17.094332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:17.094456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:17.099346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:17.101137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:17.101686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:17.102143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:17.103071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:17.105444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:17.112112] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 0.24%
[2025-11-27T20:05:17.120912] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.17% | Symbol ETA: 45.8s | Global ETA: N/A
[2025-11-27T20:05:17.121189] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:17.122041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:17.122173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:17.123892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:17.124495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:17.124962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:17.150282] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:17.212206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:17.233564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:17.251598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:17.271261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:17.280204] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.37%
[2025-11-27T20:05:17.280537] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.4224%
[2025-11-27T20:05:17.280670] [INFO ] [main      ] AAPD: DISCARDED add_fullday_parkinson_range (score: 39.42%)
[2025-11-27T20:05:17.280767] [INFO ] [main      ] AAPD: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:05:17.280858] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-27T20:05:17.280971] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:17.294201] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:17.294889] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:17.295823] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:17.295943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:17.298338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:17.320285] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:17.403258] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 48.8s | Global ETA: N/A
[2025-11-27T20:05:17.409644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:17.449082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:17.569489] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 1.13%, Actual: 0.28%
[2025-11-27T20:05:17.584598] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:17.605306] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:17.735497] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.47%, Actual: 0.97%
[2025-11-27T20:05:17.750163] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:17.774861] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:17.780636] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:17.822622] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 46.8s | Global ETA: N/A
[2025-11-27T20:05:17.822872] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:17.823696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:17.823821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:17.828561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:17.830370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:17.830758] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 45.1s | Global ETA: N/A
[2025-11-27T20:05:17.830930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:17.831020] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:17.831337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:17.831775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:17.831842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:17.832191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:17.833425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:17.833981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:17.834361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:17.834501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:17.902929] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.46%, Actual: 0.27%
[2025-11-27T20:05:17.939211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:17.940308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:17.947113] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:17.977118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:17.977784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:18.015743] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 48.8s | Global ETA: N/A
[2025-11-27T20:05:18.016008] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:18.016819] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:18.016921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:18.019243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:18.072178] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 1.51%
[2025-11-27T20:05:18.124870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:18.162380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:18.241304] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 1.10%
[2025-11-27T20:05:18.307162] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:18.333219] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:18.406738] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 1.34%
[2025-11-27T20:05:18.472794] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:18.493222] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:18.508547] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:18.542582] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -1.75% | Symbol ETA: 46.0s | Global ETA: N/A
[2025-11-27T20:05:18.542838] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:18.543661] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:18.543783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:18.548527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:18.550389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:18.550946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:18.551406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:18.552326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:18.554807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:18.567216] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 44.4s | Global ETA: N/A
[2025-11-27T20:05:18.567495] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:18.568409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:18.568548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:18.570463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:18.571012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:18.571496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:18.573020] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 2.27%
[2025-11-27T20:05:18.662296] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:18.666105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:18.691003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:18.704753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:18.730550] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 48.1s | Global ETA: N/A
[2025-11-27T20:05:18.730705] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:18.730988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:18.731441] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:18.731504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:18.733800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:18.738709] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.11%, Actual: 0.75%
[2025-11-27T20:05:18.840121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:18.878383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:18.902073] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.07%, Actual: 1.67%
[2025-11-27T20:05:19.034631] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:19.064849] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 0.48%
[2025-11-27T20:05:19.065204] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 46.3693%
[2025-11-27T20:05:19.065328] [INFO ] [main      ] CBSH: DISCARDED add_fullday_parkinson_range (score: 46.37%)
[2025-11-27T20:05:19.065435] [INFO ] [main      ] CBSH: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:05:19.065531] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state']
[2025-11-27T20:05:19.065649] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:19.078329] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:19.078894] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:19.079798] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:19.079883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:19.079660] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:19.084536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:19.086289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:19.086780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:19.087215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:19.191247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:19.201218] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:19.215569] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:19.228754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:19.255678] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:19.269702] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 45.3s | Global ETA: N/A
[2025-11-27T20:05:19.269967] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:19.270795] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:19.270916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:19.275644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:19.277464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:19.278020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:19.278541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:19.279474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:19.281997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:19.324431] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 43.7s | Global ETA: N/A
[2025-11-27T20:05:19.324761] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:19.325963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:19.326125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:19.328444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:19.329056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:19.329534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:19.381982] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:19.388949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:19.427159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:19.436305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:19.450714] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 47.4s | Global ETA: N/A
[2025-11-27T20:05:19.450975] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:19.451796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:19.451915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:19.454238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:19.475072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:19.551017] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:19.560163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:19.599734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:19.712002] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:19.759013] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:19.799738] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 47.8s | Global ETA: N/A
[2025-11-27T20:05:19.799991] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:19.800817] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:19.800966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:19.801551] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:19.805666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:19.807416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:19.807962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:19.808480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:19.912021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:19.925337] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:19.947958] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:19.952070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:19.968939] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:19.994245] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 44.6s | Global ETA: N/A
[2025-11-27T20:05:19.994524] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:19.995444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:19.995585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:20.000504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:20.002369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:20.002941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:20.003395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:20.004327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:20.006741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.022433] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 43.0s | Global ETA: N/A
[2025-11-27T20:05:20.022721] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:20.023520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:20.023663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:20.025314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:20.025872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:20.026324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.115603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.121540] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:20.129737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.155321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.167966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.191421] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.68% | Symbol ETA: 46.7s | Global ETA: N/A
[2025-11-27T20:05:20.191656] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:20.192464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:20.192600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:20.194935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.277153] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:20.299098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.337631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.438805] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:20.493026] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:20.497743] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:20.525492] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 47.1s | Global ETA: N/A
[2025-11-27T20:05:20.525659] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:20.526412] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:20.526492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:20.531184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:20.533032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:20.533562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:20.534070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.637309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.661915] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:20.663612] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:20.665390] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:20.673870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.719019] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 42.3s | Global ETA: N/A
[2025-11-27T20:05:20.719307] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:20.720124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:20.720257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:20.722029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:20.722614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:20.723079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.731224] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.36% | Symbol ETA: 43.9s | Global ETA: N/A
[2025-11-27T20:05:20.731475] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:20.732269] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:20.732392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:20.737116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:20.739044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:20.739666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:20.740121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:20.741053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:20.743454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.829311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.833164] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:20.848422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:20.868376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.885443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:20.903135] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 46.0s | Global ETA: N/A
[2025-11-27T20:05:20.903417] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:20.904322] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:20.904447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:20.906940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:20.999048] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:21.018328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:21.057881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:21.161248] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:21.203331] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:21.211935] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:21.248852] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 46.3s | Global ETA: N/A
[2025-11-27T20:05:21.248995] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:21.249890] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:21.250021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:21.254706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:21.256466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:21.257014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:21.257529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:21.362876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:21.371821] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:21.375872] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:21.398493] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:21.400333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:21.425365] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.47% | Symbol ETA: 41.5s | Global ETA: N/A
[2025-11-27T20:05:21.425681] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:21.426488] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:21.426654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:21.428347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:21.428900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:21.429350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:21.442366] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 43.1s | Global ETA: N/A
[2025-11-27T20:05:21.442643] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:21.443428] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:21.443553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:21.448302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:21.450061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:21.450652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:21.451096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:21.451995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:21.454315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:21.536017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:21.557983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:21.572948] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:21.574975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:21.595693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:21.642901] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 45.2s | Global ETA: N/A
[2025-11-27T20:05:21.643166] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:21.643983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:21.644104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:21.646462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:21.729278] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:21.750792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:21.788401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:21.893451] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:21.908701] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:21.926188] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:21.981049] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 45.6s | Global ETA: N/A
[2025-11-27T20:05:21.981294] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:21.982106] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:21.982236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:21.986889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:21.988698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:21.989230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:21.989742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:22.073929] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:22.088954] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:22.093740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:22.121019] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:22.129174] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 40.8s | Global ETA: N/A
[2025-11-27T20:05:22.131288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:22.155615] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 42.4s | Global ETA: N/A
[2025-11-27T20:05:22.155834] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:22.156637] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:22.156758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:22.161418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:22.163189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:22.163741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:22.164186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:22.165085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:22.167441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:22.269833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:22.288286] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:22.294596] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.60%, Actual: 1.38%
[2025-11-27T20:05:22.307495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:22.355470] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.94% | Symbol ETA: 44.5s | Global ETA: N/A
[2025-11-27T20:05:22.355755] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:22.356590] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:22.356709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:22.359084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:22.456537] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:22.460727] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.10%, Actual: 2.28%
[2025-11-27T20:05:22.464300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:22.502303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:22.620071] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:22.624995] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.17%, Actual: 1.44%
[2025-11-27T20:05:22.634975] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:22.708597] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 44.9s | Global ETA: N/A
[2025-11-27T20:05:22.708754] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:22.709542] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:22.709632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:22.714286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:22.716085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:22.716640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:22.717133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:22.792539] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -2.18%, Actual: 0.61%
[2025-11-27T20:05:22.802702] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:22.822367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:22.834057] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:22.859765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:22.869776] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 7.45% | Symbol ETA: 41.7s | Global ETA: N/A
[2025-11-27T20:05:22.869969] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:22.870803] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:22.870926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:22.875626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:22.877401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:22.877971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:22.878476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:22.879404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:22.881832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:22.958762] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.72%
[2025-11-27T20:05:22.984385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:22.998024] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:23.022396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:23.065031] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 43.8s | Global ETA: N/A
[2025-11-27T20:05:23.065297] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:23.066110] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:23.066232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:23.068558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:23.125952] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 1.12%
[2025-11-27T20:05:23.175007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:23.186000] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:23.213538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:23.290088] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 4.80%
[2025-11-27T20:05:23.347248] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:23.348776] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:23.435044] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 44.2s | Global ETA: N/A
[2025-11-27T20:05:23.435310] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:23.436082] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:23.436210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:23.440869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:23.442662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:23.443191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:23.443705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:23.453809] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.06%
[2025-11-27T20:05:23.511529] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:23.543911] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:23.548700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:23.577345] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 6.59% | Symbol ETA: 40.9s | Global ETA: N/A
[2025-11-27T20:05:23.586807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:23.617032] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 1.68%
[2025-11-27T20:05:23.718872] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:23.742199] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.51%, Actual: 2.81%
[2025-11-27T20:05:23.780003] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.10%
[2025-11-27T20:05:23.780250] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.7244%
[2025-11-27T20:05:23.780419] [INFO ] [main      ] ABUS: DISCARDED add_gap_fill_state (score: 42.72%)
[2025-11-27T20:05:23.780543] [INFO ] [main      ] ABUS: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:05:23.780654] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite']
[2025-11-27T20:05:23.780755] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:23.791899] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:23.792533] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:23.793491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:23.793634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:23.795387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:23.795970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:23.796427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:23.798810] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 43.1s | Global ETA: N/A
[2025-11-27T20:05:23.799085] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:23.799979] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:23.800098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:23.802520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:23.902892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:23.903974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:23.905445] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.51%, Actual: 3.56%
[2025-11-27T20:05:23.910163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:23.921051] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:23.947689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:24.069186] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -1.75%, Actual: 2.95%
[2025-11-27T20:05:24.094383] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:24.183847] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 43.5s | Global ETA: N/A
[2025-11-27T20:05:24.184138] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:24.185068] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:24.185206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:24.190090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:24.191977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:24.192590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:24.193092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:24.231696] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.76%
[2025-11-27T20:05:24.235134] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:24.280955] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:24.298903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:24.336732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:24.394435] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 5.38%
[2025-11-27T20:05:24.400858] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:24.446259] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:24.457550] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 42.9s | Global ETA: N/A
[2025-11-27T20:05:24.457847] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:24.458725] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:24.458865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:24.460796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:24.461463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:24.461959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:24.514305] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 42.3s | Global ETA: N/A
[2025-11-27T20:05:24.557350] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.36%, Actual: 1.69%
[2025-11-27T20:05:24.575740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:24.577257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:24.678882] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.68%, Actual: 0.07%
[2025-11-27T20:05:24.680130] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:24.719356] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 6.99%
[2025-11-27T20:05:24.843188] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.95%, Actual: 1.33%
[2025-11-27T20:05:24.850995] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:24.880416] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 1.36%
[2025-11-27T20:05:24.913649] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:24.940404] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.41% | Symbol ETA: 42.7s | Global ETA: N/A
[2025-11-27T20:05:24.940700] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:24.941611] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:24.941755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:24.946613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:24.948539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:24.949154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:24.949696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.006071] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.79%, Actual: 1.61%
[2025-11-27T20:05:25.041678] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 7.45%, Actual: 2.23%
[2025-11-27T20:05:25.058388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:25.079640] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:25.097652] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:25.135035] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.83% | Symbol ETA: 42.3s | Global ETA: N/A
[2025-11-27T20:05:25.135295] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:25.136157] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:25.136289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:25.138087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:25.138682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:25.139145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.169650] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 0.83%
[2025-11-27T20:05:25.204570] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 6.59%, Actual: 2.59%
[2025-11-27T20:05:25.204750] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.3294%
[2025-11-27T20:05:25.204913] [INFO ] [main      ] AFCG: DISCARDED add_gap_fill_state (score: 39.33%)
[2025-11-27T20:05:25.205011] [INFO ] [main      ] AFCG: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:05:25.205099] [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']
[2025-11-27T20:05:25.205194] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:25.218368] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:25.218768] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:25.219857] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:25.219927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:25.224543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:25.226267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:25.226786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:25.227170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:25.228005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:25.230367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.250868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:25.252141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:25.340943] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.09%, Actual: 1.03%
[2025-11-27T20:05:25.341300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:25.342420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:25.478223] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:25.510620] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 1.01%
[2025-11-27T20:05:25.593010] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:25.668332] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:25.671873] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:25.678207] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.94%, Actual: 0.14%
[2025-11-27T20:05:25.755512] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.12% | Symbol ETA: 42.0s | Global ETA: N/A
[2025-11-27T20:05:25.755804] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:25.756622] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:05:25.756749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:25.756942] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:25.761511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:25.763293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:25.763855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:25.764348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.810767] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.06% | Symbol ETA: 41.7s | Global ETA: N/A
[2025-11-27T20:05:25.811054] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:25.811930] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:25.812061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:25.813868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:25.814438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:25.814904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.836355] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:25.844259] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 2.50%
[2025-11-27T20:05:25.868607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:25.904835] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.45% | Symbol ETA: 43.3s | Global ETA: N/A
[2025-11-27T20:05:25.905097] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:25.905927] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:25.906055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:25.906654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:25.910882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:25.912727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:25.913281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:25.913747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:25.914664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:25.917031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:25.919765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:25.921109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.009900] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.24%
[2025-11-27T20:05:26.021775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:26.023148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.175441] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.37%
[2025-11-27T20:05:26.175716] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.2171%
[2025-11-27T20:05:26.175971] [INFO ] [main      ] AAPD: DISCARDED add_gap_fill_state (score: 38.22%)
[2025-11-27T20:05:26.176080] [INFO ] [main      ] AAPD: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:05:26.176186] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gap_morning_composite']
[2025-11-27T20:05:26.176289] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:26.189153] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:26.189702] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:26.190642] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:26.190762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:26.193164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:26.237689] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:26.257522] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:26.303794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:26.304965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.352338] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:26.400728] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:26.425951] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:26.480690] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 41.0s | Global ETA: N/A
[2025-11-27T20:05:26.480956] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:26.481840] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:26.481972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:26.483800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:26.484393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:26.484898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:26.485859] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 41.3s | Global ETA: N/A
[2025-11-27T20:05:26.516608] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:26.584412] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 42.6s | Global ETA: N/A
[2025-11-27T20:05:26.584688] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:26.585500] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:26.585641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:26.590390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:26.592220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:26.592786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:26.593238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:26.594146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:26.596599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:26.596992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:26.598427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.641151] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:26.656419] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.31%, Actual: 0.28%
[2025-11-27T20:05:26.706702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:26.707987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.805110] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:26.826056] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.79%, Actual: 0.97%
[2025-11-27T20:05:26.873237] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 3.29% | Symbol ETA: 43.5s | Global ETA: N/A
[2025-11-27T20:05:26.873475] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:26.874295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:26.874416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:26.876796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:26.933242] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:26.981325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:26.982402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:26.990888] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.07%, Actual: 0.27%
[2025-11-27T20:05:27.035325] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:27.096541] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:27.149514] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 40.3s | Global ETA: N/A
[2025-11-27T20:05:27.149797] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:27.150633] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:27.150761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:27.152445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:27.153006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:27.153454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:27.153960] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 1.51%
[2025-11-27T20:05:27.199381] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:27.257515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:27.258737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:27.266607] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 1.00% | Symbol ETA: 42.0s | Global ETA: N/A
[2025-11-27T20:05:27.266877] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:27.267711] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:27.267833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:27.272563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:27.274320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:27.274879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:27.275338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:27.276247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:27.278599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:27.310731] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:27.318254] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 1.10%
[2025-11-27T20:05:27.381761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:27.382811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:27.474903] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:27.487440] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 1.34%
[2025-11-27T20:05:27.542735] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 42.8s | Global ETA: N/A
[2025-11-27T20:05:27.542982] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:27.543789] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:27.543908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:27.546291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:27.589925] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:27.656893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:27.658251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:27.659153] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.18%, Actual: 2.27%
[2025-11-27T20:05:27.707915] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:27.759676] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:27.813659] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 39.6s | Global ETA: N/A
[2025-11-27T20:05:27.813924] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:27.814775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:27.814910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:27.816726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:27.817294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:27.817826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:27.831304] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.41%, Actual: 0.75%
[2025-11-27T20:05:27.871241] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:27.929696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:27.931042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:27.938005] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 41.3s | Global ETA: N/A
[2025-11-27T20:05:27.938162] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:27.938942] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:27.939012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:27.943697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:27.945532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:27.946092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:27.946543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:27.947443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:27.949819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:27.991755] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:27.997833] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.12%, Actual: 1.67%
[2025-11-27T20:05:28.052119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:28.053218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:28.156463] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:28.161065] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.48%
[2025-11-27T20:05:28.161390] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 56.5780%
[2025-11-27T20:05:28.161519] [INFO ] [main      ] CBSH: KEPT add_gap_fill_state (score: 56.58%)
[2025-11-27T20:05:28.161641] [INFO ] [main      ] CBSH: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:05:28.161742] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-27T20:05:28.161847] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:28.174694] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:28.175431] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:28.176383] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:28.176529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:28.181289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:28.183116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:28.183674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:28.184107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:28.225842] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 42.1s | Global ETA: N/A
[2025-11-27T20:05:28.226087] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:28.226902] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:28.227024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:28.229448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:28.263943] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:28.294024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:28.332633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:28.333944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:28.339534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:28.340861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:28.379969] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:28.430240] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:28.484507] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-11-27T20:05:28.484784] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:28.485629] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:28.485759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:28.487522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:28.488104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:28.488653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:28.544463] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:28.598629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:28.599959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:28.610879] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.16% | Symbol ETA: 40.6s | Global ETA: N/A
[2025-11-27T20:05:28.611132] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:28.611945] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:28.612071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:28.616779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:28.618637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:28.619135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:28.619606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:28.620500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:28.622885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:28.681063] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:28.696012] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:28.727225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:28.728494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:28.848948] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:28.864200] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:28.931859] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.73% | Symbol ETA: 41.5s | Global ETA: N/A
[2025-11-27T20:05:28.932112] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:28.932942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:28.933070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:28.935398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:28.939941] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 45.1s | Global ETA: N/A
[2025-11-27T20:05:28.940219] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:28.940698] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:28.941082] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:28.941155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:28.946161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:28.948148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:28.948740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:28.949304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.039987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.041337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.057289] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:29.057811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:29.097244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.098831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.105241] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:29.158789] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 38.3s | Global ETA: N/A
[2025-11-27T20:05:29.159034] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:29.159887] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:29.160031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:29.161730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:29.162288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:29.162794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.227003] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:29.270652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.271924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.296782] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 39.9s | Global ETA: N/A
[2025-11-27T20:05:29.297040] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:29.297884] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:29.298010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:29.302876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:29.304743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:29.305297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:29.305785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:29.306757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:29.309262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.376144] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:29.414927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.416073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.438698] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:29.543861] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:29.603314] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:29.608159] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:29.610646] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 40.8s | Global ETA: N/A
[2025-11-27T20:05:29.610909] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:29.611732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:29.611851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:29.614265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.698712] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 44.3s | Global ETA: N/A
[2025-11-27T20:05:29.698989] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:29.699848] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:29.699980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:29.705058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:29.707062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:29.707652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:29.708212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.719907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.721261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.743635] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:29.770028] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:29.821487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:29.823072] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 37.6s | Global ETA: N/A
[2025-11-27T20:05:29.823334] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:29.824268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:29.824399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:29.826062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:29.826627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:29.827078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:29.860669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.861886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.906805] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:29.931951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:29.933098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:29.975070] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.84% | Symbol ETA: 39.2s | Global ETA: N/A
[2025-11-27T20:05:29.975299] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:29.976117] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:29.976240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:29.980942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:29.982737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:29.983274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:29.983755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:29.984690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:29.987029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:30.055397] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:30.089888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:30.091172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:30.213189] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:30.220259] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:30.268376] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:30.288646] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.46% | Symbol ETA: 40.1s | Global ETA: N/A
[2025-11-27T20:05:30.288757] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:30.289489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:30.289555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:30.291820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:30.388165] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:30.396901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:30.398090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:30.425478] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:30.439827] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:30.484635] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 43.6s | Global ETA: N/A
[2025-11-27T20:05:30.484772] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:30.485689] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:30.485865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:30.490544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:30.492297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:30.492859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:30.493359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:30.493537] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-27T20:05:30.589063] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:30.596741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:30.634046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:30.635212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:30.654475] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.87% | Symbol ETA: 38.5s | Global ETA: N/A
[2025-11-27T20:05:30.654740] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:30.655529] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:30.655666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:30.660424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:30.662200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:30.662751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:30.663215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:30.663143] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.08%, Actual: 1.38%
[2025-11-27T20:05:30.664077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:30.666445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:30.729119] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:30.768613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:30.769869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:30.833384] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.83%, Actual: 2.28%
[2025-11-27T20:05:30.895419] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:30.961013] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 39.4s | Global ETA: N/A
[2025-11-27T20:05:30.961256] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:30.962089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:30.962210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:30.962782] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:30.964539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:31.002239] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.06%, Actual: 1.44%
[2025-11-27T20:05:31.073504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:31.075110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:31.095669] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:31.125213] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:31.171246] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 0.61%
[2025-11-27T20:05:31.212974] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 42.8s | Global ETA: N/A
[2025-11-27T20:05:31.213247] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:31.214094] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:31.214229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:31.219078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:31.220883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:31.221431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:31.221960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:31.258972] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:31.322945] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 37.9s | Global ETA: N/A
[2025-11-27T20:05:31.323180] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:31.323954] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:31.324074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:31.328813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:31.330596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:31.330754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:31.331129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:31.331593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:31.332475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:31.334846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:31.338678] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.72%
[2025-11-27T20:05:31.368801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:31.369890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:31.420826] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:31.436145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:31.437208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:31.505477] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.92%, Actual: 1.12%
[2025-11-27T20:05:31.595135] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:31.663808] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 38.7s | Global ETA: N/A
[2025-11-27T20:05:31.663946] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:31.664726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:31.664920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:31.667515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:31.673835] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 4.80%
[2025-11-27T20:05:31.696388] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:31.766618] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:31.779039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:31.780337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:31.839833] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.06%
[2025-11-27T20:05:31.859891] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:31.931424] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:31.950540] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 42.0s | Global ETA: N/A
[2025-11-27T20:05:31.950816] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:31.951635] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:31.951770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:31.956536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:31.958459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:31.959178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:31.959741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:31.995724] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.29% | Symbol ETA: 37.2s | Global ETA: N/A
[2025-11-27T20:05:32.002982] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.68%
[2025-11-27T20:05:32.066638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:32.105345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:32.106547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:32.123676] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:32.160722] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.45%, Actual: 2.81%
[2025-11-27T20:05:32.166310] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.10%
[2025-11-27T20:05:32.166676] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 31.6763%
[2025-11-27T20:05:32.166829] [INFO ] [main      ] ABUS: DISCARDED add_gap_morning_composite (score: 31.68%)
[2025-11-27T20:05:32.166941] [INFO ] [main      ] ABUS: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:05:32.167040] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_resolution_state']
[2025-11-27T20:05:32.167158] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:32.182911] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:32.183455] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:32.184383] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:32.184517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:32.186291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:32.186897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:32.187359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:32.295702] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:32.295944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:32.324140] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.70%, Actual: 3.56%
[2025-11-27T20:05:32.345584] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:32.365447] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 38.0s | Global ETA: N/A
[2025-11-27T20:05:32.365738] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:32.366608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:32.366731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:32.369224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:32.435662] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:32.479242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:32.480501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:32.489883] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 1.00%, Actual: 2.95%
[2025-11-27T20:05:32.600894] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:32.654101] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 0.76%
[2025-11-27T20:05:32.676442] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:32.690006] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 41.2s | Global ETA: N/A
[2025-11-27T20:05:32.690268] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:32.691152] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:32.691285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:32.696161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:32.698016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:32.698528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:32.699045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:32.807462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:32.819391] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.16%, Actual: 5.38%
[2025-11-27T20:05:32.822747] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:32.846456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:32.847718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:32.848566] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:32.903436] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 37.7s | Global ETA: N/A
[2025-11-27T20:05:32.903709] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:32.904557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:32.904677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:32.906435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:32.907027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:32.907497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:32.983570] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 1.69%
[2025-11-27T20:05:32.991946] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:33.020968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:33.063545] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 37.4s | Global ETA: N/A
[2025-11-27T20:05:33.071191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:33.149306] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.84%, Actual: 6.99%
[2025-11-27T20:05:33.179293] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:33.237765] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 3.29%, Actual: 0.07%
[2025-11-27T20:05:33.314711] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.87%, Actual: 1.36%
[2025-11-27T20:05:33.342967] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:33.408707] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:33.410757] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.64%, Actual: 1.33%
[2025-11-27T20:05:33.430648] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 40.5s | Global ETA: N/A
[2025-11-27T20:05:33.430783] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:33.431518] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:33.431600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:33.436217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:33.437905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:33.438532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:33.439044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:33.477025] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 2.23%
[2025-11-27T20:05:33.546330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:33.573219] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:33.585128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:33.586432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:33.586308] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.60%, Actual: 1.61%
[2025-11-27T20:05:33.627312] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.02% | Symbol ETA: 37.0s | Global ETA: N/A
[2025-11-27T20:05:33.627604] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:33.628456] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:33.628613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:33.630384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:33.630981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:33.631490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:33.646692] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.29%, Actual: 2.59%
[2025-11-27T20:05:33.647012] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 47.1165%
[2025-11-27T20:05:33.647148] [INFO ] [main      ] AFCG: DISCARDED add_gap_morning_composite (score: 47.12%)
[2025-11-27T20:05:33.647248] [INFO ] [main      ] AFCG: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:05:33.647376] [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']
[2025-11-27T20:05:33.647476] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:33.660527] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:33.661283] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:33.662213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:33.662336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:33.667121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:33.669009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:33.669549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:33.670015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:33.670959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:33.673331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:33.742862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:33.760232] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.73%, Actual: 0.83%
[2025-11-27T20:05:33.780321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:33.791518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:33.827956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:33.929342] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:33.936781] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.03%
[2025-11-27T20:05:34.116014] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:34.118477] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 1.01%
[2025-11-27T20:05:34.135114] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:34.170431] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:34.214933] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.71% | Symbol ETA: 39.7s | Global ETA: N/A
[2025-11-27T20:05:34.215205] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:34.216167] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:34.216308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:34.221491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:34.223461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:34.224080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:34.224627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:34.336913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:34.343416] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.15%, Actual: 0.14%
[2025-11-27T20:05:34.381889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:34.382176] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:34.383423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:34.418049] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:34.461475] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.72% | Symbol ETA: 36.6s | Global ETA: N/A
[2025-11-27T20:05:34.461828] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:34.463060] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:34.463232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:34.465805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:34.466617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:34.467243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:34.517415] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.48% | Symbol ETA: 39.2s | Global ETA: N/A
[2025-11-27T20:05:34.517731] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:34.518975] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:34.519138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:34.526339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:34.528827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:34.529661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:34.530193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:34.531218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:34.533964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:34.548937] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 2.50%
[2025-11-27T20:05:34.611256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:34.679222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:34.690477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:34.764985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:34.779240] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.24%
[2025-11-27T20:05:34.832997] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:34.992650] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.37%
[2025-11-27T20:05:34.993027] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 35.5518%
[2025-11-27T20:05:34.993200] [INFO ] [main      ] AAPD: DISCARDED add_gap_morning_composite (score: 35.55%)
[2025-11-27T20:05:34.993301] [INFO ] [main      ] AAPD: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:05:34.993395] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gap_resolution_state']
[2025-11-27T20:05:34.993491] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:35.009055] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:35.009647] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:35.010595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:35.010717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:35.013183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:35.013319] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:35.073137] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:35.109846] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-11-27T20:05:35.110115] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:35.110989] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:35.111124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:35.116252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:35.118277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:35.118892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:35.119407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:35.135212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:35.178677] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:35.190502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:35.231126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:35.255540] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:35.275051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:05:35.277392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:35.324654] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 36.0s | Global ETA: N/A
[2025-11-27T20:05:35.325098] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:35.326157] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:35.326290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:35.328037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:35.328723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:35.329295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:35.355549] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:35.426834] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.68% | Symbol ETA: 38.5s | Global ETA: N/A
[2025-11-27T20:05:35.427019] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:35.427908] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:35.428034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:35.433036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:35.434939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:35.435507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:35.435990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:35.436914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:35.439381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:35.450731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:35.502465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:35.547181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:35.562194] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:35.594289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:35.629223] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:35.729460] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:35.799061] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.57% | Symbol ETA: 40.0s | Global ETA: N/A
[2025-11-27T20:05:35.799336] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:35.800199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:35.800320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:35.802707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:35.803937] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:35.847602] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:35.895665] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 38.2s | Global ETA: N/A
[2025-11-27T20:05:35.911351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:35.924014] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:35.961873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:36.012644] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:36.066882] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 35.1s | Global ETA: N/A
[2025-11-27T20:05:36.067137] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:36.067945] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:36.068073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:36.069841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:36.070386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:36.070854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:36.071397] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.23%, Actual: 0.28%
[2025-11-27T20:05:36.089952] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:36.157354] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 1.59% | Symbol ETA: 37.3s | Global ETA: N/A
[2025-11-27T20:05:36.157619] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:36.158462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:36.158607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:36.163617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:36.165434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:36.166006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:36.166464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:36.167423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:36.169913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:36.176637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:36.224431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:36.240671] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.69%, Actual: 0.97%
[2025-11-27T20:05:36.276082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:36.296059] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:36.323920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:36.405384] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 0.27%
[2025-11-27T20:05:36.463879] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:36.532839] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.42% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-11-27T20:05:36.533098] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:36.533941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:36.534064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:36.536475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:36.552493] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:36.569023] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.51%
[2025-11-27T20:05:36.646425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:36.651236] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:36.696668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:36.716165] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:36.738548] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 1.10%
[2025-11-27T20:05:36.768707] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-11-27T20:05:36.768840] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:36.769599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:36.769686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:36.771293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:36.771798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:36.772189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:36.816452] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:36.875946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:36.882972] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 36.3s | Global ETA: N/A
[2025-11-27T20:05:36.883228] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:36.884091] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:36.884217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:36.889104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:36.890897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:36.891438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:36.891904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:36.892808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:36.895174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:36.904627] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.34%
[2025-11-27T20:05:36.924143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:36.999455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:37.027347] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:37.046132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:37.072870] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 2.27%
[2025-11-27T20:05:37.196190] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:37.241900] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.71%, Actual: 0.75%
[2025-11-27T20:05:37.264625] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 38.1s | Global ETA: N/A
[2025-11-27T20:05:37.264588] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:37.264771] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:37.265658] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:37.265797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:37.268233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:37.379735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:37.382331] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:37.408959] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.68%, Actual: 1.67%
[2025-11-27T20:05:37.429949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:37.440275] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:37.496226] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.44% | Symbol ETA: 33.5s | Global ETA: N/A
[2025-11-27T20:05:37.496503] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:37.497349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:37.497479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:37.499362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:37.499996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:37.500502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:37.550083] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:37.577324] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.48%
[2025-11-27T20:05:37.577689] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 45.9310%
[2025-11-27T20:05:37.577814] [INFO ] [main      ] CBSH: DISCARDED add_gap_morning_composite (score: 45.93%)
[2025-11-27T20:05:37.577924] [INFO ] [main      ] CBSH: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:05:37.578025] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_gap_resolution_state']
[2025-11-27T20:05:37.578151] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:37.591080] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:37.591508] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:37.592345] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:37.592415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:37.597249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:37.599092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:37.599605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:37.600089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:37.615212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:37.617560] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-11-27T20:05:37.617781] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:37.618653] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:37.618781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:37.623778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:37.625672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:37.626249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:37.626734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:37.627701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:37.630207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:37.666204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:37.710389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:37.740487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:37.749855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:37.768537] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:37.788448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:37.801157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:37.937246] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:38.004406] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 37.4s | Global ETA: N/A
[2025-11-27T20:05:38.004685] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:38.005516] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:38.005653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:38.007981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:38.013554] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:38.116143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:38.125169] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:38.129522] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:38.165764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:38.185763] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:38.241840] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 32.8s | Global ETA: N/A
[2025-11-27T20:05:38.242334] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:38.243477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:38.243653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:38.245490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:38.246105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:38.246591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:38.294982] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:38.300237] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:38.360171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:38.368023] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 34.6s | Global ETA: N/A
[2025-11-27T20:05:38.368295] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:38.369182] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:38.369308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:38.374175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:38.375974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:38.376520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:38.376996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:38.377923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:38.380370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:38.384151] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 42.2s | Global ETA: N/A
[2025-11-27T20:05:38.384411] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:38.385275] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:38.385405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:38.390207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:38.392049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:38.392602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:38.393100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:38.410307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:38.486143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:38.498825] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:38.500452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:38.534435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:38.539021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:38.588788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:38.666044] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:38.733520] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 36.6s | Global ETA: N/A
[2025-11-27T20:05:38.733668] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:38.734455] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:38.734529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:38.736820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:38.752941] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:38.842792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:38.868315] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:38.891990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:38.917311] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:38.945007] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:38.969379] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-11-27T20:05:38.969669] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:38.970469] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:38.970613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:38.972256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:38.972819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:38.973267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.034665] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:39.078220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:39.100798] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 33.8s | Global ETA: N/A
[2025-11-27T20:05:39.100950] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:39.101933] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:39.102065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:39.107262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:39.109387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:39.109704] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:39.110014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:39.110459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:39.111371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:39.113820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.126931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:39.198323] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 41.5s | Global ETA: N/A
[2025-11-27T20:05:39.198611] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:39.199445] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:39.199608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:39.204307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:39.206090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:39.206641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:39.207135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.222331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:39.249142] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:39.269904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:39.313559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:39.351164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:39.400207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:39.422405] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:39.459648] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:39.488876] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.93% | Symbol ETA: 35.8s | Global ETA: N/A
[2025-11-27T20:05:39.489142] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:39.489953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:39.490076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:39.492432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.597308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:39.613702] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:39.625297] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:39.645363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:39.679506] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 31.3s | Global ETA: N/A
[2025-11-27T20:05:39.725519] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:39.799505] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:39.846075] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.60%, Actual: 1.38%
[2025-11-27T20:05:39.867754] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 33.0s | Global ETA: N/A
[2025-11-27T20:05:39.867901] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:39.868841] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:39.868970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:39.873869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:39.875753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:39.876289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:39.876758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:39.877673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:39.880117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.892196] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:39.980259] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 40.7s | Global ETA: N/A
[2025-11-27T20:05:39.980410] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:39.981174] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:39.981365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:39.982332] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:39.986075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:39.987862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:39.988410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:39.988925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:39.994115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:40.008131] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.02%, Actual: 2.28%
[2025-11-27T20:05:40.041693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:40.093448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:40.130898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:40.150533] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:40.172183] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.72%, Actual: 1.44%
[2025-11-27T20:05:40.179084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:40.218149] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 35.1s | Global ETA: N/A
[2025-11-27T20:05:40.218454] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:40.219270] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:40.219393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:40.221733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:40.332205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:40.340240] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.61%
[2025-11-27T20:05:40.378555] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:40.382592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:40.508982] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:40.509133] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 0.72%
[2025-11-27T20:05:40.551258] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:40.618099] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 32.2s | Global ETA: N/A
[2025-11-27T20:05:40.618378] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:40.619234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:40.619359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:40.624261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:40.626224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:40.626813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:40.627277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:40.628268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:40.630779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:40.673357] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:40.677143] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 1.12%
[2025-11-27T20:05:40.735249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:40.744273] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:40.762288] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 39.9s | Global ETA: N/A
[2025-11-27T20:05:40.762455] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:40.763346] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:40.763480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:40.768258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:40.770076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:40.770623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:40.771154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:40.781383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:40.843080] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 4.80%
[2025-11-27T20:05:40.876981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:40.910554] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:40.914525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:40.962998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:40.976471] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 34.4s | Global ETA: N/A
[2025-11-27T20:05:40.976621] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:40.977386] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:40.977588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:40.979932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:41.085642] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.06%
[2025-11-27T20:05:41.087876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:41.108081] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:41.138053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:41.253044] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 1.68%
[2025-11-27T20:05:41.271474] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:41.289973] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:41.333672] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.23% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-27T20:05:41.420398] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.10%
[2025-11-27T20:05:41.420773] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.5671%
[2025-11-27T20:05:41.420930] [INFO ] [main      ] ABUS: DISCARDED add_gap_resolution_state (score: 42.57%)
[2025-11-27T20:05:41.421039] [INFO ] [main      ] ABUS: Testing feature 13/53: add_gaps
[2025-11-27T20:05:41.421140] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gaps']
[2025-11-27T20:05:41.421243] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:41.432250] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:41.432669] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:41.433509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:41.433593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:41.435321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:41.435979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:41.436451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:41.453776] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:41.473052] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:41.497252] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.48%, Actual: 2.81%
[2025-11-27T20:05:41.540529] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-11-27T20:05:41.540683] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:41.541595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:41.541727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:41.546466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:41.548687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:41.548840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:41.549742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:41.549855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:41.550327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:41.641376] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:41.656091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:41.660859] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.68%, Actual: 3.56%
[2025-11-27T20:05:41.694651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:41.707903] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 33.6s | Global ETA: N/A
[2025-11-27T20:05:41.708240] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:41.709162] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:41.709284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:41.711621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:41.743687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:41.817772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:41.824456] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 1.59%, Actual: 2.95%
[2025-11-27T20:05:41.866859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:41.883246] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:41.986886] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.76%
[2025-11-27T20:05:42.052050] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:42.072215] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:42.107503] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-27T20:05:42.107808] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:42.108926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:42.109090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:42.110964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:42.111606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:42.112091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:42.148609] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 5.38%
[2025-11-27T20:05:42.203743] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:42.224336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:42.225533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:42.238505] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:42.311718] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.69%
[2025-11-27T20:05:42.326625] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 38.3s | Global ETA: N/A
[2025-11-27T20:05:42.326778] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:42.327664] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:42.327793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:42.332881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:42.334706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:42.335236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:42.335738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:42.372081] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:42.444044] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 32.9s | Global ETA: N/A
[2025-11-27T20:05:42.446230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:42.474619] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 6.99%
[2025-11-27T20:05:42.485231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:42.539335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:42.560712] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:42.611431] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.57%, Actual: 0.07%
[2025-11-27T20:05:42.692093] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.88%, Actual: 1.36%
[2025-11-27T20:05:42.725809] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:42.779921] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.42%, Actual: 1.33%
[2025-11-27T20:05:42.780211] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.09% | Symbol ETA: 36.2s | Global ETA: N/A
[2025-11-27T20:05:42.780479] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:42.781290] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:42.781421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:42.783120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:42.783697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:42.784154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:42.855623] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 2.23%
[2025-11-27T20:05:42.864102] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:42.890269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:42.891411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:42.944984] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.25%, Actual: 1.61%
[2025-11-27T20:05:43.018632] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.23%, Actual: 2.59%
[2025-11-27T20:05:43.018970] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.3318%
[2025-11-27T20:05:43.019119] [INFO ] [main      ] AFCG: DISCARDED add_gap_resolution_state (score: 39.33%)
[2025-11-27T20:05:43.019217] [INFO ] [main      ] AFCG: Testing feature 13/53: add_gaps
[2025-11-27T20:05:43.019309] [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']
[2025-11-27T20:05:43.019406] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:43.025790] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:43.030968] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:43.031626] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:43.032519] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:43.032661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:43.037389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:43.039370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:43.039874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:43.040322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:43.041227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:43.043625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:43.112777] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.12%, Actual: 0.83%
[2025-11-27T20:05:43.113003] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 2.51% | Symbol ETA: 37.5s | Global ETA: N/A
[2025-11-27T20:05:43.113136] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:43.113885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:43.113954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:43.118553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:43.120244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:43.120742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:43.121165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:43.148769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:43.149639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:43.222383] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:43.222516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:43.258513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:43.279337] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 1.03%
[2025-11-27T20:05:43.305372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:43.386227] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:43.442845] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.40% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-11-27T20:05:43.443138] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:43.444131] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:43.444282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:43.446200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:43.446841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:43.447368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:43.447646] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.01%
[2025-11-27T20:05:43.474281] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:43.564031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:43.565243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:43.613318] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 0.14%
[2025-11-27T20:05:43.628878] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:43.636778] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:43.703731] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 37.3s | Global ETA: N/A
[2025-11-27T20:05:43.703992] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:43.704807] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:43.704935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:43.709705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:43.711488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:43.712035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:43.712498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:43.713363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:43.715736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:43.791114] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:43.821069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:43.822071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:43.841822] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 2.50%
[2025-11-27T20:05:43.880877] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.21% | Symbol ETA: 36.7s | Global ETA: N/A
[2025-11-27T20:05:43.881157] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:43.881992] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:43.882123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:43.886796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:43.888604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:43.889143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:43.889651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:43.896651] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:43.998707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:44.009646] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 0.24%
[2025-11-27T20:05:44.037995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:44.064710] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:44.088188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:44.119557] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -2.45% | Symbol ETA: 34.9s | Global ETA: N/A
[2025-11-27T20:05:44.119719] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:44.120636] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:44.120762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:44.122431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:44.123007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:44.123456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.151213] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:44.176688] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -2.20%, Actual: 0.37%
[2025-11-27T20:05:44.177017] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.3929%
[2025-11-27T20:05:44.177160] [INFO ] [main      ] AAPD: DISCARDED add_gap_resolution_state (score: 39.39%)
[2025-11-27T20:05:44.177260] [INFO ] [main      ] AAPD: Testing feature 13/53: add_gaps
[2025-11-27T20:05:44.177351] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps']
[2025-11-27T20:05:44.177440] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:44.191642] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:44.192174] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:44.193082] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:44.193202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:44.195594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.234398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:44.235561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:44.309675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:44.310876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:44.318155] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:44.386202] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 36.7s | Global ETA: N/A
[2025-11-27T20:05:44.386452] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:44.387259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:44.387382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:44.392189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:44.394045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:44.394600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:44.395050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:44.395997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:44.398381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.429810] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:44.504398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:44.505413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:44.570479] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:44.594724] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:44.653494] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:44.683412] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 35.9s | Global ETA: N/A
[2025-11-27T20:05:44.683567] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:44.684337] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:44.684540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:44.689348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:44.691113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:44.691665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:44.692157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.735828] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:44.790121] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 34.2s | Global ETA: N/A
[2025-11-27T20:05:44.790277] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:44.791036] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:44.791236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:44.792911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:44.793456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:44.793920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.795177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:44.817845] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:44.831932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:05:44.841139] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:44.879553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:44.887738] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-11-27T20:05:44.887869] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:44.890610] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:44.890678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:44.892963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:44.900508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:44.901505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:45.003719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:45.004662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:45.008463] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:45.076918] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 4.08% | Symbol ETA: 36.0s | Global ETA: N/A
[2025-11-27T20:05:45.077170] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:45.078047] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:45.078196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:45.083152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:45.084984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:45.085535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:45.086008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:45.086981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:45.089496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:45.201763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:45.202904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:45.209405] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:45.232260] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:45.339839] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:45.375337] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:45.398384] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:45.452425] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 33.5s | Global ETA: N/A
[2025-11-27T20:05:45.452673] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:45.453460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:45.453602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:45.455287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:45.455854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:45.456330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:45.469752] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 35.1s | Global ETA: N/A
[2025-11-27T20:05:45.505613] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:45.549307] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:45.560950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:45.561863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:45.576146] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 36.1s | Global ETA: N/A
[2025-11-27T20:05:45.576384] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:45.577188] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:45.577308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:45.579712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:45.643029] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.00%, Actual: 0.28%
[2025-11-27T20:05:45.687615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:45.688499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:45.723561] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:45.793452] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 5.85% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-11-27T20:05:45.793690] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:45.794566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:45.794711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:45.799742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:45.801548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:45.802134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:45.802615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:45.803618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:45.806017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:45.865039] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.30%, Actual: 0.97%
[2025-11-27T20:05:45.895696] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:45.917944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:45.918994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:46.016966] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:46.028942] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.27%
[2025-11-27T20:05:46.059876] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:46.113335] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 32.9s | Global ETA: N/A
[2025-11-27T20:05:46.113608] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:46.114408] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:46.114538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:46.116222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:46.116783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:46.117240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:46.189447] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:46.202732] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 1.51%
[2025-11-27T20:05:46.221960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:46.223146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:46.259413] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-11-27T20:05:46.259693] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:46.260550] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:46.260740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:46.261628] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:46.263282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:46.367412] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.10%
[2025-11-27T20:05:46.382197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:46.383489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:46.441619] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:46.508702] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 34.7s | Global ETA: N/A
[2025-11-27T20:05:46.508956] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:46.509765] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:46.509891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:46.514756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:46.516591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:46.517132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:46.517613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:46.518557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:46.521044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:46.534015] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 1.34%
[2025-11-27T20:05:46.552351] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:46.630853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:46.631964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:46.698548] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 2.51%, Actual: 2.27%
[2025-11-27T20:05:46.720551] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:46.744498] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:46.775334] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 32.2s | Global ETA: N/A
[2025-11-27T20:05:46.775618] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:46.776416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:46.776548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:46.778242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:46.778813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:46.779265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:46.863895] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.21%, Actual: 0.75%
[2025-11-27T20:05:46.881308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:46.882387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:46.923236] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:46.971416] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:46.993790] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.94% | Symbol ETA: 34.8s | Global ETA: N/A
[2025-11-27T20:05:46.994050] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:46.994956] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:46.995082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:46.997459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.027291] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.96%, Actual: 1.67%
[2025-11-27T20:05:47.106281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:47.107314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:47.140951] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:47.191874] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.48%
[2025-11-27T20:05:47.192190] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 39.4552%
[2025-11-27T20:05:47.192336] [INFO ] [main      ] CBSH: DISCARDED add_gap_resolution_state (score: 39.46%)
[2025-11-27T20:05:47.192441] [INFO ] [main      ] CBSH: Testing feature 13/53: add_gaps
[2025-11-27T20:05:47.192543] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_gaps']
[2025-11-27T20:05:47.192666] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:47.205141] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:47.205692] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:47.206595] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:47.206729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:47.209363] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:47.209334] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 34.0s | Global ETA: N/A
[2025-11-27T20:05:47.209606] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:47.210428] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:47.210555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:47.211496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:47.213249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:47.213751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:47.214260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.215587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:47.217409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:47.217961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:47.218449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:47.219385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:47.221803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.323074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:47.331699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:47.332792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:47.361722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:47.362673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:47.373069] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:47.426787] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 31.5s | Global ETA: N/A
[2025-11-27T20:05:47.427041] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:47.427844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:47.427972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:47.429663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:47.430199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:47.430684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.451401] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:47.532792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:47.533917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:47.622159] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:47.668945] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:47.692167] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 34.1s | Global ETA: N/A
[2025-11-27T20:05:47.692422] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:47.693292] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:47.693424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:47.695935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.718167] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:47.807668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:47.808857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:47.833944] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:47.860480] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:47.883492] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:47.900466] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 33.3s | Global ETA: N/A
[2025-11-27T20:05:47.900728] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:47.901520] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:47.901660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:47.906359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:47.908107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:47.908666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:47.909106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:47.910009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:47.912361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:47.974541] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-11-27T20:05:47.974698] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:47.975490] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:47.975553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:47.980204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:47.981917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:47.982540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:47.983053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:48.016460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:48.017628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:48.024805] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:48.078138] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-11-27T20:05:48.087452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:48.125407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:48.126637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:48.152534] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:48.246003] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: 1.12%, Actual: 1.38%
[2025-11-27T20:05:48.325750] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:48.350632] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:48.396516] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 33.4s | Global ETA: N/A
[2025-11-27T20:05:48.396789] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:48.397617] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:48.397740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:48.400302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:48.412938] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.09%, Actual: 2.28%
[2025-11-27T20:05:48.459801] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:48.512470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:48.513602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:48.516966] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:48.579884] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.40%, Actual: 1.44%
[2025-11-27T20:05:48.586048] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.49% | Symbol ETA: 32.6s | Global ETA: N/A
[2025-11-27T20:05:48.586317] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:48.587155] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:48.587278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:48.592159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:48.593959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:48.594515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:48.594968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:48.595874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:48.598320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:48.627493] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:48.703225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:48.704308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:48.716862] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 38.1s | Global ETA: N/A
[2025-11-27T20:05:48.717155] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:48.717973] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:48.718105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:48.722817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:48.724608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:48.725143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:48.725666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:48.748475] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -2.45%, Actual: 0.61%
[2025-11-27T20:05:48.833770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:48.861848] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:48.872963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:48.874296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:48.913933] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 0.72%
[2025-11-27T20:05:49.029050] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:49.040421] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:49.081933] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 1.12%
[2025-11-27T20:05:49.096780] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 32.7s | Global ETA: N/A
[2025-11-27T20:05:49.097057] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:49.097898] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:49.097992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:49.100397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:49.206231] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:49.210812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:49.210731] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:49.211842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:49.251748] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.61%, Actual: 4.80%
[2025-11-27T20:05:49.277339] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.54% | Symbol ETA: 31.9s | Global ETA: N/A
[2025-11-27T20:05:49.277494] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:49.278422] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:49.278503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:49.283430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:49.285323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:49.285878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:49.286360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:49.287312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:49.289848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:49.369550] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:49.399948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:49.401022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:49.423527] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 0.06%
[2025-11-27T20:05:49.457332] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 37.3s | Global ETA: N/A
[2025-11-27T20:05:49.457612] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:49.458466] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:49.458618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:49.463406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:49.465215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:49.465768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:49.466318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:49.547128] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:49.571674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:49.589980] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 1.68%
[2025-11-27T20:05:49.609310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:49.610398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:49.712871] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:49.735864] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:49.753883] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.10%
[2025-11-27T20:05:49.754257] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 38.9715%
[2025-11-27T20:05:49.754356] [INFO ] [main      ] ABUS: DISCARDED add_gaps (score: 38.97%)
[2025-11-27T20:05:49.754467] [INFO ] [main      ] ABUS: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:05:49.754565] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_intraday_skewness_proxies']
[2025-11-27T20:05:49.754681] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:49.765695] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:49.766184] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:49.767169] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:49.767301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:49.769072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:49.769661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:49.770137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:49.780611] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-11-27T20:05:49.780873] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:49.781690] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:49.781809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:49.784133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:49.875303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:49.876724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:49.888715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:49.889853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:49.903080] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:49.948163] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:49.970709] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.64% | Symbol ETA: 31.2s | Global ETA: N/A
[2025-11-27T20:05:50.113191] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:50.133676] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -0.83%, Actual: 2.81%
[2025-11-27T20:05:50.201367] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:50.202796] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 36.5s | Global ETA: N/A
[2025-11-27T20:05:50.203053] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:50.203820] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:50.203949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:50.208634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:50.210373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:50.210927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:50.211423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:50.224674] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:50.297276] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.01%, Actual: 3.56%
[2025-11-27T20:05:50.314216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:50.351160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:50.352071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:50.363446] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:50.389694] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:50.420145] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 30.9s | Global ETA: N/A
[2025-11-27T20:05:50.420279] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:50.421089] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:50.421168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:50.422783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:50.423735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:50.424189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:50.458510] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 31.3s | Global ETA: N/A
[2025-11-27T20:05:50.458785] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:50.459640] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:05:50.459758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:50.462169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:50.466868] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 4.08%, Actual: 2.95%
[2025-11-27T20:05:50.533779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:50.535296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:50.575498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:50.576732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:50.639060] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 5.85%, Actual: 0.76%
[2025-11-27T20:05:50.692962] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:05:50.803652] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 5.38%
[2025-11-27T20:05:50.864444] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:50.864909] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:50.925653] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:50.961101] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 35.8s | Global ETA: N/A
[2025-11-27T20:05:50.961358] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:05:50.962236] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:50.962370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:50.967420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:50.968702] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 1.69%
[2025-11-27T20:05:50.969375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:50.969900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:50.970454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:51.028789] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:51.080255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:51.083050] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.38% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-11-27T20:05:51.083318] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:51.084131] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:51.084278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:51.085959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:51.086502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:51.086966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:51.091035] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:51.119921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:51.121104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:51.133710] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 6.99%
[2025-11-27T20:05:51.160975] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 30.6s | Global ETA: N/A
[2025-11-27T20:05:51.193131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:51.194507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:51.298865] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.49%, Actual: 1.36%
[2025-11-27T20:05:51.336837] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.06%, Actual: 0.07%
[2025-11-27T20:05:51.463327] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:05:51.464855] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.54%, Actual: 2.23%
[2025-11-27T20:05:51.503675] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.54%, Actual: 1.33%
[2025-11-27T20:05:51.519714] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:05:51.633382] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.64%, Actual: 2.59%
[2025-11-27T20:05:51.633635] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 37.3789%
[2025-11-27T20:05:51.633730] [INFO ] [main      ] AFCG: DISCARDED add_gaps (score: 37.38%)
[2025-11-27T20:05:51.633907] [INFO ] [main      ] AFCG: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:05:51.634001] [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']
[2025-11-27T20:05:51.634102] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:05:51.638130] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:51.646931] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:51.647609] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:05:51.648514] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:51.648659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:51.653642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:51.655504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:51.656054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:51.656519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:51.657478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:51.659967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:51.674288] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 1.61%
[2025-11-27T20:05:51.685005] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:51.733028] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 35.1s | Global ETA: N/A
[2025-11-27T20:05:51.733194] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:05:51.734124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:51.734289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:51.739630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:51.740235] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.92% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-11-27T20:05:51.740455] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:05:51.741313] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:51.741441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:51.741549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:51.742180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:51.742713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:51.743129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:51.743699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:51.744149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:51.770926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:51.772393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:51.849843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:51.851444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:51.855639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:51.863315] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.94%, Actual: 0.83%
[2025-11-27T20:05:51.897020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:51.898207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:52.029445] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 1.03%
[2025-11-27T20:05:52.108043] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:05:52.177409] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:05:52.195504] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 1.01%
[2025-11-27T20:05:52.242895] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:05:52.272995] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:52.340248] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.77% | Symbol ETA: 32.1s | Global ETA: N/A
[2025-11-27T20:05:52.340497] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:05:52.341298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:52.341422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:52.341923] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:52.346101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:52.347879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:52.348420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:52.348879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:52.349728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:52.352060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:52.361664] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.14%
[2025-11-27T20:05:52.395993] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 28.9s | Global ETA: N/A
[2025-11-27T20:05:52.396127] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:05:52.396873] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:52.396959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:52.398563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:52.399079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:52.399453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:52.410978] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:52.457558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:52.459028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:52.503413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:52.503889] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-11-27T20:05:52.504158] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:05:52.504839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:52.505071] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:52.505158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:52.509941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:52.511817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:52.512364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:52.512885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:52.541725] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 2.50%
[2025-11-27T20:05:52.619460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:52.656298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:52.657378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:52.712060] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 0.24%
[2025-11-27T20:05:52.787074] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:05:52.831343] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:05:52.879810] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 0.37%
[2025-11-27T20:05:52.880170] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 47.5198%
[2025-11-27T20:05:52.880368] [INFO ] [main      ] AAPD: KEPT add_gaps (score: 47.52%)
[2025-11-27T20:05:52.880482] [INFO ] [main      ] AAPD: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:05:52.880588] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_intraday_skewness_proxies']
[2025-11-27T20:05:52.880687] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:05:52.894641] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:52.895342] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:05:52.896299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:52.896432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:52.898949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:52.949784] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:52.983812] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:05:52.996085] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:53.009751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:53.010914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.012212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.018518] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 31.3s | Global ETA: N/A
[2025-11-27T20:05:53.018792] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:05:53.019622] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:53.019748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:53.024619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.026421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:53.026969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.027427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:53.028394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:53.030824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.050095] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 28.3s | Global ETA: N/A
[2025-11-27T20:05:53.050371] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:05:53.051202] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:53.051333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.053012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:53.053563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.054031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.138370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.139863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.146007] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:53.160294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.161874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.236904] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.89% | Symbol ETA: 33.6s | Global ETA: N/A
[2025-11-27T20:05:53.237170] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:05:53.238018] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:53.238168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:53.243004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.244812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:53.245357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.245882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.349009] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:05:53.349537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:53.386442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:53.387464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.466431] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:05:53.490329] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:05:53.518328] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:53.590972] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 32.4s | Global ETA: N/A
[2025-11-27T20:05:53.591237] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:05:53.592067] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:53.592188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:53.594546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.631013] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:53.654567] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:53.698784] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 30.6s | Global ETA: N/A
[2025-11-27T20:05:53.699046] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:05:53.699860] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:53.699983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:53.704790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.705375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:53.706591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.706659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:53.707241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.707707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:53.707974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.708666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:53.708941] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 27.6s | Global ETA: N/A
[2025-11-27T20:05:53.709209] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:05:53.711645] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:53.711781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.712919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.713474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:53.714061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.714509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:53.716963] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:05:53.817471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.818888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.820880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:53.822388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:53.886258] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:53.977067] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.97% | Symbol ETA: 32.8s | Global ETA: N/A
[2025-11-27T20:05:53.977336] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:05:53.978226] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:53.978362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:53.983127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:53.984920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:53.985464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:53.985983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:54.039656] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:05:54.092617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:54.131251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:54.132341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:54.143448] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:05:54.155788] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:05:54.204283] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:54.275591] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 31.6s | Global ETA: N/A
[2025-11-27T20:05:54.275845] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:05:54.276703] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:54.276823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:54.279177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:54.313275] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:54.323152] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:54.371915] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-11-27T20:05:54.372183] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:05:54.372986] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:54.373118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:54.374955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:54.375552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:54.376103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:54.391657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:54.392229] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 30.0s | Global ETA: N/A
[2025-11-27T20:05:54.392480] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:05:54.392907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:54.393298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:54.393437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:54.394283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:54.398243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:54.400123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:54.400677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:54.401143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:54.402059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:54.404424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:54.479299] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:05:54.486692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:54.488298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:54.513591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:54.515030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:54.651718] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:54.743824] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-11-27T20:05:54.760527] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:05:54.828859] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:05:54.851119] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:05:54.915104] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.24%, Actual: 0.28%
[2025-11-27T20:05:54.929379] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:54.997641] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:55.003035] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-11-27T20:05:55.003300] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:05:55.004220] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:55.004359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:55.006833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.014897] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:55.051508] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-27T20:05:55.051733] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:05:55.052519] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:55.052640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:55.054328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:55.054908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:55.055371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.081859] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 29.3s | Global ETA: N/A
[2025-11-27T20:05:55.082063] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:05:55.082855] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:55.082959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:55.086342] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.81%, Actual: 0.97%
[2025-11-27T20:05:55.087634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:55.089412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:55.089936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:55.090362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:55.091257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:55.093570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.118609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:55.119797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.121102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.166002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.167446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.197517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.199011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.258001] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 0.27%
[2025-11-27T20:05:55.429404] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 1.51%
[2025-11-27T20:05:55.463229] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:05:55.524874] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:05:55.534361] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:05:55.607771] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 1.10%
[2025-11-27T20:05:55.640518] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:55.700455] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:55.700662] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:55.713466] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.02% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-11-27T20:05:55.713748] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:05:55.714756] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:55.714891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:55.717314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.754403] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-11-27T20:05:55.754688] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:05:55.755485] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:55.755633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:55.757324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:55.757880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:55.758304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.767935] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 28.6s | Global ETA: N/A
[2025-11-27T20:05:55.768208] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:05:55.769018] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:55.769160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:55.773995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:55.775848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:55.776422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:55.776875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:55.777786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:55.778847] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 1.34%
[2025-11-27T20:05:55.780288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:55.829430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:55.830689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.831986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.868076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.869599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.891459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:55.893155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:55.952590] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 2.27%
[2025-11-27T20:05:56.124798] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.89%, Actual: 0.75%
[2025-11-27T20:05:56.189567] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:05:56.200618] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:05:56.228931] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:05:56.300903] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.97%, Actual: 1.67%
[2025-11-27T20:05:56.366112] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:56.366608] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:05:56.398215] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:56.419812] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.91% | Symbol ETA: 25.0s | Global ETA: N/A
[2025-11-27T20:05:56.436490] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 29.7s | Global ETA: N/A
[2025-11-27T20:05:56.436800] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:05:56.437630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:56.437752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:56.440080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:56.466360] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 2.16% | Symbol ETA: 27.9s | Global ETA: N/A
[2025-11-27T20:05:56.466630] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:05:56.467456] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:56.467600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:56.472556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:56.474104] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 0.48%
[2025-11-27T20:05:56.474412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:56.474442] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 38.4103%
[2025-11-27T20:05:56.474638] [INFO ] [main      ] CBSH: DISCARDED add_gaps (score: 38.41%)
[2025-11-27T20:05:56.474753] [INFO ] [main      ] CBSH: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:05:56.474858] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_intraday_skewness_proxies']
[2025-11-27T20:05:56.474963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:56.474966] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:05:56.475354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:56.476401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:56.478903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:56.488415] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:56.488866] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:05:56.489773] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:56.489855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:56.494939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:56.496769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:56.497253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:56.497702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:56.543368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:56.544424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:56.545612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:56.586521] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.14%, Actual: 1.38%
[2025-11-27T20:05:56.589947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:56.591547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:56.611554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:56.651601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:56.653173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:56.750155] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.38%, Actual: 2.28%
[2025-11-27T20:05:56.888015] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:05:56.916603] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.92%, Actual: 1.44%
[2025-11-27T20:05:56.928877] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:05:56.996344] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:05:57.060445] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:05:57.083751] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 0.61%
[2025-11-27T20:05:57.091180] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:57.132917] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 28.9s | Global ETA: N/A
[2025-11-27T20:05:57.133075] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:05:57.133942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:57.134109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:57.136616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:57.157650] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-11-27T20:05:57.157858] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:05:57.158677] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:57.158807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:57.163626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:57.165373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:57.165913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:57.166371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:57.167274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:57.169736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:57.169895] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:57.249638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:57.250876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:57.252197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:57.252428] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.72%
[2025-11-27T20:05:57.262660] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 34.8s | Global ETA: N/A
[2025-11-27T20:05:57.262943] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:05:57.263814] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:57.263949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:57.268982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:57.270923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:57.271498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:57.272031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:57.273172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:57.274525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:57.383597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:57.418795] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.37%, Actual: 1.12%
[2025-11-27T20:05:57.423147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:57.424641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:57.587502] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.22%, Actual: 4.80%
[2025-11-27T20:05:57.601869] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:05:57.604870] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:05:57.755616] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 1.03%, Actual: 0.06%
[2025-11-27T20:05:57.769966] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:05:57.770933] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:57.776128] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:05:57.836698] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -1.58% | Symbol ETA: 26.5s | Global ETA: N/A
[2025-11-27T20:05:57.836941] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:05:57.837746] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:05:57.837867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:57.842644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:57.844419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:57.844969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:57.845411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:05:57.846316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:57.848781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:57.849237] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.39% | Symbol ETA: 28.2s | Global ETA: N/A
[2025-11-27T20:05:57.849494] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:05:57.850327] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:57.850451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:57.852954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:57.928044] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 1.68%
[2025-11-27T20:05:57.942867] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:57.952294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:57.953841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:57.964163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:57.965447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:57.966742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:58.034877] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 34.0s | Global ETA: N/A
[2025-11-27T20:05:58.035042] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:05:58.035861] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:58.036069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:58.040921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:58.042760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:58.043319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:58.043890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:58.107178] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.91%, Actual: 0.10%
[2025-11-27T20:05:58.107704] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 36.9979%
[2025-11-27T20:05:58.107878] [INFO ] [main      ] ABUS: DISCARDED add_intraday_skewness_proxies (score: 37.00%)
[2025-11-27T20:05:58.107993] [INFO ] [main      ] ABUS: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:05:58.108097] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_intraday_volatility_percentile']
[2025-11-27T20:05:58.108254] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:05:58.124072] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:05:58.124844] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:05:58.125874] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:58.126010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:58.127836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:58.128460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:58.128945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:58.156700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:58.196637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:58.198009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:58.234811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:05:58.280471] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:05:58.309402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:58.319932] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:05:58.445004] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:58.491762] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:05:58.511495] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.84% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-11-27T20:05:58.552083] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:05:58.566106] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.40% | Symbol ETA: 27.5s | Global ETA: N/A
[2025-11-27T20:05:58.566390] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:05:58.567235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:58.567360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:58.569804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:58.641037] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:05:58.676845] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.77%, Actual: 2.81%
[2025-11-27T20:05:58.681288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:58.682453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:58.683830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:58.728888] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:05:58.806658] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:05:58.826450] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 33.3s | Global ETA: N/A
[2025-11-27T20:05:58.826752] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:05:58.827746] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:58.827904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:58.832817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:58.834738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:58.835313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:58.835851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:58.844941] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.60%, Actual: 3.56%
[2025-11-27T20:05:58.860428] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 29.3s | Global ETA: N/A
[2025-11-27T20:05:58.860712] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:05:58.861516] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:58.861659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:58.863389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:58.863939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:58.864392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:58.939713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:58.970946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:05:58.976439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:58.978034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:59.011157] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 2.95%
[2025-11-27T20:05:59.033551] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:05:59.045679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:59.174535] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 0.76%
[2025-11-27T20:05:59.205822] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:05:59.274544] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 26.8s | Global ETA: N/A
[2025-11-27T20:05:59.274820] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:05:59.275643] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:05:59.275763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:05:59.278049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:59.305693] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:05:59.338915] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 5.38%
[2025-11-27T20:05:59.369482] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:05:59.385459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:05:59.386377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:59.387615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:59.470205] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:05:59.503693] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 1.69%
[2025-11-27T20:05:59.534159] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:05:59.559099] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 32.5s | Global ETA: N/A
[2025-11-27T20:05:59.559248] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:05:59.560022] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:05:59.560092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:05:59.564878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:59.566776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:05:59.567344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:59.567867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:59.588358] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.28% | Symbol ETA: 28.5s | Global ETA: N/A
[2025-11-27T20:05:59.588592] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:05:59.589438] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:05:59.589598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:05:59.591277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:05:59.591836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:05:59.592314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:05:59.669600] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.16%, Actual: 6.99%
[2025-11-27T20:05:59.672065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:05:59.698015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:05:59.710063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:05:59.711559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:59.718747] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:05:59.770613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:05:59.838214] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 1.34%, Actual: 1.36%
[2025-11-27T20:05:59.883880] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:05:59.952324] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 26.1s | Global ETA: N/A
[2025-11-27T20:06:00.002829] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -1.58%, Actual: 2.23%
[2025-11-27T20:06:00.039056] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:00.097443] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:00.121472] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.02%, Actual: 0.07%
[2025-11-27T20:06:00.168933] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.84%, Actual: 2.59%
[2025-11-27T20:06:00.169218] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 43.1207%
[2025-11-27T20:06:00.169370] [INFO ] [main      ] AFCG: DISCARDED add_intraday_skewness_proxies (score: 43.12%)
[2025-11-27T20:06:00.169431] [INFO ] [main      ] AFCG: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:06:00.169523] [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']
[2025-11-27T20:06:00.169634] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:00.183327] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:00.184086] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:00.185042] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:00.185167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:00.189928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:00.191800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:00.192349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:00.192834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:00.193776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:00.196179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:00.203210] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:00.270411] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:00.289823] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.96%, Actual: 1.33%
[2025-11-27T20:06:00.292808] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 31.7s | Global ETA: N/A
[2025-11-27T20:06:00.293084] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:00.293921] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:00.293999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:00.298698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:00.300432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:00.300935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:00.301438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:00.307417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:00.326950] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.72% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-27T20:06:00.327113] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:00.327905] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:00.328144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:00.329877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:00.330440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:00.330911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:00.385542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:00.405247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:00.443265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:06:00.443558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:00.444695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:00.461319] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.29%, Actual: 1.61%
[2025-11-27T20:06:00.520758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:00.628032] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.02%, Actual: 0.83%
[2025-11-27T20:06:00.721516] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:00.775303] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:00.799993] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 1.03%
[2025-11-27T20:06:00.854844] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:00.891097] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:00.939194] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:00.969379] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 1.01%
[2025-11-27T20:06:00.976707] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -6.02% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-11-27T20:06:00.976816] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:00.977690] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:00.977761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:00.988080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:00.990651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:00.991512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:00.992790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:00.995402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:01.000294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:01.029078] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 30.9s | Global ETA: N/A
[2025-11-27T20:06:01.029228] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:01.029989] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:01.030070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:01.032352] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:01.034676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:01.036371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:01.036870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:01.037294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:01.084914] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 27.1s | Global ETA: N/A
[2025-11-27T20:06:01.085056] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:01.085818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:01.085887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:01.087476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:01.087961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:01.088527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:01.139017] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.39%, Actual: 0.14%
[2025-11-27T20:06:01.141037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:01.177826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:06:01.179280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:01.246000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:01.288371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:01.360505] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.40%, Actual: 2.50%
[2025-11-27T20:06:01.392688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:01.432372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:01.529972] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 0.24%
[2025-11-27T20:06:01.602194] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:01.703461] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.37%
[2025-11-27T20:06:01.703833] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 47.3998%
[2025-11-27T20:06:01.703950] [INFO ] [main      ] AAPD: DISCARDED add_intraday_skewness_proxies (score: 47.40%)
[2025-11-27T20:06:01.704050] [INFO ] [main      ] AAPD: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:06:01.704144] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_intraday_volatility_percentile']
[2025-11-27T20:06:01.704242] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:01.717971] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:01.718729] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:01.719673] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:01.719802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:01.722273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:01.779087] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:01.810699] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:01.836433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:01.837652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:01.898996] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 30.2s | Global ETA: N/A
[2025-11-27T20:06:01.899264] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:01.901150] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:01.901282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:01.906067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:01.907815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:01.908395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:01.908911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:01.910074] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:01.917643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:01.943477] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:02.008952] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 30.5s | Global ETA: N/A
[2025-11-27T20:06:02.009092] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:02.009853] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:02.009923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:02.015508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:02.017496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:02.017999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:02.018481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:02.019418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:02.021962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.034669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:02.078637] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:02.133281] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 26.7s | Global ETA: N/A
[2025-11-27T20:06:02.133410] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:02.133534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:02.134163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:02.134246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:02.136228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:02.136924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:02.137444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.178499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:06:02.180179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.220877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.253258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:02.265869] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:02.328668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.431392] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:02.500260] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-11-27T20:06:02.500526] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:02.501363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:02.501498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:02.503861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.506370] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:02.550126] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:02.611863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:02.612840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:02.656249] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:02.668590] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:02.685644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.712982] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:02.757286] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.58% | Symbol ETA: 29.4s | Global ETA: N/A
[2025-11-27T20:06:02.757568] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:02.758417] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:02.758551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:02.763291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:02.765106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:02.765679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:02.766179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.778319] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 2.08% | Symbol ETA: 29.2s | Global ETA: N/A
[2025-11-27T20:06:02.778515] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:02.779328] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:02.779459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:02.784183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:02.785975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:02.786503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:02.786968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:02.787888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:02.790295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.818881] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:02.868223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:02.873716] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.24% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-11-27T20:06:02.873981] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:02.874818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:02.874896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:02.876660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:02.877216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:02.877640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:02.893975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:02.905264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:06:02.906662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.967731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:02.984834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:03.014679] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:03.060014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:03.187330] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:03.232019] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:03.254206] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 30.1s | Global ETA: N/A
[2025-11-27T20:06:03.254451] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:03.255256] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:03.255380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:03.257701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:03.299419] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:03.362690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:03.363644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:03.387321] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:03.399774] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:03.435317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:03.464158] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:03.490986] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.55% | Symbol ETA: 28.6s | Global ETA: N/A
[2025-11-27T20:06:03.491300] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:03.492223] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:03.492362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:03.497304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:03.499236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:03.499863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:03.500376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:03.535049] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 28.2s | Global ETA: N/A
[2025-11-27T20:06:03.535334] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:03.536234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:03.536376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:03.541367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:03.543489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:03.544162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:03.544669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:03.545594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:03.548035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:03.553938] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:03.607349] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.69% | Symbol ETA: 25.0s | Global ETA: N/A
[2025-11-27T20:06:03.607628] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:03.608458] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:03.608596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:03.610288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:03.610505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:03.610842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:03.611305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:03.649814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:06:03.651449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:03.654930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:03.721927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:03.726754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:03.764918] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:03.799013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:03.935239] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:03.991566] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:04.004138] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -3.03% | Symbol ETA: 29.3s | Global ETA: N/A
[2025-11-27T20:06:04.004393] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:04.005224] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:04.005349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:04.007781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:04.052730] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:04.115034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:04.115994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:04.135536] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:04.152147] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:04.191944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:04.214670] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:04.240249] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.71% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-27T20:06:04.281473] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.59% | Symbol ETA: 27.3s | Global ETA: N/A
[2025-11-27T20:06:04.281762] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:04.282912] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:04.283040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:04.287699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:04.289526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:04.290074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:04.290529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:04.291442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:04.293824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:04.316004] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:04.374298] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-11-27T20:06:04.374569] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:04.375400] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:04.375525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:04.377232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:04.377791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:04.378287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:04.395927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:04.403837] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.18%, Actual: 0.28%
[2025-11-27T20:06:04.466595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:04.485316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:04.530091] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:04.556342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:04.565337] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.81%, Actual: 0.97%
[2025-11-27T20:06:04.696018] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:04.726719] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.27%
[2025-11-27T20:06:04.765523] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 3.10% | Symbol ETA: 28.5s | Global ETA: N/A
[2025-11-27T20:06:04.765805] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:04.766661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:04.766786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:04.769201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:04.789446] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:04.877439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:04.878495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:04.888889] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 1.51%
[2025-11-27T20:06:04.891045] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:04.950625] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:04.952670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:05.015418] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -6.74% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-11-27T20:06:05.015713] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:05.016522] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:05.016666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:05.021369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:05.023142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:05.023693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:05.024141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:05.025067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:05.027425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:05.050291] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 1.10%
[2025-11-27T20:06:05.056498] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:05.108074] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-11-27T20:06:05.108356] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:05.109159] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:05.109279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:05.110950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:05.111477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:05.111971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:05.129260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:05.199520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:05.211820] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 1.34%
[2025-11-27T20:06:05.214298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:05.287440] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:05.289136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:05.375063] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 2.27%
[2025-11-27T20:06:05.456908] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:05.523882] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-11-27T20:06:05.524113] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:05.524924] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:05.524972] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:05.525045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:05.527366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:05.538811] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 0.75%
[2025-11-27T20:06:05.627947] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:05.632668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:05.633562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:05.686724] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:05.700874] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.55%, Actual: 1.67%
[2025-11-27T20:06:05.706862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:05.751036] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.05% | Symbol ETA: 25.6s | Global ETA: N/A
[2025-11-27T20:06:05.751196] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:05.751958] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:05.752146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:05.756901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:05.758703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:05.759234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:05.759733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:05.760696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:05.763043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:05.791915] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:05.843784] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 22.7s | Global ETA: N/A
[2025-11-27T20:06:05.861867] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.71%, Actual: 0.48%
[2025-11-27T20:06:05.862115] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 42.5357%
[2025-11-27T20:06:05.862265] [INFO ] [main      ] CBSH: DISCARDED add_intraday_skewness_proxies (score: 42.54%)
[2025-11-27T20:06:05.862375] [INFO ] [main      ] CBSH: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:06:05.862474] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_intraday_volatility_percentile']
[2025-11-27T20:06:05.862609] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:05.865354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:05.907426] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:05.908149] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:05.909048] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:05.909183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:05.913931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:05.915740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:05.916280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:05.916741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:05.935863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:06.010527] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.47%, Actual: 1.38%
[2025-11-27T20:06:06.021892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:06.036118] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:06.059452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:06.131696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:06.174802] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.28%, Actual: 2.28%
[2025-11-27T20:06:06.200777] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:06.259378] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:06.269182] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-11-27T20:06:06.269440] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:06.270245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:06.270369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:06.272708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:06.346936] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.72%, Actual: 1.44%
[2025-11-27T20:06:06.380483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:06.381698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:06.420707] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:06.455833] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:06.458965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:06.482531] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.88% | Symbol ETA: 24.7s | Global ETA: N/A
[2025-11-27T20:06:06.482708] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:06.483444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:06.483520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:06.488225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:06.490067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:06.490621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:06.491079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:06.492004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:06.494343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:06.513731] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.61%
[2025-11-27T20:06:06.596424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:06.617457] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:06.667782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:06.686465] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 0.72%
[2025-11-27T20:06:06.704033] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 32.6s | Global ETA: N/A
[2025-11-27T20:06:06.704276] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:06.705090] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:06.705219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:06.709907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:06.711675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:06.712214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:06.712741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:06.792882] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:06.817275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:06.854177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:06.859326] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 1.12%
[2025-11-27T20:06:06.926926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:06.961151] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:06.991517] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:07.024615] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 4.80%
[2025-11-27T20:06:07.028347] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 26.2s | Global ETA: N/A
[2025-11-27T20:06:07.028528] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:07.029336] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:07.029460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:07.031791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:07.138484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:07.139737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:07.153811] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:07.186917] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.06%
[2025-11-27T20:06:07.214120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:07.215661] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 4.26% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-27T20:06:07.215928] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:07.216756] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:07.216884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:07.221641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:07.223391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:07.223936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:07.224420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:07.225339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:07.227769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:07.251411] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:07.329483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:07.374395] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 1.68%
[2025-11-27T20:06:07.399814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:07.414229] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:07.501961] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 31.9s | Global ETA: N/A
[2025-11-27T20:06:07.502233] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:07.503048] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:07.503181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:07.507827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:07.509604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:07.510141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:07.510663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:07.540201] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.10%
[2025-11-27T20:06:07.540558] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 35.5787%
[2025-11-27T20:06:07.540678] [INFO ] [main      ] ABUS: DISCARDED add_intraday_volatility_percentile (score: 35.58%)
[2025-11-27T20:06:07.540781] [INFO ] [main      ] ABUS: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:06:07.540874] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_last_hour_momentum_mag']
[2025-11-27T20:06:07.540967] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:07.552161] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:07.551989] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:07.552787] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:07.553652] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:07.553768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:07.555467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:07.555988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:07.556370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:07.614748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:07.652084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:07.663131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:07.663997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:07.723716] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:07.724564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:07.727024] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:07.790950] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 25.5s | Global ETA: N/A
[2025-11-27T20:06:07.791104] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:07.791881] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:07.792059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:07.794370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:07.889884] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:07.897344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:07.898472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:07.951846] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.61% | Symbol ETA: 23.2s | Global ETA: N/A
[2025-11-27T20:06:07.969613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:07.994008] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:08.049269] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:08.115095] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -6.02%, Actual: 2.81%
[2025-11-27T20:06:08.156978] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:08.210324] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:08.210543] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 29.2s | Global ETA: N/A
[2025-11-27T20:06:08.210834] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:08.211663] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:08.211789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:08.213469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:08.214046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:08.214498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:08.278899] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.89%, Actual: 3.56%
[2025-11-27T20:06:08.297466] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 31.1s | Global ETA: N/A
[2025-11-27T20:06:08.297742] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:08.298583] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:08.298714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:08.299321] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:08.303330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:08.305168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:08.305734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:08.306229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:08.328404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:08.329479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:08.410004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:08.442930] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 2.08%, Actual: 2.95%
[2025-11-27T20:06:08.447138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:08.464405] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:08.519197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:08.530820] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 24.7s | Global ETA: N/A
[2025-11-27T20:06:08.531080] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:08.531890] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:08.532012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:08.534326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:08.606915] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.76%
[2025-11-27T20:06:08.642691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:08.643894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:08.691680] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:08.718716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:08.771506] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.59%, Actual: 5.38%
[2025-11-27T20:06:08.846110] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:08.859157] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:08.913268] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.06% | Symbol ETA: 28.7s | Global ETA: N/A
[2025-11-27T20:06:08.913534] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:08.914309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:08.914430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:08.916119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:08.916683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:08.917138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:08.937337] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -6.74%, Actual: 1.69%
[2025-11-27T20:06:09.011387] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:09.027905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:09.028953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:09.059559] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:09.099118] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-11-27T20:06:09.099385] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:09.100191] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:09.100323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:09.104970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:09.106723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:09.107266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:09.107781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:09.112343] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 6.99%
[2025-11-27T20:06:09.210194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:09.224651] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:09.247613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:09.275928] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 1.36%
[2025-11-27T20:06:09.292661] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-27T20:06:09.318179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:09.365682] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:09.438021] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 4.26%, Actual: 2.23%
[2025-11-27T20:06:09.458743] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.07%, Actual: 0.07%
[2025-11-27T20:06:09.530674] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:09.583516] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.63% | Symbol ETA: 28.0s | Global ETA: N/A
[2025-11-27T20:06:09.583811] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:09.584621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:09.584741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:09.586406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:09.586956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:09.587399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:09.600685] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.61%, Actual: 2.59%
[2025-11-27T20:06:09.601029] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 40.6411%
[2025-11-27T20:06:09.601184] [INFO ] [main      ] AFCG: DISCARDED add_intraday_volatility_percentile (score: 40.64%)
[2025-11-27T20:06:09.601291] [INFO ] [main      ] AFCG: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:06:09.601393] [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']
[2025-11-27T20:06:09.601500] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:09.613107] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:09.613663] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:09.614567] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:09.614716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:09.619406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:09.621154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:09.621660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:09.622130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:09.622415] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 2.08%, Actual: 1.33%
[2025-11-27T20:06:09.623122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:09.625480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:09.642034] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:09.693962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:09.694918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:09.730629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:09.731618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:09.790051] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -3.03%, Actual: 1.61%
[2025-11-27T20:06:09.804210] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:09.890058] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 29.5s | Global ETA: N/A
[2025-11-27T20:06:09.890326] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:09.891139] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:09.891269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:09.895989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:09.897780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:09.898273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:09.898803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:09.954823] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 3.10%, Actual: 0.83%
[2025-11-27T20:06:10.002103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:10.020757] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:10.039525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:10.057483] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:10.110204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:10.124215] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 1.03%
[2025-11-27T20:06:10.205246] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:10.220778] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:10.259800] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 27.3s | Global ETA: N/A
[2025-11-27T20:06:10.260062] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:10.260918] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:10.261044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:10.262785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:10.263380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:10.263884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:10.287696] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 29.3s | Global ETA: N/A
[2025-11-27T20:06:10.287970] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:10.288691] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 1.01%
[2025-11-27T20:06:10.288919] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:10.289064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:10.293904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:10.295726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:10.296269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:10.296753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:10.297676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:10.300119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:10.377542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:10.378451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:10.405405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:10.406408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:10.435518] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:10.461947] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.19%, Actual: 0.14%
[2025-11-27T20:06:10.599898] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:10.629431] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.64%, Actual: 2.50%
[2025-11-27T20:06:10.688280] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 1.39% | Symbol ETA: 28.7s | Global ETA: N/A
[2025-11-27T20:06:10.688548] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:10.689378] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:10.689509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:10.694197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:10.695979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:10.696535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:10.697054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:10.717518] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:10.732819] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:10.798529] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.24%
[2025-11-27T20:06:10.800865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:10.838227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:10.884218] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:10.896993] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:10.909600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:10.937408] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 26.7s | Global ETA: N/A
[2025-11-27T20:06:10.937684] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:10.938507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:10.938643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:10.940297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:10.940851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:10.941236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:10.963482] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 28.7s | Global ETA: N/A
[2025-11-27T20:06:10.963771] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:10.964626] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:10.964759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:10.969922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:10.971795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:10.972367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:10.972848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:10.973726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:10.976108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:10.976319] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.37%
[2025-11-27T20:06:10.976533] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.3539%
[2025-11-27T20:06:10.976654] [INFO ] [main      ] AAPD: DISCARDED add_intraday_volatility_percentile (score: 37.35%)
[2025-11-27T20:06:10.976719] [INFO ] [main      ] AAPD: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:06:10.976768] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_last_hour_momentum_mag']
[2025-11-27T20:06:10.976817] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:10.990427] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:10.990899] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:10.991802] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:10.991884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:10.994201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:11.049401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.050307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.083036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.084119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.101481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:11.102513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.103225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.235047] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:11.385673] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:11.397019] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:11.417342] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:11.438512] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:11.482663] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 27.9s | Global ETA: N/A
[2025-11-27T20:06:11.482934] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:11.483755] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:11.483886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:11.488637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:11.490395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:11.490988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:11.491490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:11.554453] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:11.580018] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:11.592900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:11.609084] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.11% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-27T20:06:11.609363] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:11.610213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:11.610337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:11.611448] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:11.612124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:11.612738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:11.613192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:11.628921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:11.646591] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 28.0s | Global ETA: N/A
[2025-11-27T20:06:11.646865] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:11.647688] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:11.647819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:11.652535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:11.654328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:11.654885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:11.655402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:11.656319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:11.658734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:11.679904] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 29.1s | Global ETA: N/A
[2025-11-27T20:06:11.680153] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:11.680967] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:11.681087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:11.683403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:11.700411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.734386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.735443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.761900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.762817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:11.787436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:11.788421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:11.789121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:12.024682] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:12.075132] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:12.088400] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:12.115598] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:12.186460] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:12.245075] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:12.271816] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:12.272953] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.26% | Symbol ETA: 27.1s | Global ETA: N/A
[2025-11-27T20:06:12.273167] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:12.273973] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:12.274111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:12.278870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:12.280683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:12.281217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:12.281733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:12.281997] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:12.298873] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-27T20:06:12.299118] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:12.299954] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:12.300079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:12.301829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:12.302375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:12.302843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:12.338908] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 4.60% | Symbol ETA: 27.4s | Global ETA: N/A
[2025-11-27T20:06:12.339160] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:12.339998] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:12.340127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:12.344831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:12.346598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:12.347137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:12.347601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:12.348546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:12.351351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:12.351698] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -3.32% | Symbol ETA: 28.3s | Global ETA: N/A
[2025-11-27T20:06:12.351845] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:12.352604] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:12.352692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:12.355184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:12.385044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:12.414591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:12.415631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:12.421818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:12.461081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:12.462244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:12.462978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:12.471505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:12.472506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:12.493160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:12.774947] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:12.787659] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:12.823015] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:12.837702] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:12.945003] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:12.950411] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:12.994417] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:12.999744] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:12.999642] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-27T20:06:12.999894] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:13.000751] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:13.000875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:13.002650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:13.003212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:13.003695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.019416] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 27.6s | Global ETA: N/A
[2025-11-27T20:06:13.019690] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:13.020506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:13.020645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:13.023159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.061751] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.68% | Symbol ETA: 26.7s | Global ETA: N/A
[2025-11-27T20:06:13.062022] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:13.062900] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:13.063034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:13.067961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:13.069887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:13.070439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:13.070979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:13.071915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:13.074405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.086360] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-27T20:06:13.086662] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:13.087460] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:13.087605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:13.092326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:13.094076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:13.094641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:13.095142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.111892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.112746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.135528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:13.136713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.137450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.184721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.185624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.197948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:13.233799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:06:13.308398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.454101] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:13.481642] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:13.515310] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:13.622431] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:13.634068] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:13.657526] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:13.675086] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-27T20:06:13.675318] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:13.676118] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:13.676239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:13.677984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:13.678551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:13.679018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.681174] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:13.729015] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-11-27T20:06:13.729154] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:13.730007] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:13.730195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:13.732863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.748789] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.21% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-27T20:06:13.749028] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:13.749888] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:13.750047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:13.755365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:13.757229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:13.757838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:13.758327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:13.759277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:13.761818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:13.792686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.793740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.796404] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:13.848067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:13.849257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.850066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.872545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:13.873457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:13.882783] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.85% | Symbol ETA: 25.5s | Global ETA: N/A
[2025-11-27T20:06:14.047335] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.28%
[2025-11-27T20:06:14.129341] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:14.205247] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:14.212466] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.95%, Actual: 0.97%
[2025-11-27T20:06:14.213136] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:14.297726] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:14.350386] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-27T20:06:14.371049] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:14.375360] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.10%, Actual: 0.27%
[2025-11-27T20:06:14.384252] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:14.439355] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-11-27T20:06:14.439634] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:14.440424] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:14.440546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:14.442969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:14.451506] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 5.52% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-27T20:06:14.451788] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:14.452636] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:14.452774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:14.457560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:14.459394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:14.459972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:14.460480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:14.461397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:14.463870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:14.520608] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.53%, Actual: 1.38%
[2025-11-27T20:06:14.538670] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 1.51%
[2025-11-27T20:06:14.545625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:14.546652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:14.547342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:14.570462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:14.571237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:14.687176] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.06%, Actual: 2.28%
[2025-11-27T20:06:14.704896] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 1.10%
[2025-11-27T20:06:14.853324] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.63%, Actual: 1.44%
[2025-11-27T20:06:14.867427] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 1.34%
[2025-11-27T20:06:14.876930] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:14.910152] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:15.030423] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 2.27%
[2025-11-27T20:06:15.041247] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:15.067296] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 0.61%
[2025-11-27T20:06:15.078702] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:15.109194] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 25.6s | Global ETA: N/A
[2025-11-27T20:06:15.109457] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:15.110280] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:15.110401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:15.112788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:15.145936] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.99% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-27T20:06:15.146204] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:15.147022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:15.147154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:15.151869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:15.153649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:15.154185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:15.154658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:15.155545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:15.157875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:15.192900] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.26%, Actual: 0.75%
[2025-11-27T20:06:15.215392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:15.216417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:15.217159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:15.233973] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 0.72%
[2025-11-27T20:06:15.262383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:15.263438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:15.355663] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.62%, Actual: 1.67%
[2025-11-27T20:06:15.401486] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.11%, Actual: 1.12%
[2025-11-27T20:06:15.522206] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.48%
[2025-11-27T20:06:15.522368] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 43.7946%
[2025-11-27T20:06:15.522443] [INFO ] [main      ] CBSH: DISCARDED add_intraday_volatility_percentile (score: 43.79%)
[2025-11-27T20:06:15.522489] [INFO ] [main      ] CBSH: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:06:15.522522] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_last_hour_momentum_mag']
[2025-11-27T20:06:15.522559] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:15.534960] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:15.535382] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:15.536211] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:15.536281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:15.541147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:15.542906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:15.543374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:15.543817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:15.552913] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:15.570876] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 4.80%
[2025-11-27T20:06:15.597354] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:15.650389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:15.688385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:15.689094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:15.718527] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:15.736806] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.06%
[2025-11-27T20:06:15.785696] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.31% | Symbol ETA: 24.9s | Global ETA: N/A
[2025-11-27T20:06:15.785851] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:15.786618] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:15.786690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:15.789879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:15.799782] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:15.865791] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.96% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-27T20:06:15.866060] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:15.866927] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:15.867062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:15.872024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:15.873921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:15.874478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:15.874982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:15.875930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:15.878416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:15.897335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:15.898610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:15.899337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:15.913502] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.68%
[2025-11-27T20:06:15.984292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:15.985300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:16.013627] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:16.082384] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.10%
[2025-11-27T20:06:16.082623] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 35.1179%
[2025-11-27T20:06:16.082749] [INFO ] [main      ] ABUS: DISCARDED add_last_hour_momentum_mag (score: 35.12%)
[2025-11-27T20:06:16.082806] [INFO ] [main      ] ABUS: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:06:16.082855] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_day_volatility']
[2025-11-27T20:06:16.082905] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:16.094256] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:16.094888] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:16.095807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:16.095976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:16.097782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:16.098379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:16.098854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:16.175058] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:16.211103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:16.213427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:16.229293] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:16.261246] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 30.4s | Global ETA: N/A
[2025-11-27T20:06:16.261496] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:16.262298] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:16.262428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:16.267163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:16.268947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:16.269488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:16.270006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:16.342976] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:16.375166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:16.402103] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:16.411890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:16.412645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:16.480211] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-11-27T20:06:16.480353] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:16.481160] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:16.481229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:16.483659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:16.509747] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:16.554937] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:16.573595] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.77% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-27T20:06:16.593801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:16.594923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:16.595607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:16.719721] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:16.737479] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:16.741039] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.15%, Actual: 2.81%
[2025-11-27T20:06:16.773685] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-27T20:06:16.773821] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:16.774562] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:16.774660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:16.776307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:16.776868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:16.777297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:16.888458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:16.890565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:16.908162] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:16.908296] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.68%, Actual: 3.56%
[2025-11-27T20:06:16.935551] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:16.999314] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 29.7s | Global ETA: N/A
[2025-11-27T20:06:16.999608] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:17.000444] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:17.000594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:17.005469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:17.007284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:17.007848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:17.008393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:17.076631] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.33%, Actual: 2.95%
[2025-11-27T20:06:17.101211] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:17.117378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:17.155448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:17.156441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:17.168231] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.72% | Symbol ETA: 23.6s | Global ETA: N/A
[2025-11-27T20:06:17.168475] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:17.169285] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:17.169405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:17.171822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:17.227843] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:17.244652] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 4.60%, Actual: 0.76%
[2025-11-27T20:06:17.278180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:17.279218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:17.279998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:17.400275] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:17.410691] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.68%, Actual: 5.38%
[2025-11-27T20:06:17.456673] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.09% | Symbol ETA: 24.7s | Global ETA: N/A
[2025-11-27T20:06:17.456958] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:17.457836] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:17.457957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:17.459722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:17.460268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:17.460742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:17.491822] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:17.578984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:17.579272] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.21%, Actual: 1.69%
[2025-11-27T20:06:17.581243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:17.610529] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:17.656711] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:17.743301] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 5.52%, Actual: 6.99%
[2025-11-27T20:06:17.743218] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-11-27T20:06:17.743513] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:17.744327] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:17.744459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:17.749176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:17.750960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:17.751500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:17.752023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:17.776175] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:17.846225] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:17.857487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:17.895913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:17.896930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:17.907120] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 1.36%
[2025-11-27T20:06:17.917883] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:18.012899] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.29%, Actual: 0.07%
[2025-11-27T20:06:18.072718] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 2.23%
[2025-11-27T20:06:18.082363] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:18.135470] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.37% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-27T20:06:18.135750] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:18.136563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:18.136704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:18.138405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:18.138966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:18.139407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:18.179395] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -3.32%, Actual: 1.33%
[2025-11-27T20:06:18.227716] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:18.236644] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.77%, Actual: 2.59%
[2025-11-27T20:06:18.237197] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 50.7598%
[2025-11-27T20:06:18.237367] [INFO ] [main      ] AFCG: DISCARDED add_last_hour_momentum_mag (score: 50.76%)
[2025-11-27T20:06:18.237486] [INFO ] [main      ] AFCG: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:06:18.237606] [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_late_day_volatility']
[2025-11-27T20:06:18.237726] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:18.247308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:18.249242] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:18.249471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:18.249779] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:18.250656] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:18.250847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:18.255977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:18.257799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:18.258374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:18.258859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:18.259784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:18.262190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:18.346076] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.88%, Actual: 1.61%
[2025-11-27T20:06:18.370128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:18.372368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:18.395252] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:18.484825] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 28.3s | Global ETA: N/A
[2025-11-27T20:06:18.485102] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:18.486002] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:18.486134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:18.490980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:18.492853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:18.493406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:18.493923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:18.512316] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.83%
[2025-11-27T20:06:18.597405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:18.602819] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:18.634656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:18.635713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:18.678491] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.54%, Actual: 1.03%
[2025-11-27T20:06:18.704000] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:18.768972] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:18.822152] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-27T20:06:18.822402] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:18.823207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:18.823333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:18.825031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:18.825590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:18.826037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:18.844158] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 1.01%
[2025-11-27T20:06:18.867539] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:18.934209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:18.935069] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 25.6s | Global ETA: N/A
[2025-11-27T20:06:18.935357] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:18.936135] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:18.936270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:18.936373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:18.941039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:18.942861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:18.943411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:18.943897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:18.944824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:18.947221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:18.962471] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:19.010552] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 0.14%
[2025-11-27T20:06:19.053886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:19.056215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:19.126027] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:19.174806] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 2.50%
[2025-11-27T20:06:19.214223] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 27.5s | Global ETA: N/A
[2025-11-27T20:06:19.214356] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:19.215111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:19.215194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:19.219903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:19.221645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:19.222131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:19.222565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:19.262829] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:19.326095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:19.338944] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.72%, Actual: 0.24%
[2025-11-27T20:06:19.363420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:19.364426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:19.387624] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:19.426078] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:19.479395] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 22.6s | Global ETA: N/A
[2025-11-27T20:06:19.479671] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:19.480475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:19.480615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:19.482301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:19.482866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:19.483319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:19.502376] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 0.37%
[2025-11-27T20:06:19.502746] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.6550%
[2025-11-27T20:06:19.502897] [INFO ] [main      ] AAPD: DISCARDED add_last_hour_momentum_mag (score: 37.66%)
[2025-11-27T20:06:19.502996] [INFO ] [main      ] AAPD: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:06:19.503088] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_late_day_volatility']
[2025-11-27T20:06:19.503180] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:19.516474] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:19.517181] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:19.518079] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:19.518224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:19.520605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:19.552836] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:19.588625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:19.590619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:19.619868] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.93% | Symbol ETA: 24.9s | Global ETA: N/A
[2025-11-27T20:06:19.620158] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:19.620999] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:19.621136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:19.625900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:19.626249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:19.627211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:19.627784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:19.628384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:19.628898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:19.629149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:19.629852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:19.632294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:19.697359] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:19.737862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:19.740055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:19.862052] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:19.920737] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:19.950156] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 26.8s | Global ETA: N/A
[2025-11-27T20:06:19.950429] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:19.951245] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:19.951377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:19.956081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:19.957863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:19.958425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:19.958946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:19.960417] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:20.063227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:20.073381] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:20.085588] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:20.100783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:20.101648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.127383] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:20.137686] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-27T20:06:20.137941] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:20.138917] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:20.139041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:20.140729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:20.141280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:20.141741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.197918] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-27T20:06:20.198193] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:20.199005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:20.199123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:20.201403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.236554] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:20.244028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:20.246205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.303627] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-11-27T20:06:20.303920] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:20.304767] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:20.304904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:20.308631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:20.309693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:20.309758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:20.311522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:20.311732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.312109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:20.312601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:20.313513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:20.315962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.421844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:20.423973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.440178] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:20.579615] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:20.604705] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:20.642928] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:20.691127] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-27T20:06:20.691412] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:20.692290] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:20.692426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:20.697251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:20.699210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:20.699789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:20.700291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.742593] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:20.755090] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:20.795762] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.91% | Symbol ETA: 21.2s | Global ETA: N/A
[2025-11-27T20:06:20.796217] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:20.797181] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:20.797301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:20.799029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:20.799570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:20.800030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.805268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:20.809189] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:20.842873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:20.843992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.877745] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-27T20:06:20.877988] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:20.878872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:20.878996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:20.881373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:20.907298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:20.909468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.922002] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:20.987337] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-11-27T20:06:20.987609] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:20.988432] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:20.988561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:20.989692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:20.990788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:20.992728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:20.993468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:20.995319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:20.996004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:20.996465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:20.997392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:20.999857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:21.105773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:21.107927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:21.172285] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:21.243907] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:21.319101] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:21.342427] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:21.406737] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:21.432728] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.05% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-11-27T20:06:21.432890] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:21.433692] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:21.433784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:21.436470] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:21.438939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:21.440772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:21.441399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:21.441941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:21.458661] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:06:21.458807] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:21.459549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:21.459651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:21.461261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:21.461846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:21.462287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:21.484904] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:21.549957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:21.552701] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-11-27T20:06:21.552966] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:21.553809] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:21.553935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:21.556340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:21.564264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:21.566129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:21.587539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:21.588556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:21.601173] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:21.666469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:21.666779] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.62% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-27T20:06:21.667043] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:21.667654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:21.667894] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:21.668026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:21.669475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:21.672911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:21.674769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:21.675336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:21.675829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:21.676787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:21.679295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:21.784135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:21.786303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:21.889956] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:21.919881] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:22.005208] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:22.052548] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:22.087564] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:22.104455] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:22.104732] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:22.105534] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:22.105669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:22.107329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:22.107881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:22.108364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:22.116366] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:22.172682] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:22.175554] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.57% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-27T20:06:22.175840] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:22.176696] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:22.176835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:22.181702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:22.183566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:22.184146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:22.184694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:22.211013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:22.212949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:22.240720] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 3.47% | Symbol ETA: 23.3s | Global ETA: N/A
[2025-11-27T20:06:22.240978] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:22.241811] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:22.241934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:22.244305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:22.283879] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:22.291759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:22.331846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:06:22.332949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:22.349513] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.07% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-11-27T20:06:22.349811] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:22.350634] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:22.350766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:22.353431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:22.354653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:22.355443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:22.356590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:22.357236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:22.357809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:22.358289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:22.359202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:22.361594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:22.468290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:22.470505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:22.536784] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:22.673630] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:22.690812] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:22.698529] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:22.750540] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:22.801880] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:22.857501] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:22.859373] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:22.913386] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.11%, Actual: 1.38%
[2025-11-27T20:06:22.926153] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 22.6s | Global ETA: N/A
[2025-11-27T20:06:22.926420] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:22.927263] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:22.927391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:22.929931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:22.947863] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 23.8s | Global ETA: N/A
[2025-11-27T20:06:22.964549] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:23.030087] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 21.5s | Global ETA: N/A
[2025-11-27T20:06:23.030361] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:23.031203] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:23.031333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:23.036468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:23.038305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:23.038876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:23.039331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:23.039957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:23.040249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:23.041099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:23.042741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:23.042863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:23.075463] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.09%, Actual: 2.28%
[2025-11-27T20:06:23.121361] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.66%, Actual: 0.28%
[2025-11-27T20:06:23.144429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:23.146563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:23.237111] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.37%, Actual: 1.44%
[2025-11-27T20:06:23.300985] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.34%, Actual: 0.97%
[2025-11-27T20:06:23.386615] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:23.398949] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.61%
[2025-11-27T20:06:23.470628] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.56%, Actual: 0.27%
[2025-11-27T20:06:23.477810] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:23.551657] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:23.561238] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.72%
[2025-11-27T20:06:23.619401] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-27T20:06:23.619670] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:23.620490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:23.620630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:23.623061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:23.639252] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.51%
[2025-11-27T20:06:23.647880] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:23.717951] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.56% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-27T20:06:23.718254] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:23.719251] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:23.719396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:23.724932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:23.725018] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 1.12%
[2025-11-27T20:06:23.727060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:23.727757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:23.728646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:23.729311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:23.730550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:23.730688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:23.733451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:23.734488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:23.807492] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.10%
[2025-11-27T20:06:23.852845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:23.855105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:23.890761] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.91%, Actual: 4.80%
[2025-11-27T20:06:23.975236] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 1.34%
[2025-11-27T20:06:24.056339] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 0.06%
[2025-11-27T20:06:24.093774] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:24.162349] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 2.27%
[2025-11-27T20:06:24.195405] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:24.223654] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.68%
[2025-11-27T20:06:24.263141] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:24.334244] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.05%, Actual: 0.75%
[2025-11-27T20:06:24.337078] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 21.2s | Global ETA: N/A
[2025-11-27T20:06:24.337372] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:24.338411] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:24.338556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:24.341267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:24.368352] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:24.392327] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.10%
[2025-11-27T20:06:24.392670] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 32.7671%
[2025-11-27T20:06:24.392812] [INFO ] [main      ] ABUS: DISCARDED add_late_day_volatility (score: 32.77%)
[2025-11-27T20:06:24.392909] [INFO ] [main      ] ABUS: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:06:24.392996] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_hour_microstructure']
[2025-11-27T20:06:24.393089] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:24.404000] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:24.404640] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:24.405528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:24.405667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:24.407351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:24.407920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:24.408401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:24.433544] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.18% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-27T20:06:24.433854] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:24.434707] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:24.434846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:24.439795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:24.441636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:24.442252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:24.442747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:24.443739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:24.446160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:24.449481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:24.450495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:24.452415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:24.498656] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.57%, Actual: 1.67%
[2025-11-27T20:06:24.518675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:24.521951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:24.552780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:24.554972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:24.678232] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.48%
[2025-11-27T20:06:24.678625] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 46.4131%
[2025-11-27T20:06:24.678747] [INFO ] [main      ] CBSH: DISCARDED add_last_hour_momentum_mag (score: 46.41%)
[2025-11-27T20:06:24.678878] [INFO ] [main      ] CBSH: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:06:24.678987] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_late_day_volatility']
[2025-11-27T20:06:24.679092] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:24.692115] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:24.692561] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:24.693423] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:24.693508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:24.698491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:24.700373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:24.700867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:24.701296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:24.788464] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:24.809761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:24.850482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:24.852912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:24.855653] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:24.893288] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:24.957004] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:25.022449] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:25.025255] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:06:25.025553] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:25.026497] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:25.026638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:25.029106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:25.063476] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:25.080357] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 23.2s | Global ETA: N/A
[2025-11-27T20:06:25.080626] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:25.081421] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:25.081541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:25.083206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:25.083749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:25.084192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:25.127058] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 2.97% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-27T20:06:25.137151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:25.138307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:25.140195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:25.193222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:25.196195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:25.221438] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:25.290936] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.15%, Actual: 2.81%
[2025-11-27T20:06:25.391000] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:25.458610] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.93%, Actual: 3.56%
[2025-11-27T20:06:25.482871] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 27.7s | Global ETA: N/A
[2025-11-27T20:06:25.483000] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:25.483750] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:25.483822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:25.488553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:25.490274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:25.490769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:25.490724] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:25.492502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:25.535994] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:25.600293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:25.624679] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 2.95%
[2025-11-27T20:06:25.639812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:25.641878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:25.655683] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:25.706448] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:25.725219] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:25.725436] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:25.726247] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:25.726381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:25.728768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:25.764066] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.37% | Symbol ETA: 22.5s | Global ETA: N/A
[2025-11-27T20:06:25.764330] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:25.765188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:25.765328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:25.767111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:25.767702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:25.768194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:25.789992] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.69%, Actual: 0.76%
[2025-11-27T20:06:25.834858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:25.835906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:25.837879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:25.879502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:25.882655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:25.954975] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.62%, Actual: 5.38%
[2025-11-27T20:06:25.976985] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:26.118343] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 1.69%
[2025-11-27T20:06:26.142742] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:26.169441] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:26.219813] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:26.242505] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 26.8s | Global ETA: N/A
[2025-11-27T20:06:26.242807] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:26.243790] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:26.243934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:26.249095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:26.251104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:26.251698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:26.252203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:26.282619] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 6.99%
[2025-11-27T20:06:26.333188] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:26.358061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:26.384620] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:26.396010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:26.398294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:26.405707] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.30% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:26.440594] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.49% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-11-27T20:06:26.440873] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:26.441699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:26.441822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:26.443489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:26.444072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:26.444521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:26.446194] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 1.36%
[2025-11-27T20:06:26.553928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:26.557099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:26.575914] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 0.07%
[2025-11-27T20:06:26.611462] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.18%, Actual: 2.23%
[2025-11-27T20:06:26.736786] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:26.742477] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.77%, Actual: 1.33%
[2025-11-27T20:06:26.778084] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 2.97%, Actual: 2.59%
[2025-11-27T20:06:26.778464] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 48.6237%
[2025-11-27T20:06:26.778633] [INFO ] [main      ] AFCG: DISCARDED add_late_day_volatility (score: 48.62%)
[2025-11-27T20:06:26.778742] [INFO ] [main      ] AFCG: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:06:26.778839] [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_late_hour_microstructure']
[2025-11-27T20:06:26.778944] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:26.790641] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:26.791123] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:26.792052] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:26.792185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:26.796947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:26.798771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:26.799321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:26.799794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:26.800711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:26.803087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:26.901605] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:26.905857] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:26.909165] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.13%, Actual: 1.61%
[2025-11-27T20:06:26.910032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:26.913145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:27.001590] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 26.0s | Global ETA: N/A
[2025-11-27T20:06:27.001879] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:27.002737] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:27.002869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:27.007650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:27.009525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:27.010098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:27.010618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:27.071939] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:27.083311] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 3.47%, Actual: 0.83%
[2025-11-27T20:06:27.124112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:27.131287] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 21.2s | Global ETA: N/A
[2025-11-27T20:06:27.131569] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:27.132541] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:27.132700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:27.134615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:27.135195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:27.135673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:27.163437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:27.165820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:27.243436] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:27.259965] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 1.03%
[2025-11-27T20:06:27.259849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:27.264265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:27.435147] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:27.457452] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.01%
[2025-11-27T20:06:27.533903] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.45% | Symbol ETA: 24.3s | Global ETA: N/A
[2025-11-27T20:06:27.534244] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:27.535560] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:27.535763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:27.543135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:27.546217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:27.547152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:27.547840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:27.549284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:27.553197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:27.590561] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:27.679236] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.16%, Actual: 0.14%
[2025-11-27T20:06:27.714143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:27.718800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:27.790051] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:27.802031] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:27.882716] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.04%, Actual: 2.50%
[2025-11-27T20:06:27.907212] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 25.4s | Global ETA: N/A
[2025-11-27T20:06:27.907490] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:27.908429] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:27.908585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:27.915146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:27.917307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:27.917908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:27.918478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.036413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:28.047723] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:28.078568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:28.081272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.101209] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.24%
[2025-11-27T20:06:28.108518] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-27T20:06:28.108813] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:28.109656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:28.109779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:28.111487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:28.112076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:28.112532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.137044] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:28.220137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:28.223267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.273599] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.30%, Actual: 0.37%
[2025-11-27T20:06:28.273950] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 32.4388%
[2025-11-27T20:06:28.274113] [INFO ] [main      ] AAPD: DISCARDED add_late_day_volatility (score: 32.44%)
[2025-11-27T20:06:28.274219] [INFO ] [main      ] AAPD: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:06:28.274316] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_late_hour_microstructure']
[2025-11-27T20:06:28.274416] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:28.289589] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:28.290310] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:28.291331] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:28.291460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:28.294270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.330217] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:28.402562] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-11-27T20:06:28.402813] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:28.403660] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:28.403794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:28.408835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:28.410761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:28.411323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:28.411808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:28.412754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:28.415217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.415599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:28.416818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:28.419826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.434126] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:28.526425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:28.529471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.574665] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:28.603031] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:28.691489] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-11-27T20:06:28.691767] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:28.692589] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:28.692716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:28.697455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:28.699295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:28.699856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:28.700361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.740967] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:28.751054] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:28.795473] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-27T20:06:28.795709] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:28.796503] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:28.796640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:28.798347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:28.798898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:28.799339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:28.803981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:28.840791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:28.842678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.860353] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:28.904216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:28.907153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:28.914989] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:28.986821] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 24.3s | Global ETA: N/A
[2025-11-27T20:06:28.987072] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:28.987884] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:28.988007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:28.990390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.028322] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:29.096290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:29.097491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:29.098181] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 23.0s | Global ETA: N/A
[2025-11-27T20:06:29.098437] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:29.099250] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:29.099380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:29.100493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:29.104744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:29.106528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:29.107094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:29.107550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:29.108486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:29.110876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.168869] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:29.219664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:29.222902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:29.239794] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:29.332175] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:29.405593] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:29.417670] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 23.8s | Global ETA: N/A
[2025-11-27T20:06:29.417933] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:29.418768] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:29.418899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:29.423568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:29.425341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:29.425890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:29.426386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.433136] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:29.460839] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.67% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-27T20:06:29.461090] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:29.461902] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:29.462029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:29.463704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:29.464250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:29.464723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.529692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:29.552263] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:29.566379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:29.567915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:29.568507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:29.570900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:29.599957] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:29.671057] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 23.6s | Global ETA: N/A
[2025-11-27T20:06:29.671312] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:29.672138] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:29.672258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:29.674567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.717534] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:29.780853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:29.782029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:29.784890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:29.786064] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-27T20:06:29.786328] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:29.787213] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:29.787349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:29.792287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:29.794135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:29.794722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:29.795188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:29.796138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:29.798608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:29.900263] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:29.904833] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:29.905993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:29.908894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.068045] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:30.073232] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:30.129628] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:30.129780] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:30.130715] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:30.130841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:30.131150] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:30.132592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:30.133107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:30.133500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.156552] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:30.156701] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:30.157433] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:30.157496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:30.162267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:30.164095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:30.164588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:30.165036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.238289] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:30.242960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:30.246052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.271297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:30.298059] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:30.309211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:30.311402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.370457] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:30.370739] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:30.371724] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:30.371862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:30.374368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.405339] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:30.477131] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 21.3s | Global ETA: N/A
[2025-11-27T20:06:30.477346] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:30.478294] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:30.478429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:30.483955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:30.484415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:30.485662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:30.486237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:30.486775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:30.487182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:30.488063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:30.488987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.490771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.582921] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:30.601841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:30.604845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.647508] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:30.750557] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:30.805639] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-27T20:06:30.805886] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:30.806675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:30.806795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:30.808516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:30.809106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:30.809569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.816727] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:30.823368] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:30.903613] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.62% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-11-27T20:06:30.903747] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:30.904477] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:30.904541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:30.909192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:30.911035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:30.911561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:30.912074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:30.918242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:30.921251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:30.936347] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:31.004632] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:31.015193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:31.053129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:31.055103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:31.082275] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-11-27T20:06:31.082545] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:31.083481] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:31.083647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:31.086468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:31.100839] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:31.169097] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-27T20:06:31.169350] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:31.170167] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:31.170296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:31.175108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:31.176885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:31.177423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:31.177891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:31.178820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:31.181149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:31.199287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:31.200546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:31.203529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:31.252215] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:31.287614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:31.290469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:31.382227] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:31.414726] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:31.469221] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.61% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:06:31.545163] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:31.554655] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:31.620543] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:31.635029] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: 0.33%, Actual: 1.38%
[2025-11-27T20:06:31.636021] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-27T20:06:31.636154] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:31.636900] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:31.636969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:31.641764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:31.643620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:31.644151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:31.644665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:31.725815] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:31.746714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:31.783175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:06:31.784996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:31.785171] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:31.796307] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.51% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-27T20:06:31.796550] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:31.797398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:31.797476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:31.799889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:31.800735] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.37%, Actual: 2.28%
[2025-11-27T20:06:31.854663] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.84% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-27T20:06:31.854800] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:31.855687] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:31.855776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:31.861144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:31.863330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:31.864017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:31.864504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:31.865488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:31.868236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:31.910049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:31.911016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:31.913805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:31.969114] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.49%, Actual: 1.44%
[2025-11-27T20:06:31.975449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:31.978551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:32.110949] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:32.131564] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 0.61%
[2025-11-27T20:06:32.252123] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:32.275617] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:32.293122] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.72%
[2025-11-27T20:06:32.309871] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:32.362958] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:06:32.424421] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:32.457533] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 1.12%
[2025-11-27T20:06:32.484043] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:32.495355] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.95% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-11-27T20:06:32.495655] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:32.496468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:32.496606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:32.499000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:32.532278] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.88%, Actual: 0.28%
[2025-11-27T20:06:32.557340] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.56% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-11-27T20:06:32.557497] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:32.558459] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:32.558546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:32.563810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:32.565853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:32.566474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:32.566964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:32.567947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:32.570724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:32.606534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:32.607593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:32.610411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:32.622854] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.67%, Actual: 4.80%
[2025-11-27T20:06:32.680591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:32.683658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:32.694941] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.30%, Actual: 0.97%
[2025-11-27T20:06:32.786995] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.06%
[2025-11-27T20:06:32.857496] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.75%, Actual: 0.27%
[2025-11-27T20:06:32.947369] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:32.951397] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.68%
[2025-11-27T20:06:33.020768] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 1.51%
[2025-11-27T20:06:33.032362] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:33.113449] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.10%
[2025-11-27T20:06:33.113802] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 37.4332%
[2025-11-27T20:06:33.113946] [INFO ] [main      ] ABUS: DISCARDED add_late_hour_microstructure (score: 37.43%)
[2025-11-27T20:06:33.114046] [INFO ] [main      ] ABUS: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:06:33.114134] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_session_pressure']
[2025-11-27T20:06:33.114226] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:33.118140] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:33.125040] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:33.125629] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:33.126517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:33.126613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:33.128307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:33.128925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:33.129381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:33.185008] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.76%, Actual: 1.10%
[2025-11-27T20:06:33.193826] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-11-27T20:06:33.194100] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:33.194980] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:33.195112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:33.196078] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:33.197647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:33.234044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:33.235385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:33.262657] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-11-27T20:06:33.262930] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:33.263768] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:33.263895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:33.268724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:33.270489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:33.271056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:33.271516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:33.272422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:33.274811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:33.306171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:33.307314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:33.310172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:33.348089] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 1.34%
[2025-11-27T20:06:33.376901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:33.380010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:33.510538] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 2.27%
[2025-11-27T20:06:33.562856] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:33.660626] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:33.676159] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.62%, Actual: 0.75%
[2025-11-27T20:06:33.710403] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:33.731414] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:33.786948] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 22.4s | Global ETA: N/A
[2025-11-27T20:06:33.787215] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:33.788102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:33.788240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:33.789947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:33.790503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:33.790969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:33.834840] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:33.839952] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 1.67%
[2025-11-27T20:06:33.876522] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:33.896255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:33.897655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:33.902905] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 19.5s | Global ETA: N/A
[2025-11-27T20:06:33.903163] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:33.904011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:33.904131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:33.906471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:33.943808] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 6.32% | Symbol ETA: 17.6s | Global ETA: N/A
[2025-11-27T20:06:34.003801] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 0.48%
[2025-11-27T20:06:34.004145] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 43.5637%
[2025-11-27T20:06:34.004289] [INFO ] [main      ] CBSH: DISCARDED add_late_day_volatility (score: 43.56%)
[2025-11-27T20:06:34.004397] [INFO ] [main      ] CBSH: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:06:34.004495] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_late_hour_microstructure']
[2025-11-27T20:06:34.004610] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:34.016165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:34.017245] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:34.017362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:34.017692] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:34.018548] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:34.018630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:34.020491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:34.023304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:34.025035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:34.025500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:34.025941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:34.111277] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.45%, Actual: 2.81%
[2025-11-27T20:06:34.132848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:34.172449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:34.175645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:34.231740] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:34.278953] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.45%, Actual: 3.56%
[2025-11-27T20:06:34.385682] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:34.401173] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:34.444509] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.10%, Actual: 2.95%
[2025-11-27T20:06:34.457738] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.40% | Symbol ETA: 21.8s | Global ETA: N/A
[2025-11-27T20:06:34.457980] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:34.458856] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:34.458979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:34.460665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:34.461228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:34.461690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:34.501506] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:34.557801] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:34.565566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:34.566957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:34.609540] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 0.76%
[2025-11-27T20:06:34.628389] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 18.8s | Global ETA: N/A
[2025-11-27T20:06:34.628662] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:34.629503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:34.629644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:34.632085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:34.663972] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:34.740846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:34.741910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:34.745074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:34.755360] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.65% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-11-27T20:06:34.755617] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:34.756421] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:34.756550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:34.761279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:34.763064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:34.763621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:34.764141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:34.775201] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 5.38%
[2025-11-27T20:06:34.869829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:34.897546] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:34.907145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:34.909904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:34.939685] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.69%
[2025-11-27T20:06:35.064151] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:35.101923] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:35.104870] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 6.99%
[2025-11-27T20:06:35.118186] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.76% | Symbol ETA: 21.1s | Global ETA: N/A
[2025-11-27T20:06:35.118446] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:35.119255] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:35.119378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:35.121092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:35.121675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:35.122121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:35.231076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:35.232566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:35.238927] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:35.269721] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:35.270009] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 1.36%
[2025-11-27T20:06:35.340506] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:06:35.404926] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:35.434382] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 2.23%
[2025-11-27T20:06:35.494455] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 25.1s | Global ETA: N/A
[2025-11-27T20:06:35.494585] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:35.495333] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:35.495417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:35.500111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:35.502556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:35.503041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:35.503463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:35.530006] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.30%, Actual: 0.07%
[2025-11-27T20:06:35.570139] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:35.601766] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 6.32%, Actual: 2.59%
[2025-11-27T20:06:35.601964] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 37.6272%
[2025-11-27T20:06:35.602048] [INFO ] [main      ] AFCG: DISCARDED add_late_hour_microstructure (score: 37.63%)
[2025-11-27T20:06:35.602091] [INFO ] [main      ] AFCG: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:06:35.602125] [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_late_session_pressure']
[2025-11-27T20:06:35.602164] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:35.609628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:35.615309] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:35.615964] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:35.616828] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:35.616970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:35.621807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:35.623627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:35.624177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:35.624647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:35.625536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:35.627930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:35.647880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:35.650534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:35.709469] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.27%, Actual: 1.33%
[2025-11-27T20:06:35.735049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:35.736295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:35.738201] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:35.793452] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-27T20:06:35.793732] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:35.794569] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:35.794710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:35.796474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:35.797064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:35.797523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:35.898871] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 1.61%
[2025-11-27T20:06:35.903415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:35.904840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:35.977553] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:36.064204] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:36.067415] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.83%
[2025-11-27T20:06:36.141044] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:36.230010] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:36.230849] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 24.4s | Global ETA: N/A
[2025-11-27T20:06:36.231128] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:36.231952] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:36.232104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:36.236865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:36.237191] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 1.03%
[2025-11-27T20:06:36.238700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:36.239240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:36.239760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:36.241602] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:36.297670] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.48% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-11-27T20:06:36.297946] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:36.298822] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:36.298995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:36.303770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:36.305549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:36.306130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:36.306613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:36.307563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:36.310033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:36.345766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:36.383649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:36.386808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:36.405341] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 1.01%
[2025-11-27T20:06:36.417009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:36.418248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:36.420359] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:36.475324] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-27T20:06:36.475591] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:36.476386] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:36.476509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:36.478214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:36.478804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:36.479255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:36.573499] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 0.14%
[2025-11-27T20:06:36.585414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:36.586826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:36.715096] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:36.742952] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 2.50%
[2025-11-27T20:06:36.751289] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:36.877969] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:36.913920] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.24%
[2025-11-27T20:06:36.915870] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:36.917358] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:36.967066] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 23.6s | Global ETA: N/A
[2025-11-27T20:06:36.967345] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:36.968182] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:36.968325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:36.973062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:36.974841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:36.975374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:36.975940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:36.982955] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.33% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-11-27T20:06:36.983093] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:36.983846] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:36.984053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:36.989008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:36.990858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:36.991432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:36.991919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:36.992877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:36.995358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.080176] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 0.37%
[2025-11-27T20:06:37.080588] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 46.2970%
[2025-11-27T20:06:37.080734] [INFO ] [main      ] AAPD: DISCARDED add_late_hour_microstructure (score: 46.30%)
[2025-11-27T20:06:37.080852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:37.080837] [INFO ] [main      ] AAPD: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:06:37.080957] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_late_session_pressure']
[2025-11-27T20:06:37.081102] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:37.081259] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:37.094985] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:37.095419] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:37.096320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:37.096403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:37.098770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.106889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.108272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.118268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:37.120883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.135423] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-11-27T20:06:37.135557] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:37.136306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:37.136374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:37.137990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:37.138505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:37.138912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.209987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:37.211045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.212255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.247186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.248515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.446967] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:37.456071] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:37.553910] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:37.582002] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:37.612377] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:37.621330] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:37.680439] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 21.5s | Global ETA: N/A
[2025-11-27T20:06:37.680604] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:37.681500] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:37.681652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:37.686628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:37.688484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:37.689064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:37.689587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:37.690536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:37.692937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.711920] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:37.712074] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:37.712864] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:37.713067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:37.718051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:37.719904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:37.720451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:37.720986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.746812] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:37.755116] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:37.802815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.804166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.809211] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:37.809469] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:37.810276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:37.810398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:37.812083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:37.812654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:37.813104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.819766] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 23.2s | Global ETA: N/A
[2025-11-27T20:06:37.820019] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:37.820872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:37.820999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:37.823408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:37.827549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:37.864718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:37.867369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.919550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.921006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:37.937559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:37.938808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:37.939956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:38.131706] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:38.192973] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:38.254820] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:38.283921] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:38.296967] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:38.357356] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:38.364809] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-27T20:06:38.365112] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:38.365970] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:38.366109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:38.371076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:38.372913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:38.373463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:38.373957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:38.374963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:38.377362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:38.421922] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:38.447422] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.44% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-11-27T20:06:38.447708] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:38.448540] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:38.448687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:38.451612] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:38.453380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:38.455138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:38.455693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:38.456187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:38.476402] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-27T20:06:38.476690] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:38.477497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:38.477633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:38.479359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:38.479929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:38.480421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:38.483983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:38.485239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:38.521166] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 22.3s | Global ETA: N/A
[2025-11-27T20:06:38.521417] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:38.522211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:38.522336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:38.524687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:38.561726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:38.592391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:38.594183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:38.599376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:38.602529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:38.636868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:38.638059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:38.639219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:38.821833] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:38.929783] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:38.957466] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:38.970233] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:38.989509] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:39.056647] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 5.06% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-27T20:06:39.056889] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:39.057719] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:39.057847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:39.062655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:39.064428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:39.064990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:39.065455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:39.066450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:39.068971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.091739] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:39.140101] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:39.141929] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:39.179065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:39.179214] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-27T20:06:39.179497] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:39.180304] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:39.180373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:39.180434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:39.185094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:39.186876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:39.187406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:39.187917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.193119] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:06:39.193384] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:39.194186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:39.194310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:39.196045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:39.196621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:39.197071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.210892] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -3.08% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-27T20:06:39.211147] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:39.211952] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:39.212070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:39.214400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.290552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:39.302169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:39.303570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:39.323096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:39.324382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:39.325474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:39.327471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:39.330154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:39.508019] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:39.631398] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:39.659254] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:39.659671] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:39.676310] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:39.743805] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-27T20:06:39.744058] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:39.744876] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:39.745008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:39.749828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:39.751586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:39.752129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:39.752625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:39.753556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:39.755955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.812030] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:39.824681] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:39.828426] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:39.860045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:39.861339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:39.865744] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-11-27T20:06:39.898222] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-27T20:06:39.898386] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:39.899171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:39.899252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:39.901872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:39.913991] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.71% | Symbol ETA: 20.7s | Global ETA: N/A
[2025-11-27T20:06:39.914257] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:39.915067] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:39.915200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:39.919942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:39.921759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:39.922287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:39.922803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:40.009150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:40.010388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:40.011514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:40.024870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:40.032174] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.46%, Actual: 1.38%
[2025-11-27T20:06:40.061350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:40.063994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:40.190948] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:40.198678] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.40%, Actual: 2.28%
[2025-11-27T20:06:40.341694] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:40.354194] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:40.365945] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.76%, Actual: 1.44%
[2025-11-27T20:06:40.392834] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:40.421233] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-27T20:06:40.421464] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:40.422274] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:40.422406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:40.427132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:40.428911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:40.429460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:40.429922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:40.430870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:40.433203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:40.514171] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:40.538179] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.61%
[2025-11-27T20:06:40.541244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:40.542536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:40.557605] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:40.584665] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-11-27T20:06:40.584913] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:40.585746] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:40.585870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:40.588269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:40.646965] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:40.647246] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:40.648067] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:40.648217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:40.652921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:40.654720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:40.655243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:40.655760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:40.695765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:40.696851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:40.697955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:40.703800] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.72%
[2025-11-27T20:06:40.761666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:40.800077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:06:40.804049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:40.869117] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 1.12%
[2025-11-27T20:06:40.877301] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:41.026275] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:41.032661] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 4.80%
[2025-11-27T20:06:41.043755] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:41.109697] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.02% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-27T20:06:41.109945] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:41.110768] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:41.110896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:41.115743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:41.117553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:41.118182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:41.118653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:41.119557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:41.121919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:41.131752] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:41.192871] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:41.196082] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.06%
[2025-11-27T20:06:41.228911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:41.230202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:41.260860] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-27T20:06:41.261117] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:41.261946] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:41.262067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:41.264448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:41.294423] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:41.358716] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 1.68%
[2025-11-27T20:06:41.369350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:41.370292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:41.371419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:41.379988] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:41.522081] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 0.10%
[2025-11-27T20:06:41.522414] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 38.7177%
[2025-11-27T20:06:41.522556] [INFO ] [main      ] ABUS: DISCARDED add_late_session_pressure (score: 38.72%)
[2025-11-27T20:06:41.522689] [INFO ] [main      ] ABUS: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:06:41.522781] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity']
[2025-11-27T20:06:41.522873] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:41.533868] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:41.534522] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:41.535424] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:41.535547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:41.537258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:41.537833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:41.538303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:41.545529] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.65%, Actual: 0.28%
[2025-11-27T20:06:41.568077] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:41.643179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:41.645319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:41.706965] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:41.708843] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.18%, Actual: 0.97%
[2025-11-27T20:06:41.744566] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:41.811519] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.57% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:06:41.811781] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:41.812566] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:41.812710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:41.817454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:41.819298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:41.819849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:41.820293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:41.821203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:41.823635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:41.874660] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.96%, Actual: 0.27%
[2025-11-27T20:06:41.889141] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:41.929248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:41.930598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:41.960624] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-27T20:06:41.960888] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:41.961719] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:41.961841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:41.964265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:41.971909] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:42.040480] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 1.51%
[2025-11-27T20:06:42.069169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:42.070256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:42.071347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:42.135430] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:42.192606] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.37% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-27T20:06:42.192867] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:42.193673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:42.193794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:42.195445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:42.196009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:42.196458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:42.204204] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 1.10%
[2025-11-27T20:06:42.261249] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:42.301323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:42.303468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:42.367168] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.34%
[2025-11-27T20:06:42.406183] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:42.425810] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:42.492835] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.01% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:06:42.531549] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 2.27%
[2025-11-27T20:06:42.599269] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:42.631034] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:42.658673] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.48%, Actual: 2.81%
[2025-11-27T20:06:42.669836] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-27T20:06:42.670098] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:42.670917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:42.671038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:42.673423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:42.697853] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 0.75%
[2025-11-27T20:06:42.780556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:42.781774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:42.782864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:42.794500] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:42.823749] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.33%, Actual: 3.56%
[2025-11-27T20:06:42.851204] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.00% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:42.851463] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:42.852273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:42.852397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:42.854053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:42.854610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:42.855058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:42.867833] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.82%, Actual: 1.67%
[2025-11-27T20:06:42.960933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:42.963254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:43.000027] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.69%, Actual: 2.95%
[2025-11-27T20:06:43.038271] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 0.48%
[2025-11-27T20:06:43.038646] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 49.0085%
[2025-11-27T20:06:43.038744] [INFO ] [main      ] CBSH: DISCARDED add_late_hour_microstructure (score: 49.01%)
[2025-11-27T20:06:43.038847] [INFO ] [main      ] CBSH: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:06:43.038949] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_late_session_pressure']
[2025-11-27T20:06:43.039061] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:43.050079] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:43.050624] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:43.051522] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:43.051672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:43.056335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:43.058155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:43.058716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:43.059210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:43.125003] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:43.163379] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.76%
[2025-11-27T20:06:43.164958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:43.202276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:43.203403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:43.288014] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:43.289018] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:43.336003] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 5.06%, Actual: 5.38%
[2025-11-27T20:06:43.357180] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-27T20:06:43.357441] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:43.358291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:43.358424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:43.360747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:43.450810] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:43.463460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:43.464552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:43.465687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:43.507147] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.59% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:43.507409] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:43.508243] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:43.508369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:43.509247] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 1.69%
[2025-11-27T20:06:43.510071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:43.510667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:43.511114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:43.527972] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:43.615975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:43.618169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:43.677909] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 6.99%
[2025-11-27T20:06:43.693014] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:43.783193] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 23.7s | Global ETA: N/A
[2025-11-27T20:06:43.783462] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:43.784267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:43.784397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:43.789133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:43.790945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:43.791475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:43.791985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:43.802047] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:43.845167] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.02%, Actual: 1.36%
[2025-11-27T20:06:43.898607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:43.935838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:43.936964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:43.945861] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:43.968398] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:44.009512] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 2.23%
[2025-11-27T20:06:44.038802] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:06:44.109593] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:44.166521] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-11-27T20:06:44.166792] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:44.167598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:44.167719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:44.169424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:44.169989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:44.170468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:44.196990] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.01%, Actual: 2.59%
[2025-11-27T20:06:44.197344] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 48.0823%
[2025-11-27T20:06:44.197497] [INFO ] [main      ] AFCG: DISCARDED add_late_session_pressure (score: 48.08%)
[2025-11-27T20:06:44.197617] [INFO ] [main      ] AFCG: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:06:44.197717] [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_micro_gap_fill_velocity']
[2025-11-27T20:06:44.197819] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:44.207878] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.31%, Actual: 0.07%
[2025-11-27T20:06:44.210856] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:44.211279] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:44.212128] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:44.212212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:44.216895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:44.218732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:44.219345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:44.219818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:44.220783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:44.223423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:44.266996] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:44.276129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:44.278425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:44.331267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:44.333430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:44.379276] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 1.11%, Actual: 1.33%
[2025-11-27T20:06:44.430878] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:44.518721] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.26% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:44.518971] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:44.519780] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:44.519908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:44.524760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:44.526529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:44.527070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:44.527619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:44.545772] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -3.08%, Actual: 1.61%
[2025-11-27T20:06:44.612463] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:44.633648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:44.661991] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:44.671054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:44.672173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:44.710122] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 0.83%
[2025-11-27T20:06:44.779249] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:44.828148] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:44.836106] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-11-27T20:06:44.836386] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:44.837190] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:44.837314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:44.839094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:44.839657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:44.840098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:44.880189] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 1.03%
[2025-11-27T20:06:44.898643] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -5.89% | Symbol ETA: 21.1s | Global ETA: N/A
[2025-11-27T20:06:44.898912] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:44.899732] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:44.899863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:44.904626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:44.906389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:44.906936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:44.907341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:44.908277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:44.910766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:44.947716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:44.950050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.001289] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:45.016344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:45.018453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.047489] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.01%
[2025-11-27T20:06:45.167433] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:45.226467] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 0.14%
[2025-11-27T20:06:45.257905] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.53% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-11-27T20:06:45.258180] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:45.259042] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:45.259173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:45.263913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:45.265713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:45.266250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:45.266789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:45.282735] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:45.351037] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:45.373028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:45.397717] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 2.50%
[2025-11-27T20:06:45.411100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:45.412215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.449748] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:45.506231] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.19% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-27T20:06:45.506381] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:45.507144] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:45.507213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:45.508858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:45.509486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:45.509951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:45.524606] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:45.567992] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 0.24%
[2025-11-27T20:06:45.598953] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 20.5s | Global ETA: N/A
[2025-11-27T20:06:45.599218] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:45.600156] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:45.600310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:45.605341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:45.607298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:45.607885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:45.608374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:45.609393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:45.611942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:45.613981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:45.616209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.725146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:45.727788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.736755] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.37%
[2025-11-27T20:06:45.737150] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 44.6477%
[2025-11-27T20:06:45.737311] [INFO ] [main      ] AAPD: DISCARDED add_late_session_pressure (score: 44.65%)
[2025-11-27T20:06:45.737416] [INFO ] [main      ] AAPD: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:06:45.737510] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_micro_gap_fill_velocity']
[2025-11-27T20:06:45.737620] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:45.751609] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:45.752272] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:45.753190] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:45.753313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:45.755712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:45.797940] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:45.867899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:45.869124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:45.871387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:45.961301] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:45.964514] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:46.052611] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-11-27T20:06:46.052866] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:46.053682] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:46.053809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:46.058506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:46.060260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:46.060807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:46.061304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.083429] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:46.132227] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:46.166646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:46.188174] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.37% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:06:46.188320] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:46.189078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:46.189147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:46.190774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:46.191249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:46.191652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.204020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:46.205039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:46.216743] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:46.258946] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:46.299697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:46.301788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:46.334005] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:46.334271] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:46.335179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:46.335314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:46.340663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:46.342539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:46.343110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:46.343614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:46.344551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:46.347175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.382643] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:46.458483] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.43% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-11-27T20:06:46.458628] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:46.459458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:46.459633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:46.461995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.472239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:46.474521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:46.535147] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:46.572565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:46.573754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:46.575911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:46.632286] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:46.699467] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:46.787687] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-11-27T20:06:46.787948] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:46.788808] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:46.788939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:46.793650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:46.795411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:46.795958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:46.796451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.798334] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:46.802839] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:46.855421] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:06:46.855707] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:46.856569] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:46.856718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:46.858487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:46.859083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:46.859547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:46.903701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:46.906694] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:46.942047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:46.943188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:46.969060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:46.970539] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:46.971347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.046411] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 3.19% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:47.046800] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:47.047739] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:47.047872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:47.052883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:47.054753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:47.055326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:47.055811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:47.056732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:47.059177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.072406] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:47.150442] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:06:47.150730] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:47.151557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:47.151702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:47.154105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.165214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:47.167903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.261557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:47.262547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:47.264603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.272035] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:47.370446] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:47.437713] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:47.503297] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:47.525981] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-27T20:06:47.526259] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:47.527085] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:47.527216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:47.531945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:47.533728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:47.534260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:47.534770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.537780] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:47.590773] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:47.594586] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:06:47.594842] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:47.595651] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:06:47.595774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:47.597419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:47.597975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:47.598457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.640518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:47.667218] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:47.679141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:47.680212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.706301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:47.708423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.737555] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.44% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:47.737854] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:47.738866] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:47.738997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:47.743696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:47.745457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:47.746051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:47.746510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:47.747435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:47.749897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.756180] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:47.831651] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-11-27T20:06:47.831796] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:47.832553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:47.832643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:47.835071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:47.858749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:47.861392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:47.939982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:47.940983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:47.943019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:48.005708] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:48.043325] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:48.166494] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:48.199797] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:48.211019] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:48.254610] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-27T20:06:48.254861] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:48.255676] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:48.255805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:48.260443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:48.262195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:48.262745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:48.263237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:48.268503] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:06:48.271347] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:48.364821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:48.365250] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:48.401513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:48.402589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:48.433713] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.37%, Actual: 1.38%
[2025-11-27T20:06:48.434725] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-11-27T20:06:48.434998] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:48.435824] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:48.435953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:48.439013] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:48.440703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:48.442467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:48.443015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:48.443472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:48.444382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:48.446741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:48.512873] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.64% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:06:48.513132] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:48.514004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:48.514125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:48.516471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:48.549422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:48.551551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:48.598008] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.00%, Actual: 2.28%
[2025-11-27T20:06:48.627594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:48.628841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:48.630916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:48.733479] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:48.762707] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.59%, Actual: 1.44%
[2025-11-27T20:06:48.897131] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:48.925512] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.61%
[2025-11-27T20:06:48.936878] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:48.961099] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:48.985531] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -5.24% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:48.985867] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:48.986692] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:48.986822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:48.991477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:48.993230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:48.993779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:48.994272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.092075] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 0.72%
[2025-11-27T20:06:49.097999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:49.101003] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:49.127914] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:49.135123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:49.136345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:49.169966] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 3.08% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:06:49.170245] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:49.171105] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:49.171237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:49.175959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:49.177781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:49.178331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:49.178798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:49.179717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:49.182117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.202333] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:49.202593] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:49.203426] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:49.203551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:49.205955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.256504] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 1.12%
[2025-11-27T20:06:49.285058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:49.287417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:49.311682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:49.312608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:49.314564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:49.424543] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 4.80%
[2025-11-27T20:06:49.460738] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:49.588236] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.06%
[2025-11-27T20:06:49.614642] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:49.624243] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:49.639085] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:49.714142] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.48% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-27T20:06:49.714423] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:49.715248] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:49.715382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:49.720038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:49.721807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:49.722338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:49.722857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.751132] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 1.68%
[2025-11-27T20:06:49.782511] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:49.801193] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:49.830214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:49.851982] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -5.75% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-27T20:06:49.852249] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:49.853070] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:49.853202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:49.857859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:49.859768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:49.860454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:49.861052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:49.862015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:49.864371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.868669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:06:49.869812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:49.874514] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-11-27T20:06:49.874682] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:49.875541] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:49.875677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:49.878014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.915324] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.10%
[2025-11-27T20:06:49.915617] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 54.6981%
[2025-11-27T20:06:49.915893] [INFO ] [main      ] ABUS: KEPT add_micro_gap_fill_velocity (score: 54.70%)
[2025-11-27T20:06:49.915996] [INFO ] [main      ] ABUS: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:06:49.916087] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:06:49.916182] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:49.927214] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:49.927718] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:49.928687] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:49.928808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:49.930520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:49.931115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:49.931596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:49.972937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:49.975794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:49.980201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:49.981079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:49.983062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:50.038447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:50.040840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:50.041662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:50.215506] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:50.306478] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:50.307420] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:50.366360] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:50.384934] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:50.471187] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:50.473251] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:50.482371] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.46% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:06:50.535820] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:50.542643] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-27T20:06:50.542865] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:50.543438] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:06:50.543610] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:50.543790] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:50.543920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:50.544355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:50.544424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:50.546714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:50.548798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:50.550533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:50.551112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:50.551563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:50.552482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:50.554875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:50.594163] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-11-27T20:06:50.594311] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:50.595085] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:50.595283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:50.596980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:50.597529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:50.597997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:50.648921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:50.649906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:50.651937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:50.656650] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.38%, Actual: 0.28%
[2025-11-27T20:06:50.659463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:50.661854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:50.704457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:50.706841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:50.707658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:50.833887] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.26%, Actual: 0.97%
[2025-11-27T20:06:50.977806] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:50.988730] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:51.005393] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.53%, Actual: 0.27%
[2025-11-27T20:06:51.034116] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:51.139909] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:51.152488] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:51.174565] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 1.51%
[2025-11-27T20:06:51.195785] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:51.211401] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 16.4s | Global ETA: N/A
[2025-11-27T20:06:51.211673] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:51.212469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:51.212604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:51.214980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:51.220540] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.47% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-27T20:06:51.253066] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.53% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-27T20:06:51.253342] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:51.254168] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:51.254291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:51.255962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:51.256494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:51.256958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:51.316671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:51.317819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:51.319864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:51.346245] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.88%, Actual: 1.10%
[2025-11-27T20:06:51.362024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:51.364222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:51.365010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:51.386357] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -5.89%, Actual: 2.81%
[2025-11-27T20:06:51.516657] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 1.34%
[2025-11-27T20:06:51.551725] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 3.56%
[2025-11-27T20:06:51.684887] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 2.27%
[2025-11-27T20:06:51.691398] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:06:51.700394] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:06:51.715342] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 2.95%
[2025-11-27T20:06:51.854563] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -5.24%, Actual: 0.75%
[2025-11-27T20:06:51.857264] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:51.863660] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:51.880401] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 3.19%, Actual: 0.76%
[2025-11-27T20:06:51.914904] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.31% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:06:51.915060] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:06:51.915960] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:51.916082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:51.917753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:51.918301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:51.918760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:51.934854] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-27T20:06:51.935109] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:06:51.935916] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:51.936036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:51.938394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:52.025012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:52.027158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:52.027942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:52.029867] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.48%, Actual: 1.67%
[2025-11-27T20:06:52.040820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:52.041844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:52.043861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:52.044721] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.44%, Actual: 5.38%
[2025-11-27T20:06:52.203085] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 0.48%
[2025-11-27T20:06:52.203406] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 44.2920%
[2025-11-27T20:06:52.203563] [INFO ] [main      ] CBSH: DISCARDED add_late_session_pressure (score: 44.29%)
[2025-11-27T20:06:52.203687] [INFO ] [main      ] CBSH: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:06:52.203789] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_micro_gap_fill_velocity']
[2025-11-27T20:06:52.203893] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:06:52.209802] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 1.69%
[2025-11-27T20:06:52.215327] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:52.215776] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:06:52.216748] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:52.216822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:52.221860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:52.223800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:52.224328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:52.224827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:52.338189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:52.352542] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:06:52.369996] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:06:52.374085] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 3.08%, Actual: 6.99%
[2025-11-27T20:06:52.377620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:52.379879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:52.515410] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:52.533333] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:52.538317] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -5.75%, Actual: 1.36%
[2025-11-27T20:06:52.573290] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:06:52.573563] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:06:52.574379] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:52.574505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:52.576156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:52.576706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:52.577145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:52.605757] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-27T20:06:52.681287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:52.683546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:52.684336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:52.702470] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 2.23%
[2025-11-27T20:06:52.722009] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:06:52.771187] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.43%, Actual: 0.07%
[2025-11-27T20:06:52.866867] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.47%, Actual: 2.59%
[2025-11-27T20:06:52.867182] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 37.1193%
[2025-11-27T20:06:52.867334] [INFO ] [main      ] AFCG: DISCARDED add_micro_gap_fill_velocity (score: 37.12%)
[2025-11-27T20:06:52.867441] [INFO ] [main      ] AFCG: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:06:52.867539] [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_morning_followthrough_mag_T0']
[2025-11-27T20:06:52.867658] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:06:52.880759] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:52.881445] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:06:52.882371] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:52.882528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:52.887258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:52.889069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:52.889618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:52.890073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:52.890955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:52.893279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:52.897158] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:52.935952] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.81%, Actual: 1.33%
[2025-11-27T20:06:52.997226] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -2.34% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-11-27T20:06:52.997501] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:06:52.998359] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:52.998490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:53.000637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:53.001691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:53.003377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:53.005184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:53.005757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:53.006265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:53.011595] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:06:53.099091] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.20%, Actual: 1.61%
[2025-11-27T20:06:53.113337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:53.151445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:53.153557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:53.174363] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:53.231102] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:06:53.231361] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:06:53.232209] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:53.232331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:53.233999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:53.234530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:53.234990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:53.262434] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.83%
[2025-11-27T20:06:53.327549] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:06:53.339103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:53.341242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:53.342024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:53.426007] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 1.03%
[2025-11-27T20:06:53.478597] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:06:53.495025] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:53.562403] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.91% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-11-27T20:06:53.562687] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:06:53.563491] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:53.563638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:53.568388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:53.570148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:53.570695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:53.571147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:53.572069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:53.574441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:53.590101] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 1.01%
[2025-11-27T20:06:53.642152] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:53.670109] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:06:53.680412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:53.681235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:53.736111] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 22.0s | Global ETA: N/A
[2025-11-27T20:06:53.736245] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:06:53.737008] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:53.737079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:53.741777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:53.743627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:53.744109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:53.744657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:53.756408] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 0.14%
[2025-11-27T20:06:53.833405] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:53.849251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:53.887165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:53.889317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:53.895681] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-27T20:06:53.895869] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:06:53.896961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:53.897121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:53.899207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:53.899823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:53.900354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:53.923629] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 2.50%
[2025-11-27T20:06:54.009420] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:06:54.019834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:54.022206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:54.023056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:54.088365] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.24%
[2025-11-27T20:06:54.175303] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:54.219776] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:06:54.244243] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 19.3s | Global ETA: N/A
[2025-11-27T20:06:54.244514] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:06:54.245334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:54.245471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:54.250288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:54.252154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:54.252719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:54.253182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:54.254204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:54.255382] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.53%, Actual: 0.37%
[2025-11-27T20:06:54.255940] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 43.1770%
[2025-11-27T20:06:54.256089] [INFO ] [main      ] AAPD: DISCARDED add_micro_gap_fill_velocity (score: 43.18%)
[2025-11-27T20:06:54.256190] [INFO ] [main      ] AAPD: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:06:54.256278] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:06:54.256371] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:06:54.257123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:54.271936] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:54.272394] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:06:54.273282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:54.273357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:54.275683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:54.362217] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:06:54.369519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:54.370554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:54.381015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:54.382046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:54.382835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:54.385796] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:54.476717] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 21.2s | Global ETA: N/A
[2025-11-27T20:06:54.477001] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:06:54.477815] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:54.477945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:54.482623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:54.484354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:54.484915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:54.485413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:54.526857] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:54.583881] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-27T20:06:54.584151] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:06:54.584969] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:54.585097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:54.586763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:54.587289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:54.587746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:54.589018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:54.626312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:54.628321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:54.690412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:54.692735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:54.693498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:54.707501] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:06:54.707599] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:06:54.869979] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:54.879673] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:54.940885] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 19.6s | Global ETA: N/A
[2025-11-27T20:06:54.941138] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:06:54.941963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:54.942083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:54.944398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:54.947749] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-27T20:06:54.948025] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:06:54.948909] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:54.949046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:54.953765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:54.955626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:54.956168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:54.956390] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:06:54.956718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:54.957647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:54.960066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.017559] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:06:55.048269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:55.049347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:55.050108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.065040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:55.066132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.124555] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:55.180424] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:55.219443] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-11-27T20:06:55.219617] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:06:55.220504] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:55.220645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:55.225475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:55.227262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:55.227829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:55.228357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.237095] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-27T20:06:55.237345] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:06:55.238187] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:55.238318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:55.239996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:55.240529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:55.240984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.336444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:55.344690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:55.346844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:55.347625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.374032] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:06:55.378632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:55.381209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.397813] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:06:55.538690] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:55.567838] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:55.607728] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-11-27T20:06:55.607979] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:06:55.608904] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:55.609026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:55.611335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.635502] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-27T20:06:55.635803] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:06:55.636618] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:55.636749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:55.641468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:55.643246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:55.643797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:55.644250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:55.645173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:55.647682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.674079] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:06:55.716474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:55.717511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:55.718283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.728598] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:06:55.755508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:55.756522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:55.837432] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:55.892338] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:55.893812] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:06:55.894079] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:06:55.894849] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:55.894970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:55.896643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:55.897129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:55.897512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:55.985955] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-27T20:06:55.986198] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:06:55.987032] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:55.987162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:55.991940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:55.993714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:55.994265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:55.994796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:56.000481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:56.002752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:56.003539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:56.046090] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:06:56.095169] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:06:56.100713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:56.138737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:56.141110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:56.210140] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:06:56.265169] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:56.279989] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-11-27T20:06:56.280248] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:06:56.281086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:56.281207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:56.283555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:56.332765] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.23% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-27T20:06:56.333034] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:06:56.333912] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:56.334046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:56.334626] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:06:56.338985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:56.340841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:56.341394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:56.341895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:56.342831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:56.345322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:56.388147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:56.389202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:56.389991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:56.453566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:56.454657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:56.473450] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:06:56.499906] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:56.556828] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:06:56.637331] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:56.720766] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:06:56.721752] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 1.38%
[2025-11-27T20:06:56.729866] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -2.92% | Symbol ETA: 18.9s | Global ETA: N/A
[2025-11-27T20:06:56.730126] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:06:56.730960] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:56.731094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:56.735904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:56.737694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:56.738271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:56.738803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:56.781601] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:06:56.843148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:56.880830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:56.882914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:56.884861] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:06:56.885260] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.53%, Actual: 2.28%
[2025-11-27T20:06:56.945044] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:56.953459] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-11-27T20:06:56.953741] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:06:56.954566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:56.954707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:56.957071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:57.010813] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.48% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:06:57.011087] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:06:57.011916] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:57.012044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:57.016837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:57.018690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:57.019221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:57.019719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:57.020629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:57.023052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:57.051190] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.31%, Actual: 1.44%
[2025-11-27T20:06:57.068473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:57.069648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:57.070416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:57.127518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:57.128391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:57.211876] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:06:57.215068] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 0.61%
[2025-11-27T20:06:57.379256] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.72%
[2025-11-27T20:06:57.380538] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:57.399963] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:06:57.472271] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:06:57.472946] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 18.2s | Global ETA: N/A
[2025-11-27T20:06:57.473202] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:06:57.474052] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:57.474187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:57.479005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:57.480803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:57.481345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:57.481872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:57.544262] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 1.12%
[2025-11-27T20:06:57.565995] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:06:57.588185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:57.626272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:57.628631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:57.634236] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-11-27T20:06:57.634489] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:06:57.635289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:57.635409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:57.637770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:57.640724] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:57.707856] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:06:57.708148] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:06:57.709023] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:57.709153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:57.709363] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 4.80%
[2025-11-27T20:06:57.713882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:57.715696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:57.716240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:57.716705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:57.717608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:57.720019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:57.746144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:57.747220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:57.748002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:57.822263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:57.823175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:57.875144] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.06%
[2025-11-27T20:06:57.963048] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:06:58.038925] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.68%
[2025-11-27T20:06:58.079163] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:06:58.127963] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:58.146515] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:06:58.201234] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.10%
[2025-11-27T20:06:58.201598] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 39.8816%
[2025-11-27T20:06:58.201712] [INFO ] [main      ] ABUS: DISCARDED add_morning_followthrough_mag_T0 (score: 39.88%)
[2025-11-27T20:06:58.201808] [INFO ] [main      ] ABUS: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:06:58.201897] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion']
[2025-11-27T20:06:58.201987] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:06:58.214635] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:06:58.215146] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:06:58.216046] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:58.216180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:58.217899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:58.218465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:58.218950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.222709] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.82% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:06:58.222969] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:06:58.223847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:58.223980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:58.229106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:58.230927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:58.231477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:58.232000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.245425] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:06:58.309283] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:58.314417] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-27T20:06:58.314699] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:06:58.315490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:58.315630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:58.318029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.327913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:58.330294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:06:58.334953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:58.338747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:58.375506] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.74% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:06:58.375775] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:06:58.376615] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:58.376761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:58.377212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:58.379409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:58.381679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:58.383452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:58.383982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:58.384429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:58.385341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:58.387686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.427125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:58.428083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:58.428937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:58.489942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:58.490738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:58.686460] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:06:58.715347] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:06:58.759211] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:06:58.815550] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:06:58.853131] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:06:58.882189] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:58.916776] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:06:58.916933] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:06:58.917847] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:58.917970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:58.919721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:58.920346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:58.920818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.923030] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:06:58.975008] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:06:58.975293] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:06:58.976142] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:06:58.976277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:58.976835] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:06:58.981222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:58.983133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:06:58.983719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:58.984233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:58.992355] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.40% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-27T20:06:58.992653] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:06:58.993465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:58.993609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:58.996009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:59.026253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:59.028593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:06:59.032888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.040742] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:06:59.040875] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:06:59.041640] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:06:59.041851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:06:59.046534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:59.048327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:59.048874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:59.049322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:06:59.050350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:59.052732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:59.090086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:06:59.102374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:59.103569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:59.104351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.129206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:59.131532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.153493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:59.154268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.361070] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:06:59.435024] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:06:59.477179] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:06:59.480067] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:06:59.523365] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:06:59.582205] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.83% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-11-27T20:06:59.582471] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:06:59.583326] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:06:59.583450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:06:59.585144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:06:59.585703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:06:59.586148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:59.601695] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:06:59.638160] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:59.653024] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:06:59.671143] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-27T20:06:59.671283] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:06:59.672094] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:06:59.672164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:06:59.674554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:06:59.694342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:06:59.696529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:06:59.700833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.701842] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.56% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:06:59.749346] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 2.23% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:06:59.782787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:06:59.783842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:06:59.784538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:06:59.864224] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.91%, Actual: 2.81%
[2025-11-27T20:06:59.923655] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -2.34%, Actual: 0.28%
[2025-11-27T20:07:00.026424] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.44%, Actual: 3.56%
[2025-11-27T20:07:00.031512] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:00.101016] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.50%, Actual: 0.97%
[2025-11-27T20:07:00.137199] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:00.193417] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.10%, Actual: 2.95%
[2025-11-27T20:07:00.196601] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:00.282690] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.41%, Actual: 0.27%
[2025-11-27T20:07:00.307019] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:00.317100] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.18% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:07:00.317206] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:00.319039] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:00.319110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:00.323489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:00.326346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:00.326773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:00.363409] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 0.76%
[2025-11-27T20:07:00.373974] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-27T20:07:00.374234] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:00.375054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:00.375173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:00.377471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:00.464718] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.21%, Actual: 1.51%
[2025-11-27T20:07:00.495468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:00.500395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:00.501190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:00.556710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:00.562089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:00.569422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:00.631136] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.23%, Actual: 5.38%
[2025-11-27T20:07:00.706072] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 1.10%
[2025-11-27T20:07:00.793025] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 1.69%
[2025-11-27T20:07:00.946232] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:00.956138] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 6.99%
[2025-11-27T20:07:00.977908] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -2.92%, Actual: 1.34%
[2025-11-27T20:07:01.112402] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:01.119486] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.74%, Actual: 1.36%
[2025-11-27T20:07:01.189737] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:01.199709] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:01.210214] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 2.27%
[2025-11-27T20:07:01.283329] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.75%, Actual: 2.23%
[2025-11-27T20:07:01.374799] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.82%, Actual: 0.75%
[2025-11-27T20:07:01.383729] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:01.389128] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -1.23%, Actual: 0.07%
[2025-11-27T20:07:01.443961] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-11-27T20:07:01.444111] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:01.444212] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.56%, Actual: 2.59%
[2025-11-27T20:07:01.444350] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 57.4523%
[2025-11-27T20:07:01.444432] [INFO ] [main      ] AFCG: DISCARDED add_morning_followthrough_mag_T0 (score: 57.45%)
[2025-11-27T20:07:01.444476] [INFO ] [main      ] AFCG: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:07:01.444511] [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_morning_range_expansion']
[2025-11-27T20:07:01.444549] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:01.444873] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:01.444944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:01.446564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:01.447086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:01.447459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:01.455943] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:01.456414] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:01.457276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:01.457357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:01.462106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:01.463851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:01.464314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:01.464708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:01.465536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:01.467947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:01.542393] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.18%, Actual: 1.67%
[2025-11-27T20:07:01.554818] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.73%, Actual: 1.33%
[2025-11-27T20:07:01.556862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:01.559162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:01.563591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:01.573349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:01.577468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:01.709147] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.48%
[2025-11-27T20:07:01.709490] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 40.8592%
[2025-11-27T20:07:01.710052] [INFO ] [main      ] CBSH: DISCARDED add_micro_gap_fill_velocity (score: 40.86%)
[2025-11-27T20:07:01.710121] [INFO ] [main      ] CBSH: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:07:01.710217] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:07:01.710314] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:01.721651] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:01.722234] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:01.722725] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.38%, Actual: 1.61%
[2025-11-27T20:07:01.723153] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:01.723224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:01.728039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:01.729904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:01.730382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:01.730867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:01.838815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:01.876830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:01.877872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:01.888537] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 0.83%
[2025-11-27T20:07:01.900119] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:01.902536] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:02.053538] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 1.03%
[2025-11-27T20:07:02.062866] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:02.064128] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:02.121766] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-27T20:07:02.122046] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:02.122886] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:02.123018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:02.124697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:02.125251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:02.125724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.130734] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 18.7s | Global ETA: N/A
[2025-11-27T20:07:02.130972] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:02.131836] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:02.131964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:02.136676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:02.138475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:02.139020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:02.139475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:02.140395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:02.142778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.216061] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:02.218293] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 1.01%
[2025-11-27T20:07:02.229120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:02.231230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:02.235546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:02.247288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:02.251391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:02.382648] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.40%, Actual: 0.14%
[2025-11-27T20:07:02.387803] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:02.481541] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 22.0s | Global ETA: N/A
[2025-11-27T20:07:02.481821] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:02.482671] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:02.482794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:02.487982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:02.489884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:02.490480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:02.491009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.547196] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 2.50%
[2025-11-27T20:07:02.575234] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:02.603268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:02.617356] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:02.643998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:02.645088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:02.712031] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.24%
[2025-11-27T20:07:02.736706] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:02.781006] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:02.804454] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:07:02.804734] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:02.805526] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:02.805681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:02.810337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:02.812163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:02.812713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:02.813160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:02.814066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:02.816392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.841393] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:07:02.841528] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:02.842314] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:02.842384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:02.844003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:02.844481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:02.844885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.877353] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.93%, Actual: 0.37%
[2025-11-27T20:07:02.877563] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 43.7215%
[2025-11-27T20:07:02.877685] [INFO ] [main      ] AAPD: DISCARDED add_morning_followthrough_mag_T0 (score: 43.72%)
[2025-11-27T20:07:02.877854] [INFO ] [main      ] AAPD: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:07:02.877952] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_morning_range_expansion']
[2025-11-27T20:07:02.878048] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:02.891858] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:02.892554] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:02.893503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:02.893643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:02.896070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:02.920324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:02.924322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:02.947884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:02.950314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:02.954548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:02.989800] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:03.007311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:03.008368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:03.012817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:03.161172] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:03.247515] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:03.252621] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 21.3s | Global ETA: N/A
[2025-11-27T20:07:03.252892] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:03.253867] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:03.254004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:03.259119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:03.260939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:03.261487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:03.262007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:03.281349] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:03.367789] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:03.372977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:03.408634] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:03.413179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:03.414134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:03.445560] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:03.476666] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:07:03.476947] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:03.477766] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:03.477900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:03.482541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:03.484286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:03.484837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:03.485282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:03.486194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:03.488562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:03.505704] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-27T20:07:03.505958] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:03.506779] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:03.506907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:03.508604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:03.509152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:03.509624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:03.542153] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:03.592787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:03.596978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:03.612795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:03.615101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:03.615751] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.57% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-11-27T20:07:03.616024] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:03.616880] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:03.617003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:03.619420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:03.619634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:03.732373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:03.733620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:03.738239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:03.759589] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:03.931772] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:03.946561] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:03.977781] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:04.024293] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:07:04.024552] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:04.025437] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:04.025564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:04.030605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.032544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:04.033112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.033653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.089111] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:04.109327] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:04.139746] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:04.145336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:04.169771] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.59% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-27T20:07:04.170041] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:04.170857] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:04.170984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.172652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:04.173206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.173677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.185496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:04.186515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.206909] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-27T20:07:04.207181] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:04.208009] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:04.208157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:04.212812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.214552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:04.215140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.215609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:04.216519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:04.218925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.267453] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:04.281065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:04.283476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:04.287881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.323399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:04.327598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.337907] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-11-27T20:07:04.338199] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:04.339097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:04.339223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:04.341636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.450504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:04.451734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:04.456061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.530763] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:04.613416] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:04.653613] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:04.701732] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:04.780136] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:04.792473] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:04.794520] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-11-27T20:07:04.794798] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:04.795659] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:04.795809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:04.800825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.802638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:04.803187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.803755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.819239] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:04.840861] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:07:04.841021] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:04.841962] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:04.842097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.843792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:04.844335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.844810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.889713] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.56% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-27T20:07:04.889989] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:04.890818] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:04.890950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:04.895867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:04.897676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:04.898283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:04.898758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:04.899666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:04.902026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:04.914442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:04.947924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:04.950397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:04.954636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.956095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:04.957248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:04.961514] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:05.006320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:05.011073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:05.032202] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-11-27T20:07:05.032470] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:05.033246] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:05.033366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:05.035668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:05.140894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:05.142042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:05.146279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:05.283784] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:05.288014] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:05.343361] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:05.450621] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:05.456950] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:05.490356] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:05.511360] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:07:05.513137] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:05.549730] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-11-27T20:07:05.549992] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:05.550847] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:05.550980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:05.555802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:05.557601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:05.558196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:05.558712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:05.582114] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-27T20:07:05.582375] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:05.583236] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:05.583387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:05.588160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:05.589971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:05.590508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:05.591011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:05.591916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:05.594270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:05.661006] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:05.671082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:05.681134] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.08%, Actual: 1.38%
[2025-11-27T20:07:05.700268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:05.704385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:05.708514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:05.709530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:05.729764] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.84% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-11-27T20:07:05.730040] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:05.730890] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:05.731012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:05.733344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:05.836713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:05.837748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:05.842040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:05.846079] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.83%, Actual: 2.28%
[2025-11-27T20:07:06.010441] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.18%, Actual: 1.44%
[2025-11-27T20:07:06.033658] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:06.050248] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:06.176109] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:06.176639] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.61%
[2025-11-27T20:07:06.194846] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:06.218620] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:06.262039] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -2.56% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-27T20:07:06.262290] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:06.263115] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:06.263248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:06.267933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:06.269734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:06.270274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:06.270746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:06.271652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:06.273992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:06.305940] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-11-27T20:07:06.306194] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:06.307032] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:06.307153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:06.311940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:06.313686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:06.314250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:06.314757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:06.340484] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:06.342167] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.72%
[2025-11-27T20:07:06.379062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:06.383298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:06.409271] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-27T20:07:06.409427] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:06.410194] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:06.410387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:06.412735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:06.418936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:06.456865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:06.458009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:06.506473] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.42%, Actual: 1.12%
[2025-11-27T20:07:06.516150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:06.517062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:06.521279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:06.669205] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 4.80%
[2025-11-27T20:07:06.707760] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:06.785833] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:06.832789] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.06%
[2025-11-27T20:07:06.869906] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:06.911090] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:06.937095] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-27T20:07:06.937365] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:06.938233] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:06.938367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:06.943035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:06.944800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:06.945339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:06.945810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:06.946655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:06.949065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:06.949619] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:06.997300] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 1.68%
[2025-11-27T20:07:07.038471] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-11-27T20:07:07.038739] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:07.039526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:07.039666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:07.044423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:07.046176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:07.046730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:07.047248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.052041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:07.056271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.077563] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:07.145126] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-27T20:07:07.145394] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:07.146166] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:07.146287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:07.148650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.150930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:07.161319] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.10%
[2025-11-27T20:07:07.161687] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.3649%
[2025-11-27T20:07:07.161851] [INFO ] [main      ] ABUS: DISCARDED add_morning_range_expansion (score: 42.36%)
[2025-11-27T20:07:07.161961] [INFO ] [main      ] ABUS: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:07:07.162060] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity']
[2025-11-27T20:07:07.162161] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:07.173642] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:07.174173] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:07.175077] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:07.175221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:07.176936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:07.177495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:07.177969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.187622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:07.188505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.253119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:07.254196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:07.258512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.283734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:07.286044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:07.287356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.383321] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:07.516320] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:07.547594] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:07.586022] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:07.615320] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:07.615401] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.81% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:07:07.615526] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:07.616324] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:07.616539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:07.621243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:07.623011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:07.623552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:07.624070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:07.624981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:07.627343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.680863] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:07.730702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:07.734829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.753047] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:07.769085] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.23% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:07:07.769347] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:07.770151] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:07.770274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:07.774965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:07.776751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:07.777323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:07.777832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.779790] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:07.821032] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-27T20:07:07.821309] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:07.822140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:07.822263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:07.824556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.838086] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 18.2s | Global ETA: N/A
[2025-11-27T20:07:07.838376] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:07.839196] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:07.839327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:07.841084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:07.841644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:07.842098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:07.882500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:07.919485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:07.920361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.930917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:07.932117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:07.936532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:07.947966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:07.950229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:07.951494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:08.060916] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:08.224701] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:08.246768] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:08.278441] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:08.278763] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:08.290190] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.57% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:08.409898] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:08.442248] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:08.449098] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:08.454477] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: 0.84%, Actual: 2.81%
[2025-11-27T20:07:08.495485] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:08.495770] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:08.496593] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:08.496722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:08.501639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:08.501950] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.61% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-11-27T20:07:08.502202] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:08.503026] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:08.503157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:08.503415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:08.503989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:08.504495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:08.504839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:08.505383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:08.505868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:08.517604] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:08.517875] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:08.518717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:08.518846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:08.521214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:08.611294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:08.611831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:08.614175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:08.615455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:08.618259] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.79%, Actual: 3.56%
[2025-11-27T20:07:08.623519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:08.624686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:08.628895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:08.649307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:07:08.650160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:08.788191] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.78%, Actual: 2.95%
[2025-11-27T20:07:08.950945] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:08.955618] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:08.961010] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.76%
[2025-11-27T20:07:08.988839] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:09.113405] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:09.119424] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:09.122748] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 5.38%
[2025-11-27T20:07:09.151466] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:09.172426] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.89% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-11-27T20:07:09.172700] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:09.173504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:09.173647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:09.175313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:09.175899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:09.176367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:09.186523] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:09.186788] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:09.187593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:09.187712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:09.190040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:09.238212] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:07:09.284696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:09.286224] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 1.69%
[2025-11-27T20:07:09.287079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:09.288423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:09.291011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:09.291960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:09.296214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:09.409909] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.25%, Actual: 0.28%
[2025-11-27T20:07:09.451227] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -2.56%, Actual: 6.99%
[2025-11-27T20:07:09.576879] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.88%, Actual: 0.97%
[2025-11-27T20:07:09.615093] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 1.36%
[2025-11-27T20:07:09.618300] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:09.619834] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:09.746055] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 1.04%, Actual: 0.27%
[2025-11-27T20:07:09.777795] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.81%, Actual: 2.23%
[2025-11-27T20:07:09.782006] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:09.783102] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:09.841714] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-11-27T20:07:09.841870] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:09.842641] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:09.842847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:09.844514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:09.845041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:09.845463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:09.850730] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:09.912402] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.51%
[2025-11-27T20:07:09.940615] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.57%, Actual: 2.59%
[2025-11-27T20:07:09.940976] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 46.7356%
[2025-11-27T20:07:09.941132] [INFO ] [main      ] AFCG: DISCARDED add_morning_range_expansion (score: 46.74%)
[2025-11-27T20:07:09.941237] [INFO ] [main      ] AFCG: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:07:09.941367] [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_open_11_elasticity']
[2025-11-27T20:07:09.941472] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:09.950200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:09.952654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:09.953034] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:09.953669] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:09.954023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:09.954552] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:09.954712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:09.959533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:09.961337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:09.961901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:09.962350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:09.963254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:09.965604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:10.013859] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.57%, Actual: 0.07%
[2025-11-27T20:07:10.070733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:10.072234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:10.087695] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 1.10%
[2025-11-27T20:07:10.176761] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 1.44%, Actual: 1.33%
[2025-11-27T20:07:10.250449] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 1.34%
[2025-11-27T20:07:10.293513] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:10.340393] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.95%, Actual: 1.61%
[2025-11-27T20:07:10.400471] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:10.417437] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 2.27%
[2025-11-27T20:07:10.466127] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:10.516060] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 0.83%
[2025-11-27T20:07:10.523379] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-27T20:07:10.523518] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:10.524258] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:10.524328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:10.525941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:10.526402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:10.526792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:10.565730] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:10.584443] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.23%, Actual: 0.75%
[2025-11-27T20:07:10.631276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:10.633118] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.58% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-11-27T20:07:10.633251] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:10.633389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:10.634015] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:10.634086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:10.634593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:10.638702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:10.640507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:10.641061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:10.641519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:10.642473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:10.644856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:10.684250] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 1.03%
[2025-11-27T20:07:10.750720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:10.751908] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.67%
[2025-11-27T20:07:10.752233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:10.857048] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 1.01%
[2025-11-27T20:07:10.922841] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.48%
[2025-11-27T20:07:10.923181] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 45.9786%
[2025-11-27T20:07:10.923284] [INFO ] [main      ] CBSH: DISCARDED add_morning_followthrough_mag_T0 (score: 45.98%)
[2025-11-27T20:07:10.923391] [INFO ] [main      ] CBSH: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:07:10.923496] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_morning_range_expansion']
[2025-11-27T20:07:10.923613] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:10.935968] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:10.936701] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:10.937702] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:10.937830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:10.943289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:10.945262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:10.945849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:10.946412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:10.966651] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:11.023458] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 0.14%
[2025-11-27T20:07:11.060613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:11.078357] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:11.100806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:11.105388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.128662] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:11.185855] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-27T20:07:11.186020] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:11.186827] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:11.186692] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 2.50%
[2025-11-27T20:07:11.186909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:11.188639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:11.189166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:11.189554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.241800] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:11.296316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:11.298601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:11.299876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.308378] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-11-27T20:07:11.308641] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:11.309447] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:11.309591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:11.314255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:11.316022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:11.316558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:11.317027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:11.317945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:11.320313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.358071] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 0.24%
[2025-11-27T20:07:11.424466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:11.425673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.452455] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:11.531496] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.37%
[2025-11-27T20:07:11.531874] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 42.6704%
[2025-11-27T20:07:11.532026] [INFO ] [main      ] AAPD: DISCARDED add_morning_range_expansion (score: 42.67%)
[2025-11-27T20:07:11.532132] [INFO ] [main      ] AAPD: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:07:11.532223] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_open_11_elasticity']
[2025-11-27T20:07:11.532317] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:11.546461] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:11.547192] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:11.548178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:11.548304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:11.550763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.621004] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:11.622897] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:11.660701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:11.661921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:11.663213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.711808] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-11-27T20:07:11.712079] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:11.712899] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:11.713021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:11.717680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:11.719446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:11.720009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:11.720502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.750406] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:11.786046] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:11.828362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:11.841996] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-27T20:07:11.842243] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:11.843104] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:11.843244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:11.844971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:11.845506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:11.845972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.866675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:11.871185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.913818] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:11.950044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:11.952459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:11.953756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:11.981826] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-27T20:07:11.982096] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:11.982910] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:11.983041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:11.987841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:11.989627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:11.990198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:11.990670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:11.991618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:11.993992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:11.997875] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:12.102608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:12.104095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:12.165655] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:12.201044] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:12.235288] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.41% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-11-27T20:07:12.235521] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:12.236356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:12.236478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:12.238831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:12.285388] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:12.355133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:12.356202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:12.357458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:12.366530] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:12.437421] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:12.451394] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:12.455584] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-27T20:07:12.455837] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:12.456682] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:12.456819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:12.461890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:12.463686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:12.464239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:12.464774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:12.509457] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:12.509741] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:12.510624] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:12.510762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:12.512449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:12.513017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:12.513478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:12.574444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:12.607771] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:12.614792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:12.619328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:12.620848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:12.623144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:12.624485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:12.677176] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-27T20:07:12.677460] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:12.678342] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:12.678476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:12.683364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:12.685257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:12.685847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:12.686313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:12.687254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:12.689751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:12.694563] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:12.800895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:12.802519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:12.870246] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:12.943521] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:07:12.943795] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:12.944645] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:12.944766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:12.947377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:12.953143] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:12.953862] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:13.063129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:13.064414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:13.065889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:13.117117] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:13.117526] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:13.143139] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:13.175315] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-27T20:07:13.175614] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:13.176426] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:13.176559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:13.178298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:13.178902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:13.179355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:13.206188] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 18.9s | Global ETA: N/A
[2025-11-27T20:07:13.206443] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:13.207253] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:13.207376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:13.212038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:13.213802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:13.214339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:13.214849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:13.286056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:13.288534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:13.289862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:13.308906] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:13.318871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:13.356276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:13.360716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:13.375943] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 5.90% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-27T20:07:13.376224] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:13.377072] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:13.377203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:13.382078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:13.383978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:13.384547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:13.385022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:13.385950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:13.388408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:13.413641] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:13.492825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:13.494455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:13.577335] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:13.620972] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:13.645534] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:07:13.645860] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:13.646676] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:13.646796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:13.649136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:13.695849] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:13.753826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:13.754977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:13.756176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:13.787194] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:13.822969] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:13.843750] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:07:13.860101] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:13.948648] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.64% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:07:13.948897] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:13.949704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:13.949827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:13.954558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:13.956344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:13.956892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:13.957386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:13.987719] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:14.015142] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.40%, Actual: 1.38%
[2025-11-27T20:07:14.054886] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-27T20:07:14.055165] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:14.056036] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:14.056172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:14.060559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:14.060971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:14.062732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:14.063298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:14.063781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:14.064730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:14.067182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:14.092463] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:14.097725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:14.102062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:14.176130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:14.177759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:14.180977] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.61%, Actual: 2.28%
[2025-11-27T20:07:14.280304] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:14.346768] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:14.347051] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:14.347540] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.89%, Actual: 1.44%
[2025-11-27T20:07:14.347877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:14.348014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:14.350366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:14.426520] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:14.453871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:14.454992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:14.456249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:14.511357] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:07:14.527413] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:14.592047] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:14.683085] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:07:14.688388] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:07:14.688544] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:14.689860] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:14.689940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:14.694765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:14.696601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:14.697108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:14.697643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:14.750033] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:14.809756] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:14.814314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:14.825191] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-27T20:07:14.825483] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:14.826372] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:14.826525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:14.833439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:14.836323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:14.837152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:14.837767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:14.839124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:14.842672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:14.854676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:14.860138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:14.863554] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.12%
[2025-11-27T20:07:14.966520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:14.968313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:15.002747] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:15.082301] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.90%, Actual: 4.80%
[2025-11-27T20:07:15.098556] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-27T20:07:15.098868] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:15.099936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:15.100084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:15.103246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:15.267765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:15.269424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:15.271329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:15.310112] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:07:15.313731] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:15.429038] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:15.533445] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.68%
[2025-11-27T20:07:15.569803] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:15.602073] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:15.653149] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:15.676369] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:07:15.676717] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:15.677910] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:15.678076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:15.682280] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -2.19% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-27T20:07:15.682540] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:15.683469] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:15.683617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:15.685131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:15.687777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:15.688596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:15.688878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:15.689219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:15.690515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:15.691006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:15.691602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:15.692117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:15.694051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:15.699876] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.10%
[2025-11-27T20:07:15.700124] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 46.0330%
[2025-11-27T20:07:15.700230] [INFO ] [main      ] ABUS: DISCARDED add_open_11_elasticity (score: 46.03%)
[2025-11-27T20:07:15.700286] [INFO ] [main      ] ABUS: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:07:15.700330] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity']
[2025-11-27T20:07:15.700379] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:15.712387] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:15.712821] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:15.713683] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:15.713765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:15.715413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:15.715944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:15.716351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:15.802069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:15.803750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:15.805700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:15.822328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:15.824776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:15.826287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:15.829703] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:15.846145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:15.850974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:15.903361] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-27T20:07:15.903645] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:15.904592] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:15.904730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:15.907417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:16.021485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:16.022727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:16.024056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:16.134647] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:16.156007] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:16.186706] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:16.297192] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:16.323192] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:16.349594] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:16.362204] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:07:16.362468] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:16.363293] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:16.363426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:16.363679] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:16.368130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:16.369926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:16.370477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:16.370949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:16.371924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:16.374332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:16.381518] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-11-27T20:07:16.381819] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:16.382740] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:16.382871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:16.384554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:16.385086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:16.385474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:16.437941] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:16.438222] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:16.439062] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:16.439189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:16.444105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:16.445903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:16.446451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:16.447008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:16.476007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:16.477393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:16.490852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:16.493114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:16.494471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:16.528959] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:16.551063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:16.587454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:16.591861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:16.596648] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.56% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-27T20:07:16.596784] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:16.597523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:16.597602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:16.599988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:16.702856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:16.703901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:16.705110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:16.808948] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:16.820434] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:16.916702] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:16.977412] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:16.983681] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:17.030241] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:17.041672] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 6.33% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:07:17.043067] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.44% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-27T20:07:17.043203] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:17.044343] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:17.044426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:17.046060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:17.046539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:17.046947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.079425] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:17.153297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:17.155495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:17.156852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:17.166863] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.54% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:07:17.166996] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:17.167814] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:17.167895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:17.173478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:17.175209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:17.175700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:17.176135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.193163] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:17.244964] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.58%, Actual: 2.81%
[2025-11-27T20:07:17.261643] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-27T20:07:17.261776] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:17.262529] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:17.262607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:17.264862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.278153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:17.314628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:17.318724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:17.366474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:17.367462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:17.368828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:17.433123] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.17%, Actual: 3.56%
[2025-11-27T20:07:17.490665] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:17.610211] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.76%, Actual: 2.95%
[2025-11-27T20:07:17.644683] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:17.657606] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:17.706648] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:17.717209] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.07% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-27T20:07:17.717445] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:17.718288] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:17.718420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:17.720123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:17.720702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:17.721157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.790071] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 0.76%
[2025-11-27T20:07:17.807161] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:17.829598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:17.832005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:17.833492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:17.870153] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:17.894211] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-27T20:07:17.894479] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:17.895295] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:17.895419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:17.901665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:17.903423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:17.903976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:17.904478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.937704] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-27T20:07:17.937961] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:17.938798] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:17.938919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:17.941246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:17.955408] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 5.90%, Actual: 5.38%
[2025-11-27T20:07:18.005929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:18.041954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:07:18.042601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:18.043716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:18.044960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:18.046271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:18.117858] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 1.69%
[2025-11-27T20:07:18.164298] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:18.285620] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 6.99%
[2025-11-27T20:07:18.330840] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:18.371322] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:18.372228] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:18.390494] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-27T20:07:18.390768] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:18.391607] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:18.391734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:18.393422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:18.393998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:18.394391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:18.462388] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 1.36%
[2025-11-27T20:07:18.500467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:18.502903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:18.504329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:18.535833] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:18.546434] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:18.604008] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-27T20:07:18.637032] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 2.23%
[2025-11-27T20:07:18.643849] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:18.768690] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.41%, Actual: 0.07%
[2025-11-27T20:07:18.811049] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 6.33%, Actual: 2.59%
[2025-11-27T20:07:18.811420] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 51.6573%
[2025-11-27T20:07:18.811589] [INFO ] [main      ] AFCG: DISCARDED add_open_11_elasticity (score: 51.66%)
[2025-11-27T20:07:18.811698] [INFO ] [main      ] AFCG: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:07:18.811796] [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_open_reversal_intensity']
[2025-11-27T20:07:18.811903] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:18.817031] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.28%, Actual: 0.28%
[2025-11-27T20:07:18.824469] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:18.824871] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:18.825733] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:18.825806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:18.830627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:18.832460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:18.832998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:18.833397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:18.834258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:18.836131] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:18.836635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:18.935432] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.49%, Actual: 1.33%
[2025-11-27T20:07:18.946124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:18.947661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:18.985946] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.11%, Actual: 0.97%
[2025-11-27T20:07:19.005624] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:19.069072] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:19.069215] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:19.070023] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:19.070096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:19.071957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:19.072447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:19.072879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:19.107245] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.67%, Actual: 1.61%
[2025-11-27T20:07:19.155441] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.27%
[2025-11-27T20:07:19.184359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:19.186721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:19.188190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:19.271397] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 0.83%
[2025-11-27T20:07:19.277367] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:19.321823] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 1.51%
[2025-11-27T20:07:19.434664] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 1.03%
[2025-11-27T20:07:19.441082] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:19.488064] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 1.10%
[2025-11-27T20:07:19.509088] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.90% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-27T20:07:19.509352] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:19.510180] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:19.510313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:19.515109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:19.517043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:19.517617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:19.518013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:19.518973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:19.521355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:19.529438] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:19.599202] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 1.01%
[2025-11-27T20:07:19.626115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:19.627819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:19.655448] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -2.19%, Actual: 1.34%
[2025-11-27T20:07:19.703419] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:19.761297] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-27T20:07:19.761586] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:19.762405] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:19.762538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:19.764281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:19.764865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:19.765345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:19.766015] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 0.14%
[2025-11-27T20:07:19.823242] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 2.27%
[2025-11-27T20:07:19.872279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:19.874715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:19.876124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:19.930977] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 2.50%
[2025-11-27T20:07:19.956146] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:19.989327] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.54%, Actual: 0.75%
[2025-11-27T20:07:20.097615] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.24%
[2025-11-27T20:07:20.124618] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:20.156103] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.39%, Actual: 1.67%
[2025-11-27T20:07:20.191861] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:07:20.192132] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:20.192967] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:20.193099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:20.197819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:20.199611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:20.200155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:20.200636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:20.201530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:20.201833] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:20.203915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.263390] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.37%
[2025-11-27T20:07:20.263734] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 41.2528%
[2025-11-27T20:07:20.263834] [INFO ] [main      ] AAPD: DISCARDED add_open_11_elasticity (score: 41.25%)
[2025-11-27T20:07:20.263938] [INFO ] [main      ] AAPD: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:07:20.264029] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_open_reversal_intensity']
[2025-11-27T20:07:20.264126] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:20.277717] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:20.278253] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:20.279158] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:20.279281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:20.281646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.312507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:20.314264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:20.323064] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.48%
[2025-11-27T20:07:20.323424] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 48.2177%
[2025-11-27T20:07:20.323593] [INFO ] [main      ] CBSH: DISCARDED add_morning_range_expansion (score: 48.22%)
[2025-11-27T20:07:20.323699] [INFO ] [main      ] CBSH: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:07:20.323793] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_open_11_elasticity']
[2025-11-27T20:07:20.323891] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:20.336085] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:20.336806] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:20.337703] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:20.337830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:20.342766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:20.344617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:20.345160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:20.345714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.363956] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:20.389506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:20.392646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:20.394133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:20.423012] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.60% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-27T20:07:20.423283] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:20.424148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:20.424281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:20.425992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:20.426559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:20.427038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.460279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:20.499702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:20.501209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:20.537912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:20.540883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:20.542446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:20.650298] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:20.726814] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:20.816765] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:20.839388] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:20.883934] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:20.884177] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:20.884992] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:20.885124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:20.889860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:20.891603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:20.891608] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:20.892172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:20.892648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:20.893536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:20.893407] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:20.895946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.963560] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-11-27T20:07:20.963843] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:20.964661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:20.964781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:20.967088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:20.999534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.000967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.004893] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:21.063767] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:21.080288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:21.081458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.082856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.097478] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-11-27T20:07:21.097750] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:21.098591] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:21.098712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:21.103337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:21.105101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:21.105643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:21.106130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.123998] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:07:21.124275] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:21.125178] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:21.125312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:21.127190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:21.127784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:21.128270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.217004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:21.240067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:21.242446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.243897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.257017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:21.258651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.333899] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:21.426553] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:21.509486] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:21.571345] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:21.575930] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.51% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:07:21.576195] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:21.577020] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:21.577152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:21.581910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:21.583683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:21.584235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:21.584712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:21.585642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:21.588041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.592992] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:21.597881] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:21.670612] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -3.29% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:07:21.670774] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:21.671690] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:21.671812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:21.674276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.690997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.692596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.736728] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:21.759964] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:21.789736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:21.790964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.792336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.793594] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:07:21.793842] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:21.794676] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:21.794804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:21.796464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:21.797030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:21.797484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.850970] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.93% | Symbol ETA: 18.9s | Global ETA: N/A
[2025-11-27T20:07:21.851239] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:21.852081] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:21.852203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:21.857085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:21.858985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:21.859539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:21.860047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:21.899719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:21.901955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:21.903371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:21.969812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:22.007653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:22.009057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:22.023251] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:22.127299] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:22.189721] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:22.229159] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:22.255920] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.63% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:07:22.256194] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:22.257033] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:22.257179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:22.261958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:22.263764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:22.264317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:22.264799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:22.265711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:22.268071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:22.289795] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:22.338381] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:22.358198] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:07:22.358463] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:22.359282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:22.359404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:22.361734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:22.374779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:22.376465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:22.391064] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:22.447357] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:07:22.466929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:22.468051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:22.469373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:22.502152] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:22.590005] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:07:22.590261] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:22.591067] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:22.591193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:22.595900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:22.597722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:22.598290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:22.598800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:22.610593] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.72%, Actual: 1.38%
[2025-11-27T20:07:22.707099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:22.718975] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:22.744390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:22.745926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:22.773600] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.44%, Actual: 2.28%
[2025-11-27T20:07:22.797311] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:22.897451] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:22.936134] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.07%, Actual: 1.44%
[2025-11-27T20:07:22.958806] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:22.966696] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.27% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:07:22.966969] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:22.967797] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:22.967926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:22.972673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:22.974456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:22.975024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:22.975478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:22.976499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:22.978935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:23.026448] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-27T20:07:23.026731] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:23.027526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:23.027660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:23.031426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:23.070903] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:23.088429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:23.090223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:23.119171] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 0.61%
[2025-11-27T20:07:23.136359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:23.137406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:23.138752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:23.234061] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:23.285838] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 0.72%
[2025-11-27T20:07:23.321351] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-11-27T20:07:23.321625] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:23.322439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:23.322564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:23.327254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:23.329030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:23.329559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:23.330076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:23.439951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:23.441217] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:23.454699] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 1.12%
[2025-11-27T20:07:23.470612] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:23.478414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:23.479851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:23.610484] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:23.636916] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:23.640911] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.60%, Actual: 4.80%
[2025-11-27T20:07:23.677770] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:07:23.678031] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:23.678895] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:23.679025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:23.683901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:23.685776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:23.686348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:23.686823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:23.687750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:23.690263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:23.707446] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-27T20:07:23.707753] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:23.708717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:23.708841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:23.711279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:23.797641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:23.799344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:23.807856] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.06%
[2025-11-27T20:07:23.821000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:23.822194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:23.823633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:23.830010] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:23.975184] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.68%
[2025-11-27T20:07:24.001545] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:24.090815] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.71% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:07:24.091055] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:24.091884] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:24.092005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:24.097022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:24.098785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:24.099311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:24.099822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.126803] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:24.143416] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.10%
[2025-11-27T20:07:24.143824] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 40.5707%
[2025-11-27T20:07:24.143983] [INFO ] [main      ] ABUS: DISCARDED add_open_reversal_intensity (score: 40.57%)
[2025-11-27T20:07:24.144093] [INFO ] [main      ] ABUS: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:24.144204] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:07:24.144326] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:24.156980] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:24.157756] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:24.157914] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:24.158703] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:24.158772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:24.160477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:24.160992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:24.161377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.210835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:24.249942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:24.251183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:24.269815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:24.272069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:24.273764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:24.291961] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:24.324294] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:24.358104] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.05% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:07:24.358273] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:24.359046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:24.359275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:24.364150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:24.365963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:24.366540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:24.367006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:24.367955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:24.370422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.392893] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-27T20:07:24.393150] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:24.393983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:24.394104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:24.396478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.472754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:24.474174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:24.500449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:24.501476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:24.502807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:24.587906] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:24.609187] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:24.756649] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:24.776627] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:24.800947] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:24.831167] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:24.835755] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.58% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:24.835888] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:24.836647] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:24.836726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:24.838337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:24.838843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:24.839234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.845055] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-11-27T20:07:24.845189] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:24.845949] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:24.846018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:24.850709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:24.852439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:24.852957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:24.853398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:24.945891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:24.948160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:24.949853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:24.961333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:24.966281] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:25.000842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:25.002273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.006765] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:25.031319] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.26% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:07:25.031605] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:25.032405] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:25.032537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:25.037237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:25.039023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:25.039620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:25.040072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:25.041019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:25.043351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:25.078817] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.32% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-27T20:07:25.079078] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:25.079936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:25.080062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:25.082490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:25.146801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:25.148203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.192264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:25.193399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:25.194895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.283270] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:25.335911] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:25.452413] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:25.479251] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:25.503750] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:25.513503] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.38% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:07:25.513659] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:25.514420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:25.514483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:25.517124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:25.517695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:25.518082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:25.533951] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:25.595059] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-27T20:07:25.595284] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:25.596105] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:25.596229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:25.601106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:25.602850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:25.603374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:25.603876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:25.625051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:25.627332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:25.629101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.645636] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:25.707564] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:25.710840] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.72% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-27T20:07:25.716984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:25.756894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:25.758606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.779758] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.27% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:07:25.780020] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:25.780863] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:25.780986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:25.783467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:25.875878] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.90%, Actual: 2.81%
[2025-11-27T20:07:25.892447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:25.893662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:25.895094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:25.966704] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:26.040589] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.37%, Actual: 3.56%
[2025-11-27T20:07:26.093870] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:26.139218] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:26.200898] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.91% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:07:26.201151] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:26.202068] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:26.202202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:26.204093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:26.204787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:26.205276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:26.206213] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.72%, Actual: 2.95%
[2025-11-27T20:07:26.243289] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:26.259063] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:26.320201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:26.322542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:26.324537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:26.347239] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.27% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-27T20:07:26.347373] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:26.348147] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:26.348217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:26.352937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:26.354817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:26.355346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:26.355855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:26.372728] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 0.76%
[2025-11-27T20:07:26.419748] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:26.459895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:26.491024] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:07:26.491291] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:26.492142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:26.492268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:26.494797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:26.497113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:26.498313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:26.538789] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.63%, Actual: 5.38%
[2025-11-27T20:07:26.605281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:26.606441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:26.607849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:26.670346] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:26.704040] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 1.69%
[2025-11-27T20:07:26.828030] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:26.834890] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:26.867520] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 6.99%
[2025-11-27T20:07:26.892139] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.90% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-27T20:07:26.892407] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:26.893219] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:26.893355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:26.895031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:26.895605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:26.896066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:26.948360] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:26.990407] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:26.999834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:27.002114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:27.003891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:27.031274] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.05%, Actual: 1.36%
[2025-11-27T20:07:27.078611] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:27.078879] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:27.079704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:27.079827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:27.084490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:27.086234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:27.086776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:27.087262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:27.114140] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:27.184513] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-27T20:07:27.190278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:27.197153] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.26%, Actual: 2.23%
[2025-11-27T20:07:27.227514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:07:27.228757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:27.332336] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:27.357815] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.80%, Actual: 0.07%
[2025-11-27T20:07:27.363105] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.72%, Actual: 2.59%
[2025-11-27T20:07:27.363467] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 51.7501%
[2025-11-27T20:07:27.363643] [INFO ] [main      ] AFCG: DISCARDED add_open_reversal_intensity (score: 51.75%)
[2025-11-27T20:07:27.363754] [INFO ] [main      ] AFCG: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:27.363852] [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_open_vs_close_liquidity_ratio']
[2025-11-27T20:07:27.363956] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:27.376502] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:27.377216] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:27.378174] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:27.378311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:27.383248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:27.385151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:27.385753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:27.386209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:27.387125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:27.389537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:27.496252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:27.497797] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:27.498168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:27.528707] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -3.29%, Actual: 1.33%
[2025-11-27T20:07:27.554867] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-27T20:07:27.555151] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:27.555988] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:27.556122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:27.556694] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:27.557826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:27.558441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:27.558852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:27.663039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:27.665496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:27.667197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:27.697890] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.18%, Actual: 1.61%
[2025-11-27T20:07:27.720277] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:27.806183] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.66% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-27T20:07:27.831128] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:27.869674] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 0.83%
[2025-11-27T20:07:27.972498] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.03%, Actual: 0.28%
[2025-11-27T20:07:27.996905] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:27.997190] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:28.038264] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 1.03%
[2025-11-27T20:07:28.063234] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-11-27T20:07:28.063511] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:28.064332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:28.064465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:28.069257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:28.071053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:28.071647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:28.072100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:28.073048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:28.075424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:28.133639] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.93%, Actual: 0.97%
[2025-11-27T20:07:28.162766] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:28.180895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.182655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:28.201374] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.01%
[2025-11-27T20:07:28.220457] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:07:28.220758] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:28.221598] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:28.221727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:28.223418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:28.224018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:28.224483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:28.296552] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 0.27%
[2025-11-27T20:07:28.328759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:28.331127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.332869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:28.365138] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 0.14%
[2025-11-27T20:07:28.459644] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.51%
[2025-11-27T20:07:28.509482] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:28.528088] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 2.50%
[2025-11-27T20:07:28.623970] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 1.10%
[2025-11-27T20:07:28.660029] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:28.676207] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:28.691888] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 0.24%
[2025-11-27T20:07:28.742662] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-11-27T20:07:28.742927] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:28.743737] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:28.743865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:28.748515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:28.750284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:28.750838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:28.751306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:28.752222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:28.754539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:28.787547] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 1.34%
[2025-11-27T20:07:28.824075] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:28.858607] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.37%
[2025-11-27T20:07:28.858967] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.3752%
[2025-11-27T20:07:28.859150] [INFO ] [main      ] AAPD: DISCARDED add_open_reversal_intensity (score: 37.38%)
[2025-11-27T20:07:28.859269] [INFO ] [main      ] AAPD: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.859379] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:07:28.859479] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:28.859602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.861242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:28.874327] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:28.874766] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:28.875668] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:28.875854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:28.878320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:28.881060] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:07:28.881323] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:28.882144] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:28.882278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:28.884021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:28.884644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:28.885106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:28.954144] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.56%, Actual: 2.27%
[2025-11-27T20:07:28.988872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:28.989060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:28.990089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.991275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:28.991723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:28.993055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:29.118289] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.27%, Actual: 0.75%
[2025-11-27T20:07:29.189028] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:29.284296] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.51%, Actual: 1.67%
[2025-11-27T20:07:29.322839] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:29.334165] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:29.355985] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:29.423250] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-27T20:07:29.423504] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:29.424333] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:29.424464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:29.429359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:29.431147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:29.431708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:29.432159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:29.433019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:29.435406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:29.450250] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.66%, Actual: 0.48%
[2025-11-27T20:07:29.450459] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 39.0135%
[2025-11-27T20:07:29.450536] [INFO ] [main      ] CBSH: DISCARDED add_open_11_elasticity (score: 39.01%)
[2025-11-27T20:07:29.450596] [INFO ] [main      ] CBSH: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:07:29.450662] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_open_reversal_intensity']
[2025-11-27T20:07:29.450711] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:29.461854] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:29.462298] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:29.463227] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:29.463314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:29.468018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:29.469788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:29.470270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:29.470725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:29.487471] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:29.498308] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:29.540102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:29.541806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:29.544121] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-27T20:07:29.544258] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:29.545019] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:29.545090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:29.546718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:29.547205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:29.547602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:29.568516] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-27T20:07:29.568668] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:29.569425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:29.569508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:29.571792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:29.578313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:29.616437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:29.617869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:29.651515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:29.653889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:29.655559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:29.680503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:29.681711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:29.683409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:29.868500] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:29.946417] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:29.984438] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:30.032200] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:30.045467] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:30.097156] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 3.45% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:30.097430] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:30.098261] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:30.098397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:30.103135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:30.104907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:30.105435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:30.105899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:30.106818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:30.109203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.109765] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:30.149151] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:30.196983] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-11-27T20:07:30.197119] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:30.197890] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:30.198095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:30.202771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:30.204527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:30.205076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:30.205341] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-27T20:07:30.205613] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:30.205599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.206371] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:30.206508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:30.208214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:30.208783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:30.209240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.210741] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:30.213257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:30.214993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:30.280740] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-11-27T20:07:30.281005] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:30.281832] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:30.281952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:30.284269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.310776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:30.311475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:30.313021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:30.314693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:30.349423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:30.350840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:30.388412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:30.389555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:30.391171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:30.544909] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:30.646257] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:30.681526] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:30.708896] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:30.746110] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:30.774962] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 5.77% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:30.775227] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:30.776046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:30.776179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:30.780967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:30.782747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:30.783279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:30.783750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:30.784667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:30.787006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.810171] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:30.846113] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:30.866314] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:07:30.896315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:30.898403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:30.918314] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:30.935465] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:07:30.935748] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:30.936543] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:30.936680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:30.941428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:30.943173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:30.943717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:30.944242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:30.990836] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-11-27T20:07:30.991104] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:30.991992] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:30.992120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:30.994761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:31.031679] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.58%, Actual: 1.38%
[2025-11-27T20:07:31.053152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:31.092659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:31.094052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:31.111347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:31.112612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:31.114292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:31.195770] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.38%, Actual: 2.28%
[2025-11-27T20:07:31.250740] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:31.360733] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.91%, Actual: 1.44%
[2025-11-27T20:07:31.423105] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:31.426091] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:31.445954] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:31.495414] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.15% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:31.495555] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:31.496333] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:31.496408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:31.501273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:31.503103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:31.503815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:31.504218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:31.505106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:31.507463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:31.525453] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 0.61%
[2025-11-27T20:07:31.586843] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:31.609245] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:31.616727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:31.618782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:31.673534] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:07:31.673685] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:31.674562] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:31.674699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:31.677005] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.06% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-27T20:07:31.677255] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:31.678059] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:31.678212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:31.679397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:31.680597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:31.681183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:31.681752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:31.682242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:31.690158] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.72%
[2025-11-27T20:07:31.784135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:31.785197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:31.786804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:31.787994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:31.826323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:31.827863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:31.854604] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 1.12%
[2025-11-27T20:07:31.958846] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:32.035155] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.11%, Actual: 4.80%
[2025-11-27T20:07:32.115073] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:32.122249] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:32.156382] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:32.187266] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-27T20:07:32.187543] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:32.188398] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:32.188478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:32.193381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:32.195218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:32.195721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:32.196184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:32.197134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:32.197608] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.06%
[2025-11-27T20:07:32.199622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:32.277444] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:32.305763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:32.307396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:32.325565] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:32.343288] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-11-27T20:07:32.343544] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:32.344354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:32.344475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:32.346822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:32.359727] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 1.68%
[2025-11-27T20:07:32.419963] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:07:32.420226] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:32.421070] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:32.421195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:32.426194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:32.428050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:32.428626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:32.429127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:32.450236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:32.451259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:32.452857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:32.529086] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:07:32.529456] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 41.0466%
[2025-11-27T20:07:32.529630] [INFO ] [main      ] ABUS: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.05%)
[2025-11-27T20:07:32.529737] [INFO ] [main      ] ABUS: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:07:32.529788] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_vs_prev_range_position']
[2025-11-27T20:07:32.529891] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:32.540904] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:32.541557] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:32.542494] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:32.542640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:32.542695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:32.544374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:32.544913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:32.545378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:32.582249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:32.583849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:32.634669] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:32.653776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:32.656218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:32.659295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:32.780775] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:32.798103] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:32.862971] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.93% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:07:32.863227] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:32.864046] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:32.864174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:32.868938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:32.870744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:32.871283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:32.871752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:32.872707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:32.875086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:32.912203] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:32.943541] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:32.976610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:32.978322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:32.999336] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:33.011024] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-27T20:07:33.011294] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:33.012168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:33.012291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:33.014692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.076292] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:33.117127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:33.118211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:33.119823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:33.164994] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:07:33.165239] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:33.166054] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:33.166176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:33.170522] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:33.170928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:33.172808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:33.173362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:33.173889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.230229] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:07:33.230489] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:33.231321] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:33.231407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:33.233123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:33.233722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:33.234131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.280224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:33.311952] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:33.317285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:33.318873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:33.343742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:33.346012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:33.349023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:33.447853] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:33.480313] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:33.547745] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:07:33.548002] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:33.548862] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:33.548993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:33.553781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:33.555530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:33.556076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:33.556590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:33.557514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:33.559969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.613499] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:33.650816] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:33.668279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:33.670282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:33.681810] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.76% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:07:33.682074] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:33.682922] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:33.683042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:33.685370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.692027] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:33.789720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:33.790657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:33.792203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:33.822378] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:33.865977] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:33.914796] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-27T20:07:33.915075] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:33.915941] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:33.916072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:33.921158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:33.923024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:33.923653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:33.924159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:33.927442] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.04% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:07:33.927738] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:33.928623] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:33.928754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:33.930440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:33.931020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:33.931471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:34.012760] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:34.031217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:34.041448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:34.043774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:34.046795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:34.070301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:34.072020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:34.126534] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:34.195189] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:34.260932] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.38% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:34.293727] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:34.361949] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:07:34.362212] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:34.363077] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:34.363199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:34.365624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:34.405640] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:34.429051] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -0.30%, Actual: 2.81%
[2025-11-27T20:07:34.441930] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:34.470934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:34.472051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:34.473700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:34.572652] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:34.595066] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.45%, Actual: 3.56%
[2025-11-27T20:07:34.608852] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:34.662097] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-27T20:07:34.662366] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:34.663215] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:34.663337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:34.668087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:34.670029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:34.670118] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.22% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-27T20:07:34.670398] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:34.670630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:34.671146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:34.671232] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:34.671372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:34.673065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:34.673683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:34.674136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:34.760433] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 2.95%
[2025-11-27T20:07:34.777895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:34.782922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:34.785203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:34.788148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:34.805102] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:34.815293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:34.816859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:34.930648] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 3.45%, Actual: 0.76%
[2025-11-27T20:07:34.969375] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:35.037030] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:07:35.037272] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:35.038095] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:35.038229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:35.040541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:35.094124] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 5.77%, Actual: 5.38%
[2025-11-27T20:07:35.118481] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:35.143977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:35.145159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:35.146301] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:35.146862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:35.260545] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.15%, Actual: 1.69%
[2025-11-27T20:07:35.280988] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:35.308771] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:35.341509] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:07:35.341779] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:35.342599] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:35.342728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:35.344423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:35.345030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:35.345485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:35.395905] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:07:35.396163] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:35.396980] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:35.397102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:35.401873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:35.403690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:35.404216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:35.404723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:35.429848] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.67%, Actual: 6.99%
[2025-11-27T20:07:35.455216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:35.457470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:35.460509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:35.480531] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:35.511664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:35.551694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:35.553244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:35.606444] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.93%, Actual: 1.36%
[2025-11-27T20:07:35.652827] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:35.722711] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:35.782627] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 2.23%
[2025-11-27T20:07:35.804975] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:35.891730] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.08%, Actual: 0.07%
[2025-11-27T20:07:35.935529] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:35.952852] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.38%, Actual: 2.59%
[2025-11-27T20:07:35.953224] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 32.6674%
[2025-11-27T20:07:35.953389] [INFO ] [main      ] AFCG: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.67%)
[2025-11-27T20:07:35.953503] [INFO ] [main      ] AFCG: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:07:35.953619] [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_open_vs_prev_range_position']
[2025-11-27T20:07:35.953736] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:35.966269] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:35.966790] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:35.967720] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:35.967854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:35.972853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:35.974758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:35.975301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:35.975792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:35.975665] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:35.976761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:35.981934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:36.037602] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:07:36.037873] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:36.038757] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:36.038889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:36.040662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:36.041177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:36.041606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:36.058320] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.14%, Actual: 1.33%
[2025-11-27T20:07:36.095034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:36.098281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:36.121213] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:36.153965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:36.156301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:36.159418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:36.210880] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:07:36.211166] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:36.212040] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:36.212165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:36.217149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:36.219054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:36.219631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:36.220139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:36.225078] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.53%, Actual: 1.61%
[2025-11-27T20:07:36.331827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:36.371707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:07:36.373460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:36.389153] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 0.83%
[2025-11-27T20:07:36.500688] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:36.501872] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:36.554981] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 1.03%
[2025-11-27T20:07:36.673015] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:36.673224] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:36.703738] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:36.721602] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 1.01%
[2025-11-27T20:07:36.734281] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:07:36.734533] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:36.735382] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:36.735527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:36.737295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:36.737895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:36.738404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:36.744076] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.57% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-11-27T20:07:36.744348] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:36.745165] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:36.745297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:36.750109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:36.751948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:36.752485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:36.752943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:36.753860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:36.756186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:36.850030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:36.852406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:36.855489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:36.862921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:36.866163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:36.866367] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:36.888451] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.76%, Actual: 0.14%
[2025-11-27T20:07:36.956559] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-27T20:07:37.057101] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 2.50%
[2025-11-27T20:07:37.125404] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.10%, Actual: 0.28%
[2025-11-27T20:07:37.198789] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:37.199987] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:37.224430] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 0.24%
[2025-11-27T20:07:37.293083] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.41%, Actual: 0.97%
[2025-11-27T20:07:37.370300] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:37.371912] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:37.392757] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.47%, Actual: 0.37%
[2025-11-27T20:07:37.392982] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 34.9015%
[2025-11-27T20:07:37.393176] [INFO ] [main      ] AAPD: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.90%)
[2025-11-27T20:07:37.393278] [INFO ] [main      ] AAPD: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:07:37.393365] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_open_vs_prev_range_position']
[2025-11-27T20:07:37.393456] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:37.407810] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:37.408357] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:37.409311] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:37.409433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:37.411844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:37.431514] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-27T20:07:37.431792] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:37.432619] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:37.432746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:37.434400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:37.434956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:37.435403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:37.439494] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:07:37.439775] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:37.440543] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:37.440749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:37.445565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:37.447314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:37.447832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:37.448296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:37.449176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:37.451469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:37.460897] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 0.27%
[2025-11-27T20:07:37.519927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:37.521186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:37.525083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:37.538903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:37.541149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:37.543993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:37.561321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:37.564482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:37.632762] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 1.51%
[2025-11-27T20:07:37.806524] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.10%
[2025-11-27T20:07:37.867954] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:37.877303] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:37.899241] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:37.985631] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 1.34%
[2025-11-27T20:07:38.036176] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:38.046114] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:38.063694] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:38.105288] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:07:38.105562] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:38.106408] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:38.106549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:38.108330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:38.108317] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-11-27T20:07:38.108588] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:38.108836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:38.109257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.109382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:38.109478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:38.111773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.132005] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-11-27T20:07:38.132274] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:38.133109] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:38.133239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:38.137901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:38.139686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:38.140222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:38.140696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:38.141601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:38.143966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.175067] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 2.27%
[2025-11-27T20:07:38.217637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:38.218851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.219629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:38.221884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.221875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.224964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.249482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.252633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.341546] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 0.75%
[2025-11-27T20:07:38.509052] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.16%, Actual: 1.67%
[2025-11-27T20:07:38.559728] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:38.560275] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:38.587501] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:38.674712] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 0.48%
[2025-11-27T20:07:38.675022] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 41.7905%
[2025-11-27T20:07:38.675162] [INFO ] [main      ] CBSH: DISCARDED add_open_reversal_intensity (score: 41.79%)
[2025-11-27T20:07:38.675264] [INFO ] [main      ] CBSH: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:38.675355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:07:38.675450] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:38.687503] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:38.688058] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:38.689013] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:38.689135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:38.693931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:38.695776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:38.696321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:38.696836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.726601] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:38.728135] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:38.753872] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:38.784778] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:07:38.785047] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:38.785864] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:38.785999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:38.787760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:38.788342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:38.788900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.798797] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-11-27T20:07:38.799063] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:38.799920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:38.800058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:38.802449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.804445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:38.822727] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.80% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:38.823003] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:38.823864] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:38.823994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:38.828779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:38.830557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:38.831105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:38.831557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:38.832534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:38.834898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:38.842940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:38.844883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.899209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:38.901636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.904668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.909165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:38.910332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.913260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:38.940107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:38.943161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:39.175095] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:39.245832] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:39.279259] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:39.303387] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:39.340069] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:39.411175] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:39.431090] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-11-27T20:07:39.431420] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:39.432227] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:39.432351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:39.437067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:39.438894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:39.439418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:39.439994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:39.448408] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:39.468673] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:07:39.468648] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:39.526670] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-27T20:07:39.526955] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:39.527782] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:39.527912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:39.532693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:39.534424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:39.535016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:39.535467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:39.536305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:39.538771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:39.539078] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.21% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-27T20:07:39.539341] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:39.540184] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:39.540305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:39.542630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:39.546913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:39.585354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:39.587202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:39.636667] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.31%, Actual: 1.38%
[2025-11-27T20:07:39.645660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:39.647637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:39.648545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:39.648851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:39.651414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:39.808197] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.04%, Actual: 2.28%
[2025-11-27T20:07:39.920830] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:39.974347] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.22%, Actual: 1.44%
[2025-11-27T20:07:39.980968] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:39.982069] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:40.088443] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:40.138912] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:07:40.143220] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:40.144505] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:40.176101] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-11-27T20:07:40.176403] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:40.177208] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:40.177331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:40.181995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:40.183744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:40.184269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:40.184777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.211310] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.02% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:40.211457] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:40.212212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:40.212280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:40.214564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.217054] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.63% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:07:40.217184] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:40.218149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:40.218229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:40.223359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:40.225178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:40.225683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:40.226079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:40.226962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:40.229613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.303261] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.72%
[2025-11-27T20:07:40.310643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:40.319330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:40.320256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:40.323042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:40.340072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:40.343334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:40.350108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:40.352132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:40.470597] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 1.12%
[2025-11-27T20:07:40.637125] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.51%, Actual: 4.80%
[2025-11-27T20:07:40.657249] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:40.682386] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:40.690470] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:40.806848] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.06%
[2025-11-27T20:07:40.820837] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:40.849044] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:40.855595] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:40.889945] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:40.890179] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:40.891016] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:40.891136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:40.893425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.916150] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:07:40.916283] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:40.917066] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:40.917148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:40.921896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:40.923781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:40.924319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:40.924822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:40.925744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:40.928103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.943699] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-11-27T20:07:40.943947] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:40.944797] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:40.944920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:40.949751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:40.951548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:40.952094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:40.952598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:40.985328] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 1.68%
[2025-11-27T20:07:40.997344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:40.998232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:41.001053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.037160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:41.040415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.059747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:41.097216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:41.099042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.155352] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.10%
[2025-11-27T20:07:41.155743] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 35.3619%
[2025-11-27T20:07:41.155913] [INFO ] [main      ] ABUS: DISCARDED add_open_vs_prev_range_position (score: 35.36%)
[2025-11-27T20:07:41.156024] [INFO ] [main      ] ABUS: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:07:41.156123] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_overnight_gap_amplitude']
[2025-11-27T20:07:41.156227] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:41.168094] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:41.168630] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:41.169547] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:41.169733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:41.171447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:41.172041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:41.172493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:41.277587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:41.279927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:41.280672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.325173] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:41.377486] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:41.426818] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:41.486977] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:41.543442] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:41.555278] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.71% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-27T20:07:41.555535] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:41.556338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:41.556460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:41.558802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:41.591249] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:41.605650] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:41.610956] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.72% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:07:41.611227] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:41.612076] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:41.612209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:41.617142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:41.618976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:41.619537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:41.620025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:41.620972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:41.623434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:41.663553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:41.664482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:41.667387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.679824] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-11-27T20:07:41.680059] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:41.680858] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:41.680979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:41.685720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:41.687492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:41.688045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:41.688548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:41.732408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:41.735641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.770771] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:41.793782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:41.829267] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:07:41.829534] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:41.830323] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:41.830453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:41.831262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:41.832131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:41.832706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:41.832911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.833153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:41.937729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:41.940095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:41.940823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:41.995747] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:42.075125] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:42.161040] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:42.163609] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:42.229320] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:07:42.229469] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:42.230345] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:42.230464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:42.232809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:42.239034] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:42.267325] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:42.308441] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -1.90% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:42.308722] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:42.309538] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:42.309692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:42.314360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:42.316121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:42.316671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:42.317117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:42.318024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:42.320389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:42.330059] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:42.337258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:42.338157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:42.340953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:42.418063] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-27T20:07:42.418332] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:42.419174] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:42.419296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:42.424049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:42.425664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:42.425832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:42.426364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:42.426909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:42.429008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:42.433195] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:42.493960] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:07:42.494212] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:42.495039] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:42.495169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:42.496911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:42.497448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:42.497955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:42.532961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:42.571000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:42.572603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:42.602916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:42.605299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:42.606033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:42.668085] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:42.816001] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:42.857065] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:42.904027] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:42.925854] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -2.08% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:07:42.926106] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:42.926911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:42.927032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:42.929362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:42.931698] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:42.983907] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:43.032048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:43.032918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:43.035705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:43.049853] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.54% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:07:43.070431] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:43.093484] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:43.153279] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.91% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:07:43.153537] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:43.154373] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:43.154506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:43.156173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:43.156731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:43.156943] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-27T20:07:43.157183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:43.157202] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:43.158059] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:43.158208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:43.162955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:43.164713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:43.165270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:43.165776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:43.213828] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.57%, Actual: 2.81%
[2025-11-27T20:07:43.260299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:43.263145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:43.263900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:43.270152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:43.307600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:43.309508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:43.360960] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:43.377482] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.58%, Actual: 3.56%
[2025-11-27T20:07:43.525217] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:43.543130] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.13%, Actual: 2.95%
[2025-11-27T20:07:43.591102] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:43.592494] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:07:43.592756] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:43.593540] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:43.593676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:43.595966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:43.642137] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:43.697206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:43.698105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:43.700907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:43.706508] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 0.76%
[2025-11-27T20:07:43.751929] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:43.805769] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:43.811474] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:07:43.811774] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:43.812627] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:43.812784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:43.814557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:43.815119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:43.815609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:43.868903] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 5.38%
[2025-11-27T20:07:43.892316] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.71% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:07:43.892450] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:43.893200] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:43.893284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:43.898021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:43.899839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:43.900430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:43.900938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:43.927659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:43.930115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:43.930933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:44.005557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:44.029198] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:44.033885] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.63%, Actual: 1.69%
[2025-11-27T20:07:44.043361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:44.045000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:44.193769] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:44.203339] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 6.99%
[2025-11-27T20:07:44.264778] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:07:44.284395] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:44.368684] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.72%, Actual: 1.36%
[2025-11-27T20:07:44.378167] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:44.429347] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.76%, Actual: 0.07%
[2025-11-27T20:07:44.457595] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:44.518868] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-27T20:07:44.519159] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:44.520059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:44.520192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:44.521960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:44.522510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:44.523014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:44.534019] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 2.23%
[2025-11-27T20:07:44.594768] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.71%, Actual: 1.33%
[2025-11-27T20:07:44.601668] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:44.634819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:44.637261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:44.638033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:44.689528] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.31% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:07:44.689821] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:44.690634] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:44.690761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:44.695446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:44.697221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:44.697818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:44.698325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:44.699907] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.54%, Actual: 2.59%
[2025-11-27T20:07:44.700243] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 41.8954%
[2025-11-27T20:07:44.700407] [INFO ] [main      ] AFCG: DISCARDED add_open_vs_prev_range_position (score: 41.90%)
[2025-11-27T20:07:44.700516] [INFO ] [main      ] AFCG: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:07:44.700633] [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_overnight_gap_amplitude']
[2025-11-27T20:07:44.700743] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:44.714094] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:44.714826] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:44.715765] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:44.715899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:44.720714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:44.722556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:44.723131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:44.723605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:44.724553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:44.727091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:44.762406] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.21%, Actual: 1.61%
[2025-11-27T20:07:44.804769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:44.836363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:44.837287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:44.842521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:44.844494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:44.926262] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.02%, Actual: 0.83%
[2025-11-27T20:07:44.977654] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:45.088691] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 1.03%
[2025-11-27T20:07:45.141118] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:45.163900] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:45.174830] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:45.198725] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:07:45.198994] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:45.199818] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:45.199947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:45.201621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:45.202161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:45.202629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:45.251464] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.71%, Actual: 1.01%
[2025-11-27T20:07:45.305240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:45.307392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:45.308157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:45.329617] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:45.339918] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:45.400655] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.80% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-27T20:07:45.400930] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:45.401757] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:45.401887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:45.406534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:45.408484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:45.409052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:45.409502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:45.410413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:45.412770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:45.414371] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 0.14%
[2025-11-27T20:07:45.426802] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-27T20:07:45.427044] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:45.427853] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:45.427974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:45.432758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:45.434491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:45.435035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:45.435520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:45.518771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:45.519518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:45.538924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:45.577591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:07:45.579523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:45.579649] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -2.08%, Actual: 2.50%
[2025-11-27T20:07:45.635862] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:45.745919] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 0.24%
[2025-11-27T20:07:45.799625] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:45.852760] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:45.856994] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:07:45.857243] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:45.858064] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:45.858214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:45.859892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:45.860431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:45.860927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:45.908990] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.65%, Actual: 0.37%
[2025-11-27T20:07:45.909252] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 43.5490%
[2025-11-27T20:07:45.909425] [INFO ] [main      ] AAPD: DISCARDED add_open_vs_prev_range_position (score: 43.55%)
[2025-11-27T20:07:45.909527] [INFO ] [main      ] AAPD: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:07:45.909640] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_overnight_gap_amplitude']
[2025-11-27T20:07:45.909754] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:45.915808] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:45.923070] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:45.923614] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:45.924500] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:45.924594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:45.926935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:45.964606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:45.966769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:45.967526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.022005] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:46.033335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:46.034255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:46.034954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.083682] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:46.089258] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.67% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-11-27T20:07:46.089514] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:46.090330] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:46.090463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:46.095252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:46.097084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:46.097657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:46.098106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:46.099042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:46.101442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:46.172641] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:07:46.210738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:46.211691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.294418] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:46.337452] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.56%, Actual: 0.28%
[2025-11-27T20:07:46.360997] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:46.457918] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:46.503825] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.50%, Actual: 0.97%
[2025-11-27T20:07:46.515163] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:46.515436] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:46.516264] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:46.516396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:46.518162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:46.518730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:46.519180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:46.525191] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:46.554156] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:46.595730] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.33% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:07:46.595956] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:46.596763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:46.596884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:46.599208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:46.625110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:46.627425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:46.628169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.672482] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.88%, Actual: 0.27%
[2025-11-27T20:07:46.705031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:46.705894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:46.706563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.722899] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:46.791454] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:46.791767] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:46.792644] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:46.792778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:46.797625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:46.799516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:46.800103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:46.800569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:46.801531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:46.804025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:46.836177] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 1.51%
[2025-11-27T20:07:46.912989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:46.913969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:46.952365] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:47.000606] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.10%
[2025-11-27T20:07:47.032680] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:47.116116] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:47.167217] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 1.34%
[2025-11-27T20:07:47.172976] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:07:47.173236] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:47.174065] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:47.174195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:47.175856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:47.176408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:47.176909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:47.196479] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:47.250030] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:47.269910] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:07:47.270057] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:47.270942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:47.271062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:47.273425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:47.283279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:47.285740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:47.286659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:47.337727] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.71%, Actual: 2.27%
[2025-11-27T20:07:47.379864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:47.380754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:47.381439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:47.417878] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:47.484198] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 4.88% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-27T20:07:47.484460] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:47.485272] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:47.485402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:47.490165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:47.491962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:47.492495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:47.492963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:47.493874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:47.496196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:47.503173] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.31%, Actual: 0.75%
[2025-11-27T20:07:47.600818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:47.601685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:47.611377] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:47.667967] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.87%, Actual: 1.67%
[2025-11-27T20:07:47.707838] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:47.774270] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:47.831590] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:07:47.833706] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 0.48%
[2025-11-27T20:07:47.834051] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 40.5208%
[2025-11-27T20:07:47.834201] [INFO ] [main      ] CBSH: DISCARDED add_open_vs_close_liquidity_ratio (score: 40.52%)
[2025-11-27T20:07:47.834310] [INFO ] [main      ] CBSH: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:07:47.834407] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_open_vs_prev_range_position']
[2025-11-27T20:07:47.834522] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:47.846328] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:47.846867] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:47.847772] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:47.847895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:47.854459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:47.856270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:47.856825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:47.857317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:47.873790] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:47.936189] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:47.943455] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-27T20:07:47.943711] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:47.944493] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:47.944628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:47.946942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:47.964880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:47.996411] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 1.38%
[2025-11-27T20:07:48.002884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:48.006210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:48.050730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:48.051567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:48.052247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:48.098290] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:48.158870] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:07:48.165292] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.78% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:07:48.165561] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:48.166372] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:48.166505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:48.171408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:48.173170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:48.173740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:48.174212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:48.175074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:48.177449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:48.287681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:48.288638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:48.323148] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.91%, Actual: 1.44%
[2025-11-27T20:07:48.337848] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:48.378373] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:48.490381] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:07:48.505246] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:48.542768] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:48.596066] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-11-27T20:07:48.596331] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:48.597145] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:48.597271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:48.602107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:48.604019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:48.604570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:48.605087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:48.610870] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.24% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-11-27T20:07:48.611131] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:48.611939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:48.612060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:48.614407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:48.627101] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:48.654446] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:07:48.712964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:48.718965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:48.719831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:48.720440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:48.751516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:48.754403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:48.798203] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:48.820132] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 1.12%
[2025-11-27T20:07:48.865856] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.91% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-27T20:07:48.866017] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:48.866804] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:48.866901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:48.871556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:48.873282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:48.873811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:48.874339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:48.875257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:48.877658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:48.985942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:48.986378] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:07:48.986971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:49.049458] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:49.084882] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:49.152100] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:07:49.213050] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:49.252335] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:49.279524] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:07:49.279794] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:49.280592] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:49.280712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:49.283006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:49.317334] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:07:49.323238] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:49.342304] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-11-27T20:07:49.342548] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:49.343356] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:49.343476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:49.348194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:49.349954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:49.350484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:49.350993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:49.385914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:49.386777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:49.387440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:49.456053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:49.481334] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:07:49.481589] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.8299%
[2025-11-27T20:07:49.481689] [INFO ] [main      ] ABUS: DISCARDED add_overnight_gap_amplitude (score: 42.83%)
[2025-11-27T20:07:49.481745] [INFO ] [main      ] ABUS: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:07:49.481802] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_overnight_gap_mag']
[2025-11-27T20:07:49.481857] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:49.491268] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:49.493633] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:49.494039] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:49.494391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:49.494879] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:49.494948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:49.496616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:49.497107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:49.497481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:49.497489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:49.559609] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.69% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:07:49.559897] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:49.560748] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:49.560880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:49.565727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:49.567521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:49.568086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:49.568588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:49.569514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:49.571936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:49.609448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:49.611894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:49.612887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:49.681897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:49.682861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:49.716146] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:49.828467] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:49.879917] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:49.945800] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:49.948767] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-27T20:07:49.949016] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:49.949815] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:49.949939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:49.952244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:49.995936] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:50.028489] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:50.054640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:50.055496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:50.056175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.087253] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-11-27T20:07:50.087511] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:50.088426] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:50.088604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:50.093299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.095105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:50.095656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.096148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.109228] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:50.167470] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-27T20:07:50.167747] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:50.168652] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:50.168789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.170500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:50.171099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.171606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.205053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:50.207205] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:50.243808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:50.246856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.274124] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.73% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:07:50.274374] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:50.275225] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:50.275360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:50.280325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.282055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:50.282215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:50.282808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.283267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:50.284236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:50.284452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:50.285297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.286726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.384918] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:50.394461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:50.395453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.558490] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:50.583679] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:50.619569] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:50.628989] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.74% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-27T20:07:50.629228] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:50.630084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:50.630217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:50.632717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.732068] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:50.746304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:50.747553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:50.748389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.750416] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:50.785299] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:50.840656] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-27T20:07:50.840859] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:50.841655] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:50.841777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:50.845285] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-27T20:07:50.845563] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:50.846372] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:50.846503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.846439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.848296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:50.848292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:50.848839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.848871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.849285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.849397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.899130] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:50.953683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:50.956285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:50.961495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:50.962230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:50.965834] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.42% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:07:50.966073] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:50.966883] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:50.967005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:50.971662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:50.973465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:50.974008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:50.974456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:50.975369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:50.977741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:50.990715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:50.993457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:51.081122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:51.082048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:51.103106] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:51.276165] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:51.288566] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:51.316143] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:07:51.348506] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:07:51.348774] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:51.349548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:51.349694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:51.352163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:51.410806] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:51.453987] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:51.468532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:51.469719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:51.470479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:51.480043] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:51.514555] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.91% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:07:51.514841] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:51.515649] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:51.515777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:51.517424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:51.517985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:51.518476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:51.569160] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.99% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-11-27T20:07:51.569310] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:07:51.571457] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:51.571649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:51.576353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:51.577957] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:51.578193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:51.578759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:51.579246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:51.625461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:51.627735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:51.628534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:51.643603] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.20% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:07:51.683671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:51.720005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:51.722697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:51.811038] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.80%, Actual: 2.81%
[2025-11-27T20:07:51.824644] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:07:51.961476] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:07:51.975132] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.67%, Actual: 3.56%
[2025-11-27T20:07:52.001021] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:52.048234] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:07:52.072639] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:07:52.072919] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:07:52.073803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:52.073937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:52.076677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:52.125610] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:52.140840] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.72%, Actual: 2.95%
[2025-11-27T20:07:52.184557] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:07:52.184839] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:07:52.185645] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:52.185794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:52.187460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:52.188028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:52.188490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:52.189175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:52.190348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:52.191181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:52.209918] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:52.293887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:52.296130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:52.296966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:52.298060] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-27T20:07:52.298334] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:07:52.299140] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:52.299262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:52.303941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:52.305682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:52.305661] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 4.88%, Actual: 0.76%
[2025-11-27T20:07:52.306151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:52.306667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:52.411294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:52.448142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:52.450888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:52.470073] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 5.38%
[2025-11-27T20:07:52.543996] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:07:52.626476] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:07:52.634426] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 1.69%
[2025-11-27T20:07:52.718219] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:52.773911] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:07:52.786163] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -2.30% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:07:52.791232] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:52.800259] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 6.99%
[2025-11-27T20:07:52.848681] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:07:52.848958] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:07:52.849805] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:52.849934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:52.851589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:52.852140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:52.852606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:52.936428] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:52.949333] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.33%, Actual: 0.07%
[2025-11-27T20:07:52.962862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:52.964500] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 1.36%
[2025-11-27T20:07:52.965192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:52.966038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:53.024117] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:07:53.024368] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:07:53.025176] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:53.025297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:53.029970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:53.031712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:53.032247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:53.032755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:53.113540] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.55%, Actual: 1.33%
[2025-11-27T20:07:53.130464] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 2.23%
[2025-11-27T20:07:53.134235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:53.170171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:53.172934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:53.280724] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.86%, Actual: 1.61%
[2025-11-27T20:07:53.293939] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.20%, Actual: 2.59%
[2025-11-27T20:07:53.294258] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 51.8109%
[2025-11-27T20:07:53.294405] [INFO ] [main      ] AFCG: DISCARDED add_overnight_gap_amplitude (score: 51.81%)
[2025-11-27T20:07:53.294513] [INFO ] [main      ] AFCG: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:07:53.294628] [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_overnight_gap_mag']
[2025-11-27T20:07:53.294727] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:07:53.298025] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:07:53.306970] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:53.307468] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:07:53.308334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:53.308404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:53.313080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:53.314823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:53.315284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:53.315684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:53.316509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:53.318856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:53.424962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:53.426022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:53.446662] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 0.83%
[2025-11-27T20:07:53.464346] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:53.498504] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:07:53.523510] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:07:53.523785] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:07:53.524656] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:53.524789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:53.526541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:53.527133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:53.527603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:53.615233] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 1.03%
[2025-11-27T20:07:53.638656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:53.641104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:53.641991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:53.661769] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:53.750832] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.81% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:07:53.751082] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:07:53.751901] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:53.752022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:53.756803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:53.758646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:53.759180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:53.759038] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:07:53.759723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:53.781849] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 2.02%, Actual: 1.01%
[2025-11-27T20:07:53.862741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:53.899752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:53.902608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:53.924737] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:53.949745] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.74%, Actual: 0.14%
[2025-11-27T20:07:53.977494] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:07:53.993173] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.91% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:53.993468] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:07:53.994306] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:53.994430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:53.999223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:54.000988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:54.001522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:54.001994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:54.002906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:54.005273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.112006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:54.112829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:54.116039] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 2.50%
[2025-11-27T20:07:54.151514] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:54.210187] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:07:54.210442] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:07:54.211463] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:54.211610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:54.213391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:54.213939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:54.214410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.229950] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:07:54.282000] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.24%
[2025-11-27T20:07:54.326396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:54.328971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:54.329798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:54.393768] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:54.445272] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:07:54.448443] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -2.30%, Actual: 0.37%
[2025-11-27T20:07:54.448837] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 32.9489%
[2025-11-27T20:07:54.448929] [INFO ] [main      ] AAPD: DISCARDED add_overnight_gap_amplitude (score: 32.95%)
[2025-11-27T20:07:54.448971] [INFO ] [main      ] AAPD: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:07:54.449005] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_overnight_gap_mag']
[2025-11-27T20:07:54.449042] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:07:54.462816] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:54.463211] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:07:54.464142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:54.464217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:54.466513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.486060] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.31% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:07:54.486211] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:07:54.486986] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:54.487067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:54.491771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:54.493501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:54.494101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:54.494608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.573670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:54.574565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:54.575293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:54.596559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:54.611722] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:54.633166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:07:54.635973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:54.671346] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:07:54.679358] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:54.679631] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:07:54.680451] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:54.680589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:54.685313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:54.687185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:54.687750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:54.688231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:54.689163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:54.691653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.797344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:54.798425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:54.842129] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:54.901126] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:07:54.901383] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:07:54.902223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:54.902356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:54.904143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:54.904723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:54.905185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:54.909649] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:07:54.962342] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:07:55.017011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:55.019437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:55.020246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:55.076891] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:55.126159] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:55.131018] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:07:55.149005] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:55.149270] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:07:55.150122] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:55.150248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:55.152591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:55.214030] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:07:55.263862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:55.265019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:55.265826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:55.297486] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:55.359912] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:07:55.365100] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.75% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-11-27T20:07:55.365360] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:07:55.366171] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:55.366295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:55.371111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:55.372926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:55.373472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:55.373954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:55.374884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:55.377271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:55.378947] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.28%
[2025-11-27T20:07:55.483380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:55.484423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:55.528560] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:55.542374] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.91%, Actual: 0.97%
[2025-11-27T20:07:55.586615] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:07:55.586867] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:07:55.587708] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:55.587839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:55.589553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:55.590158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:55.590635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:55.602283] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:07:55.695968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:55.698321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:55.699152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:55.710512] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.83%, Actual: 0.27%
[2025-11-27T20:07:55.769989] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:55.818898] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:07:55.839890] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:55.840167] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:07:55.840985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:55.841114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:55.843430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:55.874832] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 1.51%
[2025-11-27T20:07:55.954209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:55.955268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:55.956066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:55.985065] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:56.032045] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:07:56.037807] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 1.10%
[2025-11-27T20:07:56.050655] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:07:56.050918] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:07:56.051737] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:56.051862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:56.056621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:56.058423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:56.058984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:56.059437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:56.060337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:56.062718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:56.168471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:56.169565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:56.201094] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:07:56.201419] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.34%
[2025-11-27T20:07:56.258975] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:07:56.290656] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:07:56.366063] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 2.27%
[2025-11-27T20:07:56.441874] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 1.38%
[2025-11-27T20:07:56.456410] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:56.501202] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:07:56.525472] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:56.525746] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:07:56.526485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:56.526627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:56.529028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:56.529741] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.81%, Actual: 0.75%
[2025-11-27T20:07:56.610335] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:07:56.632940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:56.633904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:56.634662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:56.667655] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:56.691669] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.31%, Actual: 1.67%
[2025-11-27T20:07:56.733523] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.92% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:07:56.733787] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:07:56.734538] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:56.734676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:56.739374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:56.741161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:56.741717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:56.742170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:56.743073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:56.745444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:56.776929] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.91%, Actual: 1.44%
[2025-11-27T20:07:56.850246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:56.851293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:56.853338] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.48%
[2025-11-27T20:07:56.853682] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 50.6916%
[2025-11-27T20:07:56.853827] [INFO ] [main      ] CBSH: DISCARDED add_open_vs_prev_range_position (score: 50.69%)
[2025-11-27T20:07:56.853927] [INFO ] [main      ] CBSH: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:07:56.854020] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude']
[2025-11-27T20:07:56.854074] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:07:56.865785] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:56.866285] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:07:56.867142] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:56.867263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:56.871959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:56.873738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:56.874277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:56.874796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:56.946090] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:07:56.962006] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:07:56.978831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:57.016201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:57.016989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:57.114124] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:07:57.127013] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:57.183953] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:07:57.194704] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-27T20:07:57.194978] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:07:57.195798] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:57.195934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:57.198345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:57.282456] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.12%
[2025-11-27T20:07:57.303855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:57.304801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:57.305587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:57.344094] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:07:57.351430] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:57.418004] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:07:57.418264] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:07:57.419118] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:57.419242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:57.424080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:57.425893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:57.426438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:57.426911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:57.427845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:57.430307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:57.450480] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:07:57.507591] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:57.534797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:57.535875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:57.596752] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-11-27T20:07:57.597003] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:07:57.597818] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:57.597939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:57.602599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:57.604339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:57.604889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:57.605382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:57.616370] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:07:57.642783] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:07:57.709376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:57.746351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:57.747132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:57.783085] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:07:57.819811] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:07:57.865558] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:07:57.890309] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:07:57.890476] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:07:57.891380] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:57.891510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:57.893888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:57.952933] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:07:57.953163] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 43.9876%
[2025-11-27T20:07:57.953263] [INFO ] [main      ] ABUS: DISCARDED add_overnight_gap_mag (score: 43.99%)
[2025-11-27T20:07:57.953316] [INFO ] [main      ] ABUS: Testing feature 29/53: add_pct_change
[2025-11-27T20:07:57.953360] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_pct_change']
[2025-11-27T20:07:57.953408] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:07:57.965007] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:07:57.965585] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:07:57.966422] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:57.966503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:57.968217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:57.968865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:57.969324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.003492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:58.004737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:58.005527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.031764] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:58.072153] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:07:58.075459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:58.077886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:07:58.080260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.097164] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 2.59% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:58.097409] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:07:58.098237] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:58.098400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:58.103065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:58.104831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:58.105369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:58.105843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:58.106748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:58.109115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.213155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:58.214262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.234599] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:58.324821] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-11-27T20:07:58.325081] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:07:58.325906] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:58.326056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:58.330772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:58.332527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:58.333081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:58.333569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.367495] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:07:58.412967] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:07:58.438261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:58.475599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:58.476422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.545854] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:07:58.547854] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:07:58.580548] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:07:58.614620] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:07:58.614900] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:07:58.615716] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:58.615846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:58.618312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.645198] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: 1.25% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:58.645448] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:07:58.646258] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:58.646388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:58.648085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:58.648675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:58.649183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.712887] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:58.727740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:58.728842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:58.729681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.755059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:58.757187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:07:58.759239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.778825] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.82% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:07:58.778961] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:07:58.779713] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:58.779782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:58.784461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:58.786160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:58.786647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:58.787053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:58.787900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:58.790284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:58.802763] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:07:58.893273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:58.894097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:58.964891] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:59.052159] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-11-27T20:07:59.052417] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:07:59.053211] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:59.053334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:59.057989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:59.059763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:59.060297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:59.060811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.071436] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:07:59.087541] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:07:59.168285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:59.207708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:59.208847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:59.226479] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:07:59.237151] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:07:59.251275] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:07:59.305806] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.82% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:07:59.306081] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:07:59.306937] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:59.307073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:59.309600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.314872] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.50% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:07:59.315122] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:07:59.315955] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:59.316090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:59.317775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:59.318350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:59.318825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.391169] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:07:59.417957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:07:59.419180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:59.419979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:59.423017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:07:59.425090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:07:59.427165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:59.456199] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.24% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:07:59.456450] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:07:59.457267] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:07:59.457392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:59.462209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:59.464097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:59.464668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:59.465169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:07:59.466081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:07:59.468478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.548708] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:07:59.573253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:07:59.574361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:59.720041] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:07:59.756629] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:07:59.759786] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:07:59.811380] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-11-27T20:07:59.811648] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:07:59.812464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:07:59.812543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:07:59.817444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:59.819245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:07:59.819742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:59.820284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.909860] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:07:59.926398] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:07:59.929801] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:07:59.934319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:07:59.974811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:07:59.975877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:07:59.990095] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.34% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-11-27T20:07:59.990347] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:07:59.991177] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:07:59.991309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:07:59.992993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:07:59.993545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:07:59.994021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:07:59.997557] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:07:59.997851] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:07:59.998700] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:07:59.998828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:00.001209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:00.082142] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:00.100413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:00.102486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:00.104496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:00.115884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:00.117099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:00.117896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:00.146308] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.81% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:00.321237] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:00.363628] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.91%, Actual: 2.81%
[2025-11-27T20:08:00.449626] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:00.455852] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:00.485555] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:00.585121] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-11-27T20:08:00.585357] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:00.586168] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:08:00.586299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:00.596421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:00.598214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:00.598773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:00.599275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:00.639088] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:00.642640] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:00.743787] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:00.743892] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:00.744640] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:00.744709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:00.746327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:00.746827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:00.747244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:00.747354] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:00.747475] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:00.748277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:00.748347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:00.750866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:00.755410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:00.777716] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.17%, Actual: 3.56%
[2025-11-27T20:08:00.861632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:00.862668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:00.863373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:00.876762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:00.877648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:00.891160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:00.893269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:00.898294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:00.946263] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.75%, Actual: 2.95%
[2025-11-27T20:08:01.196604] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.76%
[2025-11-27T20:08:01.217897] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:01.260714] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:01.337232] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:01.395374] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:01.428280] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:01.467508] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:01.502887] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.92%, Actual: 5.38%
[2025-11-27T20:08:01.505299] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:01.542458] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.37% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:08:01.542617] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:01.543535] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:08:01.543645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:01.548767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:01.550603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:01.551139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:01.551647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:01.570182] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:01.570317] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:01.571081] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:01.571150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:01.572872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:01.573348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:01.573790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:01.637241] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.55%, Actual: 0.07%
[2025-11-27T20:08:01.665600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:01.677525] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.69%
[2025-11-27T20:08:01.682757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:01.684980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:01.687029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:01.705886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:01.706738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:01.813603] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.99%, Actual: 1.33%
[2025-11-27T20:08:01.861619] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 6.99%
[2025-11-27T20:08:01.983971] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.53%, Actual: 1.61%
[2025-11-27T20:08:02.020642] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:02.039867] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.82%, Actual: 1.36%
[2025-11-27T20:08:02.062437] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:02.156043] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 0.83%
[2025-11-27T20:08:02.184470] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:02.204692] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.24%, Actual: 2.23%
[2025-11-27T20:08:02.235385] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:02.247713] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:02.247947] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:02.248786] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:02.248926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:02.250614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:02.251164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:02.251627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:02.324038] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.60% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:02.324324] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:02.325148] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:08:02.325281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:02.325423] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 1.03%
[2025-11-27T20:08:02.330034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:02.331824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:02.332370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:02.332893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:02.355739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:02.358005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:02.360059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:02.367752] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.81%, Actual: 2.59%
[2025-11-27T20:08:02.368072] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 65.1725%
[2025-11-27T20:08:02.368269] [INFO ] [main      ] AFCG: KEPT add_overnight_gap_mag (score: 65.17%)
[2025-11-27T20:08:02.368368] [INFO ] [main      ] AFCG: Testing feature 29/53: add_pct_change
[2025-11-27T20:08:02.368457] [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_overnight_gap_mag', 'add_pct_change']
[2025-11-27T20:08:02.368556] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:02.380305] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:02.380870] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:02.381774] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:02.381899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:02.386731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:02.388681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:02.389227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:02.389707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:02.390621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:02.393014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:02.436851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:02.474849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:02.475620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:02.492712] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 1.01%
[2025-11-27T20:08:02.500971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:02.502011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:02.504188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:02.658660] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 0.14%
[2025-11-27T20:08:02.696200] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:02.803531] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:02.823037] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 2.50%
[2025-11-27T20:08:02.834297] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:02.862214] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:02.927123] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.82% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:02.927386] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:02.928255] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:02.928380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:02.930183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:02.930881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:02.931397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:02.967877] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:02.988039] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.24%
[2025-11-27T20:08:03.001291] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:03.044784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:03.047193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:03.049313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.056299] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.56% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:03.056595] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:03.057397] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:08:03.057528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:03.062258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:03.064029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:03.064586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:03.065086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.075727] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-11-27T20:08:03.075986] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:03.076803] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:03.076925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:03.081665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:03.083445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:03.083994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:03.084439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:03.085336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:03.087722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.153561] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 0.37%
[2025-11-27T20:08:03.153949] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 35.1203%
[2025-11-27T20:08:03.154102] [INFO ] [main      ] AAPD: DISCARDED add_overnight_gap_mag (score: 35.12%)
[2025-11-27T20:08:03.154208] [INFO ] [main      ] AAPD: Testing feature 29/53: add_pct_change
[2025-11-27T20:08:03.154306] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_pct_change']
[2025-11-27T20:08:03.154408] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:03.167896] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:03.168406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:03.168552] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:03.169495] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:03.169656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:03.172017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.193979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:03.195066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:03.197103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.204903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:03.205686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.286239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:03.287443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:03.289831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.382945] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:03.527325] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:03.534036] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:03.548299] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:03.612039] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.76% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:03.612292] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:03.613174] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:03.613292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:03.614985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:03.615558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:03.616019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.631145] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:03.694391] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:03.698712] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:03.719977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:03.722275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:03.724357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.767067] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.30% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:08:03.767201] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:03.767982] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:03.768053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:03.772808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:03.774719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:03.775202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:03.775679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:03.776619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:03.779017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.787453] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:08:03.787736] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:03.788562] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:08:03.788707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:03.793480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:03.795237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:03.795790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:03.796290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.802510] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:03.880734] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:08:03.880871] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:03.881666] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:03.881797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:03.884302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:03.886070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:03.887029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:03.889133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:03.898779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:03.934862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:03.935512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:04.009761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:04.010815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:04.013262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:04.057401] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:04.226409] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:04.228209] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:04.268197] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:04.291867] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:04.292101] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:04.292907] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:04.293029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:04.294740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:04.295283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:04.295746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:04.356746] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:04.393210] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:04.398962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:04.401326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:04.403400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:04.433844] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:04.466234] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:08:04.466491] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:04.467324] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:04.467449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:04.472198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:04.473986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:04.474543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:04.475013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:04.476032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:04.478465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:04.523780] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:08:04.525464] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:04.585243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:04.586312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:04.588354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:04.603696] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-27T20:08:04.603961] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:04.604783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:04.604911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:04.607299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:04.690158] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.07%, Actual: 0.28%
[2025-11-27T20:08:04.714070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:04.715225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:04.717349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:04.734489] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:04.855184] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.91%, Actual: 0.97%
[2025-11-27T20:08:04.901640] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:04.919404] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:04.965426] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:08:05.019993] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.27%
[2025-11-27T20:08:05.051459] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:05.086110] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:05.133770] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: 1.25%, Actual: 1.38%
[2025-11-27T20:08:05.158531] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 3.77% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:08:05.158706] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:05.159440] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:05.159517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:05.164181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:05.166021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:05.166557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:05.167016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:05.167987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:05.170429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:05.185118] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 1.51%
[2025-11-27T20:08:05.219455] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:05.276666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:05.277632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:05.279712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:05.296801] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:08:05.297076] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:05.297910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:05.298040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:05.299474] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.50%, Actual: 2.28%
[2025-11-27T20:08:05.300385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:05.351185] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.84%, Actual: 1.10%
[2025-11-27T20:08:05.407564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:05.408783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:05.410932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:05.465382] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.34%, Actual: 1.44%
[2025-11-27T20:08:05.515999] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 1.34%
[2025-11-27T20:08:05.611729] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:05.634010] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.61%
[2025-11-27T20:08:05.685991] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 2.27%
[2025-11-27T20:08:05.742537] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:05.779945] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:05.800483] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.72%
[2025-11-27T20:08:05.851893] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 0.75%
[2025-11-27T20:08:05.852971] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.92% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-11-27T20:08:05.853222] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:05.854030] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:05.854155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:05.858881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:05.860650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:05.861178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:05.861647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:05.862528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:05.864903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:05.903766] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:05.965093] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 1.12%
[2025-11-27T20:08:05.969031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:05.970125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:05.972150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:05.978021] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:08:05.978310] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:05.979127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:05.979259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:05.981618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.017984] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.67%
[2025-11-27T20:08:06.085181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:06.086057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:06.088051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:06.128549] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 4.80%
[2025-11-27T20:08:06.182989] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 0.48%
[2025-11-27T20:08:06.183342] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 59.8714%
[2025-11-27T20:08:06.183509] [INFO ] [main      ] CBSH: KEPT add_overnight_gap_amplitude (score: 59.87%)
[2025-11-27T20:08:06.183630] [INFO ] [main      ] CBSH: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:08:06.183733] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag']
[2025-11-27T20:08:06.183839] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:06.194723] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:06.195377] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:06.196285] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:06.196416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:06.201152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:06.202912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:06.203380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:06.203824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.295873] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.06%
[2025-11-27T20:08:06.303379] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:06.309117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:06.346120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:06.346857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:06.347628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:06.413230] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:06.460778] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 1.68%
[2025-11-27T20:08:06.469263] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:06.540865] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.38% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:06.540996] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:06.541756] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:06.541826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:06.546489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:06.548218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:06.548702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:06.549086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:06.549921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:06.552246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.577297] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:06.626540] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.10%
[2025-11-27T20:08:06.626907] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 39.8971%
[2025-11-27T20:08:06.627054] [INFO ] [main      ] ABUS: DISCARDED add_pct_change (score: 39.90%)
[2025-11-27T20:08:06.627174] [INFO ] [main      ] ABUS: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:08:06.627270] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_preclose_acceleration_mag']
[2025-11-27T20:08:06.627363] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:06.638775] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:06.639488] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:06.640483] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:06.640632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:06.642386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:06.642983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:06.643429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.651953] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.46% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:06.652227] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:06.653055] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:06.653182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:06.655527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.657155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:06.658068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:06.660006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:06.674064] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:06.749304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:06.751507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:06.752727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:06.757869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:06.758768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:06.760771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:06.836885] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:06.930272] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-11-27T20:08:06.930525] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:06.931332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:06.931463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:06.936163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:06.937929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:06.938600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:06.939110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:06.988753] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:07.043289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:07.080910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:07.081760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:07.082547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:07.085664] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:07.089524] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:07.154067] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:07.226371] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:08:07.226636] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:07.227423] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:07.227546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:07.232305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:07.234078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:07.234679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:07.235126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:07.236031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:07.238492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:07.254370] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:07.255325] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:07.315803] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -2.58% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:08:07.316068] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:07.316885] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:07.317008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:07.318746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:07.319333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:07.319798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:07.330334] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.95% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:07.330467] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:07.331218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:07.331301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:07.333596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:07.343967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:07.345054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:07.347097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:07.412702] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:07.432927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:07.435358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:07.436525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:07.437644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:07.438532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:07.440618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:07.577594] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:07.667191] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-11-27T20:08:07.667456] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:07.668320] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:07.668470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:07.673322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:07.675184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:07.675749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:07.676297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:07.683016] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:07.769364] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:07.776088] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:07.785135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:07.825939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:07.826874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:07.827694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:07.848837] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:07.921196] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -7.93% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:08:07.921456] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:07.922284] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:07.922409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:07.927174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:07.929057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:07.929629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:07.930075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:07.930978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:07.933132] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:07.933504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:07.942996] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:08.001197] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.57% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:08:08.001348] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:08.002244] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:08.002369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:08.004085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:08.004633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:08.005074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.006629] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.72% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:08:08.006758] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:08.007480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:08.007564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:08.009877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.041476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:08.042677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:08.044760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.112444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:08.113350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:08.115379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.118223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:08.120630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:08.121822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.155806] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:08.336822] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:08.380410] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:08.430225] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:08:08.430498] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:08.431340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:08.431474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:08.436321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:08.438178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:08.438754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:08.439269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.447248] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:08.458458] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:08.546604] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:08.548018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:08.588790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:08.590097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:08.591112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.613157] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:08.620888] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:08:08.621148] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:08.621995] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:08.622124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:08.624607] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:08.627010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:08.628868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:08.629359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:08.629829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:08.630746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:08.633176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.682951] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.10% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:08:08.683103] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:08.683916] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:08.684099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:08.685885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:08.686439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:08.686915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.686968] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:08:08.687225] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:08.688045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:08.688191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:08.690519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:08.740213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:08.741327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:08.743424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.793806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:08.794701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:08.796710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.797004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:08.799306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:08.800498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:08.944921] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:09.082256] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:09.117065] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:09.131021] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:09.140927] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:09.208946] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-11-27T20:08:09.209214] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:09.210030] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:09.210166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:09.215602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:09.217497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:09.218149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:09.218699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:09.266284] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:09.299325] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:09.311033] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:09.330673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:09.338549] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.29% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-27T20:08:09.369509] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-27T20:08:09.369773] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:09.370647] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:09.370762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:09.371429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:09.372298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:09.372492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:09.373020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:09.373134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:09.373486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:09.374333] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:08:09.374637] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:09.375446] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:09.375592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:09.377938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:09.479814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:09.480928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:09.482955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:09.486840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:09.489310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:09.490373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:09.507618] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -0.97%, Actual: 2.81%
[2025-11-27T20:08:09.684790] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.30%, Actual: 3.56%
[2025-11-27T20:08:09.709997] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:09.813091] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:09.830504] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:09.856608] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 2.95%
[2025-11-27T20:08:09.881084] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:09.974726] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:08:09.974976] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:09.975835] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:09.975965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:09.980141] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:09.980872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:09.982670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:09.983247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:09.983931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:10.002408] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:10.027793] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 3.77%, Actual: 0.76%
[2025-11-27T20:08:10.056259] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:10.061086] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-27T20:08:10.061335] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:10.062137] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:10.062260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:10.063922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:10.064472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:10.064936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:10.103776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:10.146265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:10.147335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:10.148047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:10.169645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:10.171910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:10.173022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:10.195549] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 5.38%
[2025-11-27T20:08:10.221540] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.92%, Actual: 0.07%
[2025-11-27T20:08:10.362730] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.38%, Actual: 1.69%
[2025-11-27T20:08:10.387726] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.56%, Actual: 1.33%
[2025-11-27T20:08:10.482296] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:10.503149] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:10.530908] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 6.99%
[2025-11-27T20:08:10.554632] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.23%, Actual: 1.61%
[2025-11-27T20:08:10.655814] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:10.673236] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:10.706181] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -7.93%, Actual: 1.36%
[2025-11-27T20:08:10.726674] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.83%
[2025-11-27T20:08:10.734059] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:08:10.734272] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:10.735088] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:10.735209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:10.736891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:10.737445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:10.737905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:10.746821] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:08:10.747088] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:10.747943] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:10.748077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:10.753192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:10.755037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:10.755604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:10.756120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:10.843884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:10.846249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:10.847362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:10.867276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:10.875455] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 2.23%
[2025-11-27T20:08:10.894354] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 1.03%
[2025-11-27T20:08:10.906672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:10.907524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:10.908356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.041974] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.29%, Actual: 2.59%
[2025-11-27T20:08:11.042338] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 33.2903%
[2025-11-27T20:08:11.042452] [INFO ] [main      ] AFCG: DISCARDED add_pct_change (score: 33.29%)
[2025-11-27T20:08:11.042545] [INFO ] [main      ] AFCG: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:08:11.042658] [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_overnight_gap_mag', 'add_preclose_acceleration_mag']
[2025-11-27T20:08:11.042755] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:11.059152] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 1.01%
[2025-11-27T20:08:11.120686] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:11.121369] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:11.122327] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:11.122462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:11.127269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:11.129177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:11.129746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:11.130149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:11.131080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:11.133494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:11.181774] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:11.223481] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.72%, Actual: 0.14%
[2025-11-27T20:08:11.237859] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:11.249867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:11.250963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:11.251995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.345946] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:11.387271] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 2.50%
[2025-11-27T20:08:11.402124] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.17% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:08:11.402088] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:11.402270] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:11.403100] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:11.403246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:11.404915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:11.405463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:11.405931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:11.491827] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:11.492096] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:11.492960] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:11.493097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:11.497877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:11.499783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:11.500326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:11.500853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:11.515967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:11.518970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:11.520354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.553107] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 0.24%
[2025-11-27T20:08:11.594633] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:11.604950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:11.641739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:11.642527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:11.643288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.716613] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.37%
[2025-11-27T20:08:11.716963] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.4155%
[2025-11-27T20:08:11.717111] [INFO ] [main      ] AAPD: DISCARDED add_pct_change (score: 38.42%)
[2025-11-27T20:08:11.717218] [INFO ] [main      ] AAPD: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:08:11.717316] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_preclose_acceleration_mag']
[2025-11-27T20:08:11.717419] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:11.731564] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:11.732095] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:11.733009] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:11.733138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:11.735504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:11.766611] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:11.839036] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.12% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-11-27T20:08:11.839330] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:11.840191] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:11.840322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:11.843152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:11.844331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:11.845334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.845599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:11.847463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:11.848042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:11.848523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:11.849443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:11.851892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:11.861667] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:11.961658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:11.962744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:11.963813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:11.975343] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:12.027942] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:12.085502] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:08:12.085778] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:12.086605] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:12.086726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:12.088499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:12.089070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:12.089547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:12.142542] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:12.175806] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:12.194098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:12.196392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:12.197487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:12.231101] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.52% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:12.231323] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:12.232129] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:12.232261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:12.237151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:12.238983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:12.239519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:12.240031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:12.303261] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:12.341737] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:12.345348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:12.382300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:12.383027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:12.383773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:12.411882] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.62% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-27T20:08:12.412163] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:12.413071] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:12.413204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:12.415670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:12.473601] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:12.529150] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:12.536393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:12.537685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:12.538838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:12.541538] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.93% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:08:12.541819] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:12.542683] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:12.542807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:12.547730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:12.549604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:12.550171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:12.550673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:12.551567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:12.554009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:12.665337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:12.666446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:12.667556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:12.695115] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:12.745701] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:12.752557] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:08:12.752828] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:12.753627] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:12.753750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:12.755400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:12.755963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:12.756417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:12.860637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:12.863014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:12.864124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:12.871530] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:12.923440] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:13.010073] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:13.027464] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:13.027768] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:13.028652] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:13.028788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:13.033731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:13.035039] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:13.035598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:13.036199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:13.036782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:13.106470] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.83% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:08:13.106651] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:13.107398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:13.107591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:13.109935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:13.143159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:13.180139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:13.181226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:13.182020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:13.188506] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:13.199878] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:13.213370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:13.214356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:13.215414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:13.257483] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.22% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:08:13.257751] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:13.258598] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:13.258721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:13.263479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:13.265254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:13.265823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:13.266290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:13.267204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:13.269627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:13.364841] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:13.378675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:13.379796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:13.380929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:13.420917] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:08:13.515889] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:13.548807] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:13.587455] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -2.58%, Actual: 1.38%
[2025-11-27T20:08:13.685036] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:13.718629] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:13.719705] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:13.753991] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.57%, Actual: 2.28%
[2025-11-27T20:08:13.776225] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:13.790448] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.45% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:08:13.790743] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:13.791598] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:13.791730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:13.794092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:13.888226] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:13.900088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:13.901309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:13.902389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:13.920237] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.10%, Actual: 1.44%
[2025-11-27T20:08:13.948048] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.10%, Actual: 0.28%
[2025-11-27T20:08:13.956096] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:08:13.956356] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:13.957215] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:13.957344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:13.962307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:13.964211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:13.964791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:13.965251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:13.966183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:13.968642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:14.076931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:14.078020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:14.079115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:14.087968] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 0.61%
[2025-11-27T20:08:14.119758] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.05%, Actual: 0.97%
[2025-11-27T20:08:14.237721] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:14.257286] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 0.72%
[2025-11-27T20:08:14.292757] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.27%
[2025-11-27T20:08:14.408092] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:14.421743] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:14.426257] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 1.12%
[2025-11-27T20:08:14.458868] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.51%
[2025-11-27T20:08:14.475718] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.07% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:14.475978] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:14.476792] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:14.476918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:14.479287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:14.584262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:14.585135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:14.586193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:14.592782] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.17%, Actual: 4.80%
[2025-11-27T20:08:14.596394] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:14.624907] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 1.10%
[2025-11-27T20:08:14.666306] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.41% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:08:14.666587] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:14.667427] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:14.667554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:14.672476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:14.674314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:14.674882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:14.675364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:14.676297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:14.678718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:14.758083] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.06%
[2025-11-27T20:08:14.781696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:14.782681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:14.783743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:14.787227] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 1.34%
[2025-11-27T20:08:14.912283] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:14.933770] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 1.75%, Actual: 1.68%
[2025-11-27T20:08:14.953270] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 2.27%
[2025-11-27T20:08:15.076481] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:15.102252] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.10%
[2025-11-27T20:08:15.102615] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 47.0972%
[2025-11-27T20:08:15.102764] [INFO ] [main      ] ABUS: DISCARDED add_preclose_acceleration_mag (score: 47.10%)
[2025-11-27T20:08:15.102866] [INFO ] [main      ] ABUS: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:08:15.102958] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_1100_to_open']
[2025-11-27T20:08:15.103051] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:15.114070] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:15.115230] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:15.115779] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:15.116728] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:15.116851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:15.117121] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.52%, Actual: 0.75%
[2025-11-27T20:08:15.118607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:15.119179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:15.119722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.143926] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:15.144071] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:15.144939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:15.145086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:15.147432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.225793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:15.228053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:15.229003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.251846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:15.252965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:15.254044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.280665] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:15.280732] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.37%, Actual: 1.67%
[2025-11-27T20:08:15.348877] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:08:15.349134] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:15.350014] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:15.350140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:15.355004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:15.356975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:15.357567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:15.358053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:15.359032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:15.361425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.443053] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.48%
[2025-11-27T20:08:15.443366] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 37.4628%
[2025-11-27T20:08:15.443487] [INFO ] [main      ] CBSH: DISCARDED add_overnight_gap_mag (score: 37.46%)
[2025-11-27T20:08:15.443603] [INFO ] [main      ] CBSH: Testing feature 29/53: add_pct_change
[2025-11-27T20:08:15.443702] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_pct_change']
[2025-11-27T20:08:15.443809] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:15.454690] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:15.455332] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:15.456233] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:15.456320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:15.461047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:15.462763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:15.463314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:15.463836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.465561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:15.466660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:15.467736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.571627] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:15.572183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:15.588149] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:15.610199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:15.610941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:15.613398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.746379] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:15.754953] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:15.806975] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:15.808597] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:08:15.808853] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:15.809696] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:15.809820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:15.811541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:15.812120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:15.812601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.821823] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:08:15.822075] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:15.822893] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:15.823021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:15.825363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:15.926143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:15.928009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:15.928624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:15.928952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:15.929498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.929942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:15.939642] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:15.971629] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:16.038011] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 4.14% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:08:16.038291] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:16.039121] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:16.039243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:16.043943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:16.045776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:16.046324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:16.046816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:16.047752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:16.050255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.102883] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:16.157419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:16.158508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:16.159624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:16.198321] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-11-27T20:08:16.198598] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:16.199393] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:16.199528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:16.204288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:16.206062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:16.206618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:16.207117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.257739] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:16.268545] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:16.313003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:16.350291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:16.351019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:16.353038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:16.424057] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:16.458569] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:16.491286] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.20% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:08:16.491584] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:16.492395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:16.492527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:16.493080] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:16.494881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.519304] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.56% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-27T20:08:16.519597] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:16.520405] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:16.520529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:16.522351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:16.522976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:16.523437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.598767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:16.599961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:16.601063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:16.634970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:16.637376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:16.638266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:16.659710] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:16.677951] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:16.727795] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.77% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:08:16.728049] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:16.729014] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:16.729142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:16.734160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:16.736045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:16.736613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:16.737090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:16.738026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:16.741830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.845854] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:16.851478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:16.852616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:16.853739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:16.928041] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:16.943231] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-11-27T20:08:16.943384] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:16.944255] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:16.944393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:16.949118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:16.950899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:16.951431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:16.951947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:16.976832] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:17.056248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:17.090126] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:17.093570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:17.094490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:17.096495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.148615] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:17.156244] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:08:17.156504] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:17.157313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:17.157447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:17.159838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:17.186139] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:17.210684] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.96% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:08:17.210934] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:17.211780] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:17.211906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:17.213660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:17.214240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:17.214715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:17.261647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:17.262508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:17.263554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.328190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:17.330648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:17.331714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.349637] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:17.415493] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:08:17.415769] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:17.416602] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:17.416724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:17.421436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:17.423229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:17.423785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:17.424180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:17.425092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:17.426255] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:17.427449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:17.534718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:17.535793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:17.536837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.588769] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:17.590048] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:17.687324] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-27T20:08:17.687609] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:17.688427] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:17.688558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:17.693251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:17.693521] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:17.695015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:17.695565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:17.696075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:17.750110] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:17.800177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:17.815910] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -3.12% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:17.816189] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:17.817008] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:17.817138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:17.819464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:17.839286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:17.840044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:17.842157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.870406] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:17.870700] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:17.920320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:17.921188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:17.922238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:17.929242] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:08:17.929512] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:17.930327] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:17.930450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:17.932134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:17.932706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:17.933169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:18.038637] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:18.046852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:18.049388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:18.050187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:18.105075] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 6.76% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:08:18.170371] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:18.255658] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:18.274816] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.12%, Actual: 2.81%
[2025-11-27T20:08:18.334168] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:18.396159] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:18.418277] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:18.430167] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:08:18.430414] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:18.431179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:18.431310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:18.436030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:18.437796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:18.438342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:18.438850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:18.442124] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.93%, Actual: 3.56%
[2025-11-27T20:08:18.485256] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 1.06% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:08:18.543492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:18.565153] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:18.581725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:18.582624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:18.584671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:18.606290] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.22%, Actual: 2.95%
[2025-11-27T20:08:18.623509] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:08:18.623798] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:18.624695] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:18.624819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:18.626512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:18.627101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:18.627554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:18.648617] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.62%, Actual: 0.07%
[2025-11-27T20:08:18.739186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:18.741818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:18.742757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:18.770426] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.44%, Actual: 0.76%
[2025-11-27T20:08:18.812141] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.83%, Actual: 1.33%
[2025-11-27T20:08:18.913006] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:18.949056] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.41%, Actual: 5.38%
[2025-11-27T20:08:18.974844] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.45%, Actual: 1.61%
[2025-11-27T20:08:19.077287] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:19.080971] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:19.119008] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.69%
[2025-11-27T20:08:19.138981] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 0.83%
[2025-11-27T20:08:19.175859] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:08:19.176131] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:19.176911] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:19.177041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:19.181822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:19.183603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:19.184129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:19.184645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:19.251821] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:19.291598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:19.293723] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 4.14%, Actual: 6.99%
[2025-11-27T20:08:19.303063] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 1.03%
[2025-11-27T20:08:19.310727] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:08:19.311039] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:19.312151] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:19.312291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:19.314244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:19.314865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:19.315335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:19.328504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:19.329290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:19.331356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:19.428360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:19.430808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:19.431618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:19.463377] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.77%, Actual: 1.36%
[2025-11-27T20:08:19.465396] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.50%, Actual: 1.01%
[2025-11-27T20:08:19.631421] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.67%, Actual: 2.23%
[2025-11-27T20:08:19.633646] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 0.14%
[2025-11-27T20:08:19.663785] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:19.771522] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:19.796260] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 6.76%, Actual: 2.59%
[2025-11-27T20:08:19.796624] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 53.7741%
[2025-11-27T20:08:19.796777] [INFO ] [main      ] AFCG: DISCARDED add_preclose_acceleration_mag (score: 53.77%)
[2025-11-27T20:08:19.796878] [INFO ] [main      ] AFCG: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:08:19.796929] [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_overnight_gap_mag', 'add_prev_1100_to_open']
[2025-11-27T20:08:19.797022] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:19.799904] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 2.00%, Actual: 2.50%
[2025-11-27T20:08:19.810299] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:19.810916] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:19.811774] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:19.811856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:19.816556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:19.818380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:19.818993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:19.819434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:19.820338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:19.822737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:19.829213] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:19.927507] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:19.927787] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:19.928624] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:19.928753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:19.929032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:19.930085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:19.930829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:19.933463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:19.935250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:19.935798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:19.936293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:19.944395] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:19.964462] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -3.12%, Actual: 0.24%
[2025-11-27T20:08:20.003415] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:08:20.003714] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:20.004609] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:20.004735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:20.006847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:20.007539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:20.008064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.040154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:20.077354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:20.078104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:20.080151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.126106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:20.128591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:20.128623] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.37%
[2025-11-27T20:08:20.128959] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 44.0679%
[2025-11-27T20:08:20.129108] [INFO ] [main      ] AAPD: DISCARDED add_preclose_acceleration_mag (score: 44.07%)
[2025-11-27T20:08:20.129214] [INFO ] [main      ] AAPD: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:08:20.129327] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_prev_1100_to_open']
[2025-11-27T20:08:20.129397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.129430] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:20.143164] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:20.143877] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:20.144810] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:20.144938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:20.147334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.255234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:20.256303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:20.257101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.264720] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:20.408324] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:20.456211] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:20.457743] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:20.527825] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.33% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-11-27T20:08:20.528056] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:20.529118] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:20.529246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:20.534191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:20.536319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:20.536988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:20.537485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:20.538565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:20.541176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.574808] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:20.594161] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:20.620302] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:20.655562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:20.656475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:20.657234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.673681] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:20.673903] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:20.674716] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:20.674854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:20.677830] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:08:20.678029] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:20.678861] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:20.678987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:20.680038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:20.680668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:20.681226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:20.681685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.681858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:20.682399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:20.682933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.783937] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:20.785615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:20.787077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:20.787673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:20.788474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.824044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:20.824800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:20.826814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:20.855659] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-11-27T20:08:20.855933] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:20.856721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:20.856848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:20.859233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:20.966032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:20.967073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:20.967856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:21.013350] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:21.116047] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:21.155896] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:21.178272] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:21.246735] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:08:21.246982] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:21.247825] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:21.247905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:21.252797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:21.254604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:21.255085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:21.255552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:21.256563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:21.259063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:21.277312] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:21.307673] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:21.320705] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:21.333210] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:08:21.333342] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:21.334080] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:21.334167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:21.335781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:21.336246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:21.336645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:21.369211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:21.370109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:21.370818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:21.416294] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.24% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:21.416439] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:21.417206] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:21.417404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:21.422108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:21.424057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:21.424731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:21.425242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:21.439272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:21.441367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:21.442158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:21.487156] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:21.531024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:21.566459] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 1.18% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-11-27T20:08:21.566772] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:21.567833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:21.567963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:21.568425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:21.569330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:21.570804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:21.571386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:21.677415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:21.678482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:21.679233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:21.707259] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:21.771048] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:21.873925] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:21.905702] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:21.932897] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:21.941107] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.93% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:21.941355] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:21.942162] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:21.942286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:21.946946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:21.948747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:21.949306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:21.949766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:21.950673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:21.953057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:21.988861] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:08:22.008462] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:22.057188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:22.058205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:22.058960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:22.069896] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:22.166622] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:22.166873] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:22.167710] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:22.167841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:22.172664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:22.173513] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:22.174494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:22.175062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:22.175567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:22.206810] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.87%, Actual: 1.38%
[2025-11-27T20:08:22.241422] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.27% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:08:22.241558] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:22.242329] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:22.242398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:22.244705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:22.280781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:22.318467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:22.319239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:08:22.321336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:22.350727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:22.351904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:22.352703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:22.369361] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.56%, Actual: 2.28%
[2025-11-27T20:08:22.384455] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:22.532544] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.96%, Actual: 1.44%
[2025-11-27T20:08:22.554111] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:22.621732] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:22.621877] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:22.622857] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:22.622936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:22.627677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:22.629469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:22.629957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:22.630397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:22.631346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:22.633866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:22.652175] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:22.681187] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:22.696723] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:08:22.743028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:22.744070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:22.744842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:22.817650] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:22.845042] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:22.859122] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:08:22.912765] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.10% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:22.917601] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-27T20:08:22.917850] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:22.918733] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:22.918862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:22.921188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:23.025323] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 1.12%
[2025-11-27T20:08:23.029238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:23.030614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:23.031543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:23.081859] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.28%
[2025-11-27T20:08:23.095454] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:23.194447] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:08:23.253757] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 1.21%, Actual: 0.97%
[2025-11-27T20:08:23.269969] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:23.340591] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:08:23.340848] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:23.341691] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:23.341814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:23.346678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:23.348648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:23.349219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:23.349697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:23.350769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:23.353768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:23.376874] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:23.379665] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.06%
[2025-11-27T20:08:23.433693] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.42%, Actual: 0.27%
[2025-11-27T20:08:23.462735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:23.463937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:23.464745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:23.552239] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 1.68%
[2025-11-27T20:08:23.566541] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:23.643965] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:08:23.644299] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:23.645531] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:23.645725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:23.649381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:23.657186] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 1.51%
[2025-11-27T20:08:23.755597] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-27T20:08:23.756027] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 45.1121%
[2025-11-27T20:08:23.756240] [INFO ] [main      ] ABUS: DISCARDED add_prev_1100_to_open (score: 45.11%)
[2025-11-27T20:08:23.756382] [INFO ] [main      ] ABUS: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:08:23.756514] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100']
[2025-11-27T20:08:23.756660] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:23.774435] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:23.775148] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:23.776306] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:23.776446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:23.778323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:23.779054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:23.779565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:23.790155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:23.791698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:23.792731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:23.879099] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:23.906450] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 1.10%
[2025-11-27T20:08:23.908087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:23.910649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:23.911519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:24.097885] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:24.144173] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 1.34%
[2025-11-27T20:08:24.194171] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:08:24.194365] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:24.195663] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:24.195829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:24.201939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:24.203959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:24.204628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:24.205151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:24.206276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:24.208880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:24.231415] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:24.324528] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:24.329685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:24.331148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:24.332243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:24.394086] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 2.27%
[2025-11-27T20:08:24.418718] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:24.491724] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:08:24.491994] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:24.492870] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:24.493002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:24.495419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:24.514943] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:24.565032] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.24%, Actual: 0.75%
[2025-11-27T20:08:24.575929] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.82% | Symbol ETA: 13.1s | Global ETA: N/A
[2025-11-27T20:08:24.576186] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:24.576995] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:24.577119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:24.578833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:24.579373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:24.579830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:24.601884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:24.603084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:24.603886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:24.667464] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:24.689327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:24.691731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:24.692592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:24.733970] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 0.72%, Actual: 1.67%
[2025-11-27T20:08:24.836947] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:24.903013] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.48%
[2025-11-27T20:08:24.903394] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 41.9476%
[2025-11-27T20:08:24.903561] [INFO ] [main      ] CBSH: DISCARDED add_pct_change (score: 41.95%)
[2025-11-27T20:08:24.903703] [INFO ] [main      ] CBSH: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:08:24.903809] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag']
[2025-11-27T20:08:24.903936] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:24.904504] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:24.904777] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:24.905565] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:24.905709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:24.910443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:24.912217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:24.912756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:24.913199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:24.914113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:24.916489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:24.917314] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:24.917767] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:24.918689] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:24.918762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:24.923605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:24.925597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:24.926085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:24.926631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:24.931249] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:25.021074] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:25.024117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:25.025071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:25.025858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.038035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:25.077358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:25.078239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:25.079389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.094803] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:25.163266] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:08:25.163543] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:25.164381] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:25.164509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:25.166851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.189033] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:25.249949] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.53% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-27T20:08:25.250195] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:25.251003] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:25.251126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:25.252785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:25.253318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:25.253827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.276025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:25.277291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:25.278165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.362079] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:25.365262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:25.367776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:25.368622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.416618] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:25.526631] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:25.583098] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:25.592861] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.89% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:25.593107] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:25.593953] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:25.594075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:25.598875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:25.600673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:25.601190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:25.601671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:25.602606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:25.605022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.613281] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:25.681842] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-11-27T20:08:25.682140] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:25.683696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:25.683850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:25.689774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:25.691646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:25.692175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:25.692785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.704479] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:25.711477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:25.712437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:25.713168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.785017] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:25.812107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:25.854077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:25.854977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:25.855083] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:08:25.855228] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:25.856216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:25.856517] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:25.856660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:25.859386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.878005] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:25.936426] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.13% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:25.936557] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:25.937325] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:25.937514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:25.939257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:25.939833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:25.940285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:25.966265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:25.967397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:25.968258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.049548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:26.052015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:26.052824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.055936] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:26.216005] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:26.221544] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:26.287271] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:08:26.287515] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:26.288341] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:26.288465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:26.293256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:26.295042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:26.295566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:26.296029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:26.296945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:26.299342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:26.309789] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:26.387472] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:26.399044] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:26.411181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:26.412384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:26.413208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.476807] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:26.490139] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-11-27T20:08:26.490429] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:26.491276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:26.491413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:26.496448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:26.498353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:26.498923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:26.499437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:26.544389] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -1.24% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:08:26.544677] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:26.545480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:26.545624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:26.547984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:26.553287] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:26.612394] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:26.612676] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:26.613464] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:26.613602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:26.613498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:26.615214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:26.615774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:26.616220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:26.652011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:26.652940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:26.653699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.654056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:26.655099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:26.656233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.722547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:26.724778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:26.725552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:26.761033] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:26.926215] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:26.980105] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:26.992030] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.59% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:08:27.003225] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:27.055558] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:27.143372] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:27.176469] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:27.211205] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:08:27.218740] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:27.235039] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.33%, Actual: 2.81%
[2025-11-27T20:08:27.271409] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:08:27.271716] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:27.272616] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:27.272751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:27.275784] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:27.276025] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:27.276815] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:27.276940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:27.277741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:27.278612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:27.279090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:27.279460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:27.279697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:27.280230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:27.280825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:27.384134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:27.386112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:27.386904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:27.391543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:27.401632] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.18%, Actual: 3.56%
[2025-11-27T20:08:27.430810] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.37%, Actual: 0.07%
[2025-11-27T20:08:27.431842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:27.432737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:27.433941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:27.569807] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.93%, Actual: 2.95%
[2025-11-27T20:08:27.607423] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 1.18%, Actual: 1.33%
[2025-11-27T20:08:27.714016] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:27.740601] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.76%
[2025-11-27T20:08:27.771671] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.27%, Actual: 1.61%
[2025-11-27T20:08:27.776142] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:27.881904] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:27.908195] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: -1.38%, Actual: 5.38%
[2025-11-27T20:08:27.938635] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:27.938785] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:27.938756] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.83%
[2025-11-27T20:08:27.939528] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:27.939613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:27.941323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:27.941814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:27.942224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:27.945912] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:28.035866] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:08:28.036002] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:28.036777] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:28.036849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:28.041721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:28.043564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:28.044067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:28.044509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:28.050913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:28.053145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:28.053904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:28.077626] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 1.69%
[2025-11-27T20:08:28.104714] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 1.03%
[2025-11-27T20:08:28.151457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:28.190093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:28.190791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:28.191935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:28.247679] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 6.99%
[2025-11-27T20:08:28.269276] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 1.01%
[2025-11-27T20:08:28.385937] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:28.415665] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.89%, Actual: 1.36%
[2025-11-27T20:08:28.433480] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.13%, Actual: 0.14%
[2025-11-27T20:08:28.525869] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:28.550936] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:28.583530] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 2.23%
[2025-11-27T20:08:28.600923] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 2.50%
[2025-11-27T20:08:28.607242] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:28.607482] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:28.608345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:28.608468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:28.610129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:28.610689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:28.611134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:28.688635] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:28.720998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:28.723279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:28.724123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:28.755862] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.59%, Actual: 2.59%
[2025-11-27T20:08:28.756206] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 42.1423%
[2025-11-27T20:08:28.756362] [INFO ] [main      ] AFCG: DISCARDED add_prev_1100_to_open (score: 42.14%)
[2025-11-27T20:08:28.756459] [INFO ] [main      ] AFCG: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:08:28.756549] [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_overnight_gap_mag', 'add_prev_close_to_1100']
[2025-11-27T20:08:28.756682] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:28.768567] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.24%
[2025-11-27T20:08:28.770061] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:28.770648] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:28.771488] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:28.771559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:28.776233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:28.778002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:28.777882] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:28.778207] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:28.778482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:28.778927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:28.779178] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:28.779310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:28.779821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:28.782172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:28.784282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:28.786093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:28.786640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:28.787144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:28.889460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:28.890556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:28.891327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:28.892108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:28.929294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:28.930057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:28.931106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:28.933392] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.65%, Actual: 0.37%
[2025-11-27T20:08:28.933722] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.0622%
[2025-11-27T20:08:28.933885] [INFO ] [main      ] AAPD: DISCARDED add_prev_1100_to_open (score: 37.06%)
[2025-11-27T20:08:28.933991] [INFO ] [main      ] AAPD: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:08:28.934087] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_prev_close_to_1100']
[2025-11-27T20:08:28.934188] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:28.947664] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:28.948319] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:28.949267] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:28.949396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:28.951826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.058747] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:29.060224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:29.061135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:29.061910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:29.225113] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:29.225105] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:29.263178] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:29.282653] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:08:29.282917] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:29.283741] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:29.283868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:29.285621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:29.286244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:29.286719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.389845] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:29.393640] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:29.394731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:29.397135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:29.397962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:29.425746] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:29.464527] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.89% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:08:29.464828] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:29.465677] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:29.465806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:29.470719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:29.472649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:29.473224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:29.473706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:29.474784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:29.477331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.512965] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:29.513234] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:29.514049] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:29.514180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:29.518982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:29.520761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:29.521284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:29.521811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.554419] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:29.592259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:29.593347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:29.594139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:29.625354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:29.625314] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-11-27T20:08:29.625619] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:29.626441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:29.626582] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:29.628935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.662104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:29.662866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:29.663913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:29.727671] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:29.733610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:29.734514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:29.735282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:29.893346] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:29.922226] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:29.950037] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:08:29.950271] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:29.951078] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:29.951203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:29.952870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:29.953412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:29.953879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:29.994350] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:30.061221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:30.062592] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:30.063664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:30.064470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:30.088248] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:30.155941] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:08:30.156187] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:30.156992] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:30.157114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:30.161783] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:30.162024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:30.163819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:30.164342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:30.164797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:30.165705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:30.168174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:30.238982] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:30.249805] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:08:30.250073] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:30.250886] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:30.251018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:30.256148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:30.258009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:30.258500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:30.259016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:30.282108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:30.283191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:30.283949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:30.313738] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:30.314014] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:30.314870] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:30.315002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:30.317396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:30.371338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:30.408261] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:30.410964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:30.411877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:30.413288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:30.423027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:30.424214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:30.424989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:30.574135] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:30.608266] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:30.630942] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:08:30.763391] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:30.775968] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:30.780267] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:30.798729] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.82%, Actual: 1.38%
[2025-11-27T20:08:30.853013] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:30.853285] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:30.854152] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:30.854279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:30.859291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:30.861177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:30.861756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:30.862209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:30.863212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:30.865823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:30.937693] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:30.946068] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:30.968024] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.53%, Actual: 2.28%
[2025-11-27T20:08:30.981188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:30.982363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:30.983134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.009240] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:08:31.009520] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:31.010454] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:31.010625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:31.013447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:31.034757] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -5.14% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:08:31.035023] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:31.035833] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:31.035965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:31.040696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:31.042434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:31.042974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:31.043470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:31.121555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:31.122719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:31.123468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.133773] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.13%, Actual: 1.44%
[2025-11-27T20:08:31.145597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:31.183548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:31.184600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:31.185680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.302761] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 0.61%
[2025-11-27T20:08:31.310108] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:31.450269] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:31.465562] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 0.72%
[2025-11-27T20:08:31.473898] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:31.525531] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:31.543779] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:31.544034] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:31.544855] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:31.544979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:31.549707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:31.551486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:31.552024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:31.552465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:31.553375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:31.555747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:31.617888] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:31.628049] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.12%
[2025-11-27T20:08:31.661964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:31.663014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:31.663940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.688164] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:31.688445] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:31.689263] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:31.689392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:31.690394] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:31.691755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:31.778607] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:08:31.778866] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:31.779694] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:31.779821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:31.784545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:31.786350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:31.786899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:31.787400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:31.790092] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -0.90%, Actual: 4.80%
[2025-11-27T20:08:31.801245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:31.802425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:31.803189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.893202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:31.931379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:31.932152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:08:31.933164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:31.953733] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.06%
[2025-11-27T20:08:32.004630] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:32.119107] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.68%
[2025-11-27T20:08:32.140689] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:32.168296] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:32.236515] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.27% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:08:32.236774] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:32.237603] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:32.237724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:32.242413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:32.244179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:32.244663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:32.245102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:32.246009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:32.248366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:32.265689] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:32.281837] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.10%
[2025-11-27T20:08:32.282315] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 34.9076%
[2025-11-27T20:08:32.282457] [INFO ] [main      ] ABUS: DISCARDED add_prev_close_to_1100 (score: 34.91%)
[2025-11-27T20:08:32.282554] [INFO ] [main      ] ABUS: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:08:32.282657] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_close_to_open']
[2025-11-27T20:08:32.282750] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:32.294528] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:32.295032] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:32.295912] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:32.296033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:32.297734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:32.298299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:32.298774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:32.311398] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:32.354479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:32.355479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:32.356196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:32.384796] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:32.385057] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:32.385932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:32.386065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:32.388513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:32.404452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:32.406541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:32.407327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:32.433479] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:32.496537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:32.497783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:32.498556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:32.523584] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:32.698323] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.04%, Actual: 0.28%
[2025-11-27T20:08:32.719677] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:32.737975] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:32.833968] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:32.871235] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.75%, Actual: 0.97%
[2025-11-27T20:08:32.887198] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:32.900288] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:32.957904] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.49% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:08:32.958056] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:32.958226] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:08:32.958399] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:32.959057] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:32.959185] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:32.959186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:32.959262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:32.960898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:32.961456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:32.961923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:32.964108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:32.965926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:32.966463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:32.966939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:32.967853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:32.970243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:32.996812] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:33.051256] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.27%
[2025-11-27T20:08:33.065384] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:33.065661] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:33.066456] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:33.066600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:33.067424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:33.068947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:33.069686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:33.070465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.077261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:33.078383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:33.079155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.171562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:33.172625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:33.173378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.232650] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 1.51%
[2025-11-27T20:08:33.396920] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:33.413525] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 1.10%
[2025-11-27T20:08:33.421543] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:33.501458] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:33.559248] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:33.597718] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:33.597620] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 1.34%
[2025-11-27T20:08:33.618690] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:33.618950] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:33.619761] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:33.619883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:33.621551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:33.622136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:33.622601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:33.665974] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:33.673338] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 2.50% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:08:33.673629] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:33.674628] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:33.674771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:33.680313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:33.682101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:33.682648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:33.683089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:33.684003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:33.686344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:33.728787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:33.730911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:33.731703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.734997] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.94% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:33.735258] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:33.736026] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:33.736155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:33.738481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:33.772537] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 2.27%
[2025-11-27T20:08:33.787865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:33.788906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:33.789654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.841285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:33.842399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:33.843167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:33.941463] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -5.14%, Actual: 0.75%
[2025-11-27T20:08:34.060046] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:34.116497] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:34.125200] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.05%, Actual: 1.67%
[2025-11-27T20:08:34.170471] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:34.224707] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:34.280008] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:34.284981] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.91% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:08:34.285234] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:34.286058] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:34.286182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:34.287878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:34.288454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:34.288911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:34.307628] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.48%
[2025-11-27T20:08:34.307987] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 35.1809%
[2025-11-27T20:08:34.308165] [INFO ] [main      ] CBSH: DISCARDED add_preclose_acceleration_mag (score: 35.18%)
[2025-11-27T20:08:34.308307] [INFO ] [main      ] CBSH: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:08:34.308421] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open']
[2025-11-27T20:08:34.308532] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:34.322714] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:34.323467] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:34.324423] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:34.324559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:34.329808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:34.331833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:34.332442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:34.333009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:34.335439] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:34.345875] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -4.47% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:34.346009] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:34.346756] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:34.346827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:34.351422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:34.353253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:34.353798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:34.354235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:34.355129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:34.357458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:34.394542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:34.396826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:34.397554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:34.403639] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:08:34.403769] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:34.404494] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:34.404556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:34.406846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:34.448433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:34.465217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:34.466219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:34.467058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:34.487596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:34.488596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:34.489372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:34.515913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:34.517106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:34.517893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:34.726197] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:34.800563] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:34.823965] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:34.850211] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:34.894082] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:34.953358] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:08:34.953628] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:34.954404] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:34.954525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:34.956204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:34.956762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:34.957202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:34.965157] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:34.991684] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:35.016613] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:35.032031] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.07% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:08:35.032286] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:35.033068] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:35.033194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:35.037844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:35.039635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:35.040201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:35.040666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:35.041555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:35.043949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:35.064754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:35.066949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:35.067753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:35.083650] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-11-27T20:08:35.083939] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:35.084784] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:35.084917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:35.085023] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:08:35.085157] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:35.085914] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:35.085982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:35.088314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:35.089968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:35.091714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:35.092189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:35.092640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:35.154686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:35.155711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:35.156426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:35.194487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:35.195495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:35.196201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:35.199541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:35.238414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:35.239492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:35.240305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:35.397711] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:35.496608] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:35.528597] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:35.562383] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:35.576120] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:35.619395] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:35.619659] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:35.620473] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:35.620609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:35.622280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:35.622832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:35.623270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:35.663540] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:35.696683] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:35.729008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:35.731135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:35.731918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:35.732377] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.26% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:08:35.745439] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:35.767583] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:08:35.842488] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:08:35.842752] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:35.843552] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:35.843700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:35.848608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:35.850759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:35.851337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:35.851894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:35.903243] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.89%, Actual: 2.81%
[2025-11-27T20:08:35.939296] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.24%, Actual: 0.07%
[2025-11-27T20:08:35.965264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:36.004524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:36.005496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:36.006265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:36.067427] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:36.071488] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.03%, Actual: 3.56%
[2025-11-27T20:08:36.103805] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.45%, Actual: 1.33%
[2025-11-27T20:08:36.232460] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:36.239301] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -1.16%, Actual: 2.95%
[2025-11-27T20:08:36.269557] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.47%, Actual: 1.61%
[2025-11-27T20:08:36.289997] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:36.290225] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:36.291047] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:36.291168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:36.292840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:36.293400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:36.293856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:36.340010] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:36.400569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:36.402784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:36.403567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:36.414312] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.76%
[2025-11-27T20:08:36.436099] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 0.83%
[2025-11-27T20:08:36.512839] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:36.586997] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.27%, Actual: 5.38%
[2025-11-27T20:08:36.600893] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.03%
[2025-11-27T20:08:36.605754] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:08:36.606033] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:36.606831] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:36.606972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:36.612210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:36.614088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:36.614661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:36.615178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:36.725212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:36.732547] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:36.755882] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.49%, Actual: 1.69%
[2025-11-27T20:08:36.764615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:36.765434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:36.765283] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 1.01%
[2025-11-27T20:08:36.766195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:36.897126] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:36.921075] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.50%, Actual: 6.99%
[2025-11-27T20:08:36.929915] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.14%
[2025-11-27T20:08:36.953532] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:08:36.953707] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:36.954442] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:36.954518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:36.956135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:36.956765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:36.957215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:37.062364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:37.064767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:37.065641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:37.086676] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -4.47%, Actual: 1.36%
[2025-11-27T20:08:37.095113] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 2.50%
[2025-11-27T20:08:37.101459] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:37.254146] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.07%, Actual: 2.23%
[2025-11-27T20:08:37.262483] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 0.24%
[2025-11-27T20:08:37.268168] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:37.357645] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-11-27T20:08:37.357917] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:37.358914] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:37.359050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:37.363891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:37.365714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:37.366251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:37.366774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:37.398361] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:37.422346] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.26%, Actual: 2.59%
[2025-11-27T20:08:37.422701] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 43.3428%
[2025-11-27T20:08:37.422853] [INFO ] [main      ] AFCG: DISCARDED add_prev_close_to_1100 (score: 43.34%)
[2025-11-27T20:08:37.422972] [INFO ] [main      ] AFCG: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:08:37.423077] [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_overnight_gap_mag', 'add_prev_close_to_open']
[2025-11-27T20:08:37.423180] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:37.428031] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.37%
[2025-11-27T20:08:37.428385] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 44.7871%
[2025-11-27T20:08:37.428536] [INFO ] [main      ] AAPD: DISCARDED add_prev_close_to_1100 (score: 44.79%)
[2025-11-27T20:08:37.428662] [INFO ] [main      ] AAPD: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:08:37.428763] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_prev_close_to_open']
[2025-11-27T20:08:37.428863] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:37.436853] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:37.437558] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:37.438504] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:37.438605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:37.442252] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:37.442615] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:37.443425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:37.443513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:37.443839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:37.445710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:37.445842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:37.446250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:37.446735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:37.447687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:37.450239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:37.472913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:37.511020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:37.511724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:37.512404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:37.553309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:37.554280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:37.555132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:37.561243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:37.562125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:37.562863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:37.563382] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:37.620202] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:08:37.620339] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:37.621170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:37.621242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:37.622905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:37.623411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:37.623836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:37.731420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:37.733471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:37.734278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:37.851435] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:37.893021] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:37.908059] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:38.017780] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:38.057934] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:38.064950] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:38.074022] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:38.105614] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:08:38.105764] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:38.106650] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:38.106782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:38.111554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:38.113364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:38.113968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:38.114475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.128887] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-27T20:08:38.129173] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:38.130023] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:38.130154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:38.132524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.143412] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.48% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-11-27T20:08:38.143690] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:38.144513] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:38.144656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:38.149698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:38.151627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:38.152169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:38.152644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:38.153507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:38.156074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.220152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:38.231911] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:38.241959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:38.243122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:38.243941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:38.258334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:38.259214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:38.259993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:38.268634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:38.269663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:38.270435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:38.289199] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:08:38.289462] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:38.290295] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:38.290420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:38.292076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:38.292620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:38.293069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.396668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:38.398797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:38.399607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:38.576385] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:38.592866] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:38.609567] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:38.730530] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:38.744074] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:38.760750] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:38.782349] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:38.813272] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:08:38.813549] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:38.814398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:38.814529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:38.816893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.850486] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:08:38.850768] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:38.851627] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:38.851756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:38.853542] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.98% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:08:38.853794] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:38.854643] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:38.854766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:38.856511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:38.858336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:38.858884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:38.859435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.859640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:38.861631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:38.862208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:38.862683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:38.863765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:38.866453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:38.897717] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:38.923627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:38.924815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:38.925556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:38.953906] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:08:38.967147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:38.979515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:38.980564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:38.981345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:39.004687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:39.005602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:39.006363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:39.120250] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 1.38%
[2025-11-27T20:08:39.257621] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:39.286350] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:08:39.317734] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:39.395264] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:39.435046] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:39.450614] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.91%, Actual: 1.44%
[2025-11-27T20:08:39.486355] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:39.504163] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:39.504449] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:39.505277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:39.505407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:39.507771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:39.553777] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:08:39.554053] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:39.554874] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:39.554997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:39.559693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:39.560013] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:39.561464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:39.562011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:39.562454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:39.563376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:39.565769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:39.612541] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:08:39.619567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:39.620790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:39.621644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:39.649274] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:08:39.649549] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:39.650392] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:39.650546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:39.655467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:39.657255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:39.657833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:39.658351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:39.670602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:39.671611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:39.672343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:39.764812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:39.776981] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:08:39.803015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:39.803926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:39.804699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:39.941109] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.12%
[2025-11-27T20:08:39.962914] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:40.002971] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:40.103291] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:08:40.148330] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:40.153904] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:40.181295] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:40.220884] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:08:40.221172] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:40.222072] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:40.222220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:40.224782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:40.248360] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.90% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:08:40.248608] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:40.249394] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:40.249520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:40.254220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:40.255991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:40.256514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:40.256975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:40.257872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:40.260213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:40.266763] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:08:40.320439] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:40.340359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:40.341595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:40.342391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:40.366469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:40.367546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:40.368346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:40.409833] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.20% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:08:40.410112] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:40.410967] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:40.411107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:40.415932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:40.417814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:40.418396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:40.418924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:40.432557] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:08:40.531937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:40.569312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:40.570363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:40.571122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:40.598600] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:08:40.598943] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 43.9876%
[2025-11-27T20:08:40.599083] [INFO ] [main      ] ABUS: DISCARDED add_prev_close_to_open (score: 43.99%)
[2025-11-27T20:08:40.599182] [INFO ] [main      ] ABUS: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:08:40.599271] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prior_day_tail_pressure']
[2025-11-27T20:08:40.599364] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:40.611441] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:40.612072] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:40.612971] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:40.613091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:40.614819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:40.615366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:40.615828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:40.703543] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:40.704482] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:40.722952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:40.725114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:40.727935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:40.870454] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:40.886462] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:40.915773] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:40.937731] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.17% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:08:40.937975] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:40.938803] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:40.938927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:40.943792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:40.945685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:40.946222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:40.946695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:40.947637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:40.950160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:40.959825] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:08:40.960138] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:40.961070] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:40.961204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:40.963689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:41.056772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:41.057810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:41.058600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.060826] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:41.081114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:41.082425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:41.083364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.085226] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:41.175716] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.58% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:08:41.175873] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:41.176664] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:41.176744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:41.181867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:41.183944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:41.184509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:41.185044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:41.225811] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:41.287418] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:41.287680] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:41.288499] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:41.288640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:41.290288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:41.290862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:41.291308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:41.291716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:41.330494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:41.331251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:08:41.332009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.387409] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:41.398285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:41.400481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:41.403280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.439473] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:41.554160] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:41.620884] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:41.622748] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:08:41.622880] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:41.623634] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:41.623730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:41.628986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:41.630825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:41.631310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:41.631720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:41.632633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:41.635208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:41.689234] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:08:41.689381] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:41.690143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:41.690223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:41.691425] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:41.692656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:41.736027] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:41.745626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:41.746565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:41.747347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.797317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:41.798201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:41.798888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:41.855630] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:41.903832] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:41.945975] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:08:41.966016] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.41% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:41.966260] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:41.967060] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:41.967184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:41.968970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:41.969548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:41.970054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:42.076562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:42.078864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:42.081662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:42.085185] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:42.111660] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.11%, Actual: 0.28%
[2025-11-27T20:08:42.131029] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:42.257510] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:42.274771] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.19%, Actual: 0.97%
[2025-11-27T20:08:42.296380] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:42.324616] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 4.14% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:42.324746] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:42.325500] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:42.325606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:42.330451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:42.332312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:42.332852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:42.333294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:42.334225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:42.336745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:42.364437] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.82% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:08:42.364658] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:42.365430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:42.365532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:42.367838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:42.411041] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:42.439419] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.65%, Actual: 0.27%
[2025-11-27T20:08:42.447741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:42.448886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:42.449705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:42.477233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:42.478273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:42.479027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:42.588708] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:42.611181] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 1.51%
[2025-11-27T20:08:42.653556] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.49% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:08:42.653833] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:42.654657] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:42.654780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:42.656500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:42.657089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:42.657537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:42.764018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:42.766328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:42.769137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:42.783379] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 1.10%
[2025-11-27T20:08:42.790779] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:42.844858] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:42.948360] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 1.34%
[2025-11-27T20:08:42.956298] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:43.017970] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:43.022357] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.82% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:08:43.022628] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:43.023423] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:43.023557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:43.028297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:43.030094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:43.030639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:43.031100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:43.032016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:43.034360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.086268] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:08:43.086536] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:43.087355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:43.087481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:43.089905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.100514] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:43.114882] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.45%, Actual: 2.27%
[2025-11-27T20:08:43.137357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:43.138201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:43.138968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.199750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:43.200890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:43.201672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.265458] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:43.278559] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.20%, Actual: 0.75%
[2025-11-27T20:08:43.327058] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:08:43.327305] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:43.328135] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:43.328274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:43.329940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:43.330485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:43.330946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.435146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:43.437377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:43.440164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.441677] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.58%, Actual: 1.67%
[2025-11-27T20:08:43.467442] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:43.532240] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:43.606202] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.48%
[2025-11-27T20:08:43.606559] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 37.6306%
[2025-11-27T20:08:43.606724] [INFO ] [main      ] CBSH: DISCARDED add_prev_1100_to_open (score: 37.63%)
[2025-11-27T20:08:43.606832] [INFO ] [main      ] CBSH: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:08:43.606933] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100']
[2025-11-27T20:08:43.607038] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:43.620247] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:43.620825] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:43.621745] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:43.621877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:43.626596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:43.628411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:43.628955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:43.629450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.631381] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:43.697873] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:43.698609] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 4.42% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:08:43.698742] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:43.699474] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:43.699538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:43.704225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:43.705970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:43.706430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:43.706821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:43.707668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:43.709986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.735990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:43.765455] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:08:43.765611] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:43.766439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:43.766560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:43.768899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:43.769152] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:43.774289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:43.775190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:43.775895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.813312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:43.814221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:43.814940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.879257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:43.880293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:43.881089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:43.933929] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:43.996509] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:08:43.996798] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:43.997616] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:43.997747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:43.999483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:44.000068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:44.000529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:44.106120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:44.107342] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:44.108477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:44.111407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:44.141886] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:44.220713] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:44.278277] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:44.305387] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:44.370384] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.02% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:08:44.371176] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-11-27T20:08:44.371454] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:44.372332] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:44.372469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:44.378325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:44.380217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:44.380797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:44.381310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:44.387385] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:44.443495] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:44.456717] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:08:44.491722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:44.531169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:44.532157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:44.532959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:44.534494] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.48%, Actual: 2.81%
[2025-11-27T20:08:44.609547] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:44.621867] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.55%, Actual: 0.07%
[2025-11-27T20:08:44.671084] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:08:44.671338] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:44.672191] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:44.672314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:44.674032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:44.674613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:44.675071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:44.703107] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.98%, Actual: 3.56%
[2025-11-27T20:08:44.781171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:44.783465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:44.786244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:44.792343] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.99%, Actual: 1.33%
[2025-11-27T20:08:44.864323] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:44.870065] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 2.95%
[2025-11-27T20:08:44.958961] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.53%, Actual: 1.61%
[2025-11-27T20:08:45.030859] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:45.036956] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.90%, Actual: 0.76%
[2025-11-27T20:08:45.121032] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:45.121798] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-11-27T20:08:45.122074] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:45.122908] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:45.123046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:45.125028] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 0.83%
[2025-11-27T20:08:45.127986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:45.129896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:45.130544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:45.131146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:45.200743] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.17%, Actual: 5.38%
[2025-11-27T20:08:45.241565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:45.282326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:45.283185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:45.283959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:45.290339] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:45.294122] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 1.03%
[2025-11-27T20:08:45.352744] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:08:45.352985] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:45.353809] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:45.353930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:45.355675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:45.356244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:45.356705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:45.364764] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 1.69%
[2025-11-27T20:08:45.459896] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 1.01%
[2025-11-27T20:08:45.465772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:45.468170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:45.470993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:45.529640] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 4.14%, Actual: 6.99%
[2025-11-27T20:08:45.620873] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:45.626145] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 0.14%
[2025-11-27T20:08:45.696255] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.82%, Actual: 1.36%
[2025-11-27T20:08:45.791060] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:45.797185] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 2.50%
[2025-11-27T20:08:45.808875] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:45.864661] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 4.42%, Actual: 2.23%
[2025-11-27T20:08:45.880705] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:08:45.880964] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:45.881802] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:45.881933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:45.886648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:45.888413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:45.888953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:45.889486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:45.964917] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.24%
[2025-11-27T20:08:45.976509] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:45.998248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:46.033432] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.02%, Actual: 2.59%
[2025-11-27T20:08:46.033782] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 54.9235%
[2025-11-27T20:08:46.033934] [INFO ] [main      ] AFCG: DISCARDED add_prev_close_to_open (score: 54.92%)
[2025-11-27T20:08:46.034050] [INFO ] [main      ] AFCG: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:08:46.034155] [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_overnight_gap_mag', 'add_prior_day_tail_pressure']
[2025-11-27T20:08:46.034265] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:46.037404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:46.038294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:46.039072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.039114] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:08:46.039376] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:46.040157] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:46.040283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:46.042003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:46.042564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:46.043048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.047165] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:46.047729] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:46.048660] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:46.048804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:46.053551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:46.055368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:46.055923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:46.056377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:46.057303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:46.059732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.138027] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 0.37%
[2025-11-27T20:08:46.138415] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 35.1203%
[2025-11-27T20:08:46.138523] [INFO ] [main      ] AAPD: DISCARDED add_prev_close_to_open (score: 35.12%)
[2025-11-27T20:08:46.138644] [INFO ] [main      ] AAPD: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:08:46.138753] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_prior_day_tail_pressure']
[2025-11-27T20:08:46.138875] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:46.150637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:46.152756] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:46.152994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.153431] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:46.154338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:46.154424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:46.156087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.156852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.166359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:46.167178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.169893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.266652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:46.267815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.270861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.382928] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:46.497035] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:46.498168] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:46.546847] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:46.604621] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:46.635184] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:08:46.635447] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:46.636251] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:46.636384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:46.641075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:46.642846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:46.643402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:46.643917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.662015] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:46.663471] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:46.724869] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:08:46.725021] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:46.725910] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:46.726033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:46.727722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:46.728287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:46.728761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.731823] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:08:46.732066] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:46.732885] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:46.733016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:46.737756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:46.739543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:46.740094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:46.740543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:46.741457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:46.743877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.747629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:46.775729] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:46.787159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:46.787944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:46.788746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.834437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:46.836808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.839673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.849021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:46.849465] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.28% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:08:46.849734] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:46.849847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.850542] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:46.850693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:46.852536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:46.853040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:46.960229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:46.961414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:46.964273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:47.119614] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:47.182863] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:47.197982] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:47.285131] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:47.300235] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:47.345952] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:47.364151] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:47.377477] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:47.377755] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:47.378539] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:47.378688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:47.383526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:47.385426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:47.385985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:47.386494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:47.415834] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:08:47.416110] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:47.416921] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:47.417054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:47.421819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:47.423592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:47.424121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:47.424233] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-27T20:08:47.424702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:47.425633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:47.428002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:47.472366] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:47.495990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:47.533509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:47.534325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:47.535462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:47.536348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:47.537147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:47.537094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:47.551661] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.30% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-11-27T20:08:47.551927] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:47.552855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:47.552981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:47.555734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:47.596688] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.73%, Actual: 1.38%
[2025-11-27T20:08:47.676797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:47.678011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:47.681288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:47.762364] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.41%, Actual: 2.28%
[2025-11-27T20:08:47.865446] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:47.874496] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:47.931241] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.49%, Actual: 1.44%
[2025-11-27T20:08:48.030742] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:48.039988] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:48.039887] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:48.099219] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.61%
[2025-11-27T20:08:48.101343] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:08:48.101644] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:48.102455] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:48.102603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:48.107337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:48.109183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:48.109745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:48.110211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:48.111133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:48.113547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:48.128308] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:08:48.128445] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:48.129183] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:48.129252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:48.133913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:48.135770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:48.136300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:48.136813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:48.204970] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:48.218733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:48.219975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:48.222914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:48.239334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:48.267039] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.72%
[2025-11-27T20:08:48.277884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:48.278290] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.52% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:08:48.278440] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:48.278632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:48.279258] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:48.279313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:48.279334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:48.281662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:48.386601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:48.387693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:48.390568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:48.433821] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 1.12%
[2025-11-27T20:08:48.547267] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:48.600625] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.90%, Actual: 4.80%
[2025-11-27T20:08:48.606871] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:48.709604] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:48.746247] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:48.769901] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:48.770382] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.06%
[2025-11-27T20:08:48.777914] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.91% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:08:48.778159] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:48.778984] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:48.779116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:48.783806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:48.785566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:48.786117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:48.786569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:48.787476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:48.790178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:48.857390] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:08:48.857679] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:48.858504] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:48.858651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:48.863334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:48.865112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:48.865661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:48.866159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:48.894407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:48.895426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:48.898355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:48.918173] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:48.937055] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 1.68%
[2025-11-27T20:08:48.969725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:48.993279] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.92% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:08:48.993512] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:48.994345] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:48.994472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:48.996889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.006587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:49.007484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:49.008355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.099237] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.10%
[2025-11-27T20:08:49.099566] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 30.9687%
[2025-11-27T20:08:49.099733] [INFO ] [main      ] ABUS: DISCARDED add_prior_day_tail_pressure (score: 30.97%)
[2025-11-27T20:08:49.099832] [INFO ] [main      ] ABUS: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:08:49.099921] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prior_mag_lag']
[2025-11-27T20:08:49.100013] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:49.107560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:49.108708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:49.111559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.112348] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:49.112916] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:49.113796] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:49.113866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:49.115518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:49.116044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:49.116428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.221018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:49.223139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:49.224722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.226561] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:49.334819] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:49.391025] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:49.440488] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:49.460488] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:08:49.460750] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:49.461547] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:49.461737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:49.466403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:49.468196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:49.468740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:49.469209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:49.470196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:49.472544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.499301] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:49.552106] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:49.577302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:49.578146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:49.580834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.586670] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.71% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-27T20:08:49.586930] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:49.587738] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:49.587866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:49.592533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:49.594284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:49.594831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:49.595330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.627409] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:49.705006] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:49.705266] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:49.706096] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:49.706226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:49.708265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:49.708726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.716753] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:49.749668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:49.750676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:49.751414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.779026] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-27T20:08:49.779281] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:49.780088] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:49.780235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:49.781929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:49.782478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:49.782949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:49.826635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:49.827751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:49.831105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.888986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:49.891367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:49.893032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:49.909993] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:50.072994] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:50.078862] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:50.142172] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:08:50.142439] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:50.143248] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:50.143379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:50.148153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:50.149934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:50.150465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:50.150927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:50.151856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:50.154238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:50.191667] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:50.220041] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:50.243750] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:50.258347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:50.259232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:50.261972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:50.331181] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:08:50.331436] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:50.332234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:50.332364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:50.337123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:50.338947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:50.339509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:50.340016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:50.361551] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:50.383530] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:50.433425] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.75% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:50.433695] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:50.434538] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:50.434678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:50.437089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:50.444473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:50.445423] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 8.35% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:08:50.445602] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:50.446354] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:50.446545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:50.448271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:50.448846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:50.449340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:50.482081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:50.482868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:08:50.483656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:50.544221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:50.545394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:50.548315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:50.555557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:50.557702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:50.559409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:50.592986] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:50.760774] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:50.819411] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:08:50.830545] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:08:50.830786] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:50.831595] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:50.831725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:50.836450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:50.838256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:50.838803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:50.839268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:50.840192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:50.842565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:50.886641] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:50.890766] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:50.947136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:50.948012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:50.950919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:50.982961] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:51.053015] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:51.059074] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:51.071017] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:08:51.114027] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.03% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:08:51.114157] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:51.114901] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:51.114969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:51.116553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:51.117061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:51.117436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:51.130656] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:08:51.130919] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:51.131777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:51.131902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:51.134237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:51.222616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:51.224753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:51.226378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:51.235929] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.11%, Actual: 0.28%
[2025-11-27T20:08:51.239007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:51.240215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:51.243097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:51.277587] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:51.399549] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.12%, Actual: 0.97%
[2025-11-27T20:08:51.443871] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:51.513797] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:08:51.514051] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:08:51.514864] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:51.514995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:51.519785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:51.521565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:51.522121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:51.522592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:51.523488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:51.525867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:51.551899] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:51.564044] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 0.27%
[2025-11-27T20:08:51.578400] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:08:51.628182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:51.628982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:51.631619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:51.714761] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:51.727923] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 1.51%
[2025-11-27T20:08:51.750670] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:51.775986] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:08:51.776225] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:08:51.777027] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:51.777150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:51.778823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:51.779368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:51.779788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:51.820770] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:08:51.821034] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:08:51.821863] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:51.821987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:51.824373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:51.884397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:51.886417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:51.888052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:51.891922] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 1.10%
[2025-11-27T20:08:51.930823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:51.931848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:51.934758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:51.959084] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:08:52.055839] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 1.34%
[2025-11-27T20:08:52.122339] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:52.190408] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.33% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:08:52.190681] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:08:52.191476] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:52.191621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:52.196328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:52.198130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:52.198694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:52.199147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:52.200057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:52.202446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:52.214298] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:08:52.219730] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 2.27%
[2025-11-27T20:08:52.268642] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:08:52.305358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:52.306217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:52.308955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:52.376378] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:52.383852] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 0.75%
[2025-11-27T20:08:52.434539] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:52.437547] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-27T20:08:52.437821] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:08:52.438661] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:52.438783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:52.440417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:52.440969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:52.441414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:52.505091] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.97% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:08:52.505357] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:08:52.506160] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:52.506286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:52.508670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:52.548477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:52.548491] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.51%, Actual: 1.67%
[2025-11-27T20:08:52.550557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:52.552259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:52.616825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:52.617913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:08:52.620802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:52.653437] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:08:52.713494] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.48%
[2025-11-27T20:08:52.713884] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 36.7312%
[2025-11-27T20:08:52.714037] [INFO ] [main      ] CBSH: DISCARDED add_prev_close_to_1100 (score: 36.73%)
[2025-11-27T20:08:52.714146] [INFO ] [main      ] CBSH: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:08:52.714250] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_prev_close_to_open']
[2025-11-27T20:08:52.714355] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:08:52.726984] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:52.727479] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:08:52.728390] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:52.728524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:52.733280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:52.735083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:52.735643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:52.736138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:52.833046] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:52.842363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:52.878435] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:08:52.880341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:52.881138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:52.881896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:52.901405] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:08:52.954008] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:08:53.040942] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:53.067788] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.72%, Actual: 2.81%
[2025-11-27T20:08:53.101074] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:08:53.101327] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:08:53.102097] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:53.102218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:53.103904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:53.104462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:53.104926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:53.116448] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:53.186110] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:08:53.209984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:53.212139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:53.213779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:53.215676] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:08:53.235470] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.63%, Actual: 3.56%
[2025-11-27T20:08:53.350840] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.28%, Actual: 0.07%
[2025-11-27T20:08:53.386134] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:53.407480] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -1.19%, Actual: 2.95%
[2025-11-27T20:08:53.476269] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:08:53.476546] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:08:53.477366] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:53.477498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:53.482171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:53.483924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:53.484451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:53.484959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:53.514414] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.30%, Actual: 1.33%
[2025-11-27T20:08:53.542165] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:08:53.572673] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.91%, Actual: 0.76%
[2025-11-27T20:08:53.590851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:53.630077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:53.630919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:53.631703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:53.679974] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.52%, Actual: 1.61%
[2025-11-27T20:08:53.705965] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:53.738872] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 5.38%
[2025-11-27T20:08:53.766764] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:08:53.766980] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:08:53.767803] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:53.767937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:53.769626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:53.770182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:53.770680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:53.842484] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.92%, Actual: 0.83%
[2025-11-27T20:08:53.877667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:53.879973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:53.881672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:53.905119] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 1.33%, Actual: 1.69%
[2025-11-27T20:08:53.959839] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:08:54.007254] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 1.03%
[2025-11-27T20:08:54.072238] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 6.99%
[2025-11-27T20:08:54.124504] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:54.171176] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 1.01%
[2025-11-27T20:08:54.213414] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-11-27T20:08:54.213708] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:08:54.214522] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:54.214667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:54.219392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:54.221268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:54.221825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:54.222329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:54.223008] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:08:54.239481] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 1.36%
[2025-11-27T20:08:54.327833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:54.334642] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.14%
[2025-11-27T20:08:54.365454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:54.366256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:54.367062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:54.405857] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:54.406316] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.33%, Actual: 2.23%
[2025-11-27T20:08:54.472189] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:08:54.472349] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:08:54.473173] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:54.473365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:54.475066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:54.475648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:54.476105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:54.499117] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 2.50%
[2025-11-27T20:08:54.574072] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 2.59%
[2025-11-27T20:08:54.574352] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.5870%
[2025-11-27T20:08:54.574517] [INFO ] [main      ] AFCG: DISCARDED add_prior_day_tail_pressure (score: 39.59%)
[2025-11-27T20:08:54.574645] [INFO ] [main      ] AFCG: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:08:54.574747] [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_overnight_gap_mag', 'add_prior_mag_lag']
[2025-11-27T20:08:54.574858] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:08:54.579146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:54.581399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:54.583085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:54.589534] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:54.590135] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:08:54.591076] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:54.591211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:54.596135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:54.598044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:54.598639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:54.599126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:54.600130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:54.602630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:54.662634] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.97%, Actual: 0.24%
[2025-11-27T20:08:54.698143] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:08:54.713551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:54.714475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:54.716173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:54.828847] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.37%
[2025-11-27T20:08:54.829191] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 39.6828%
[2025-11-27T20:08:54.829335] [INFO ] [main      ] AAPD: DISCARDED add_prior_day_tail_pressure (score: 39.68%)
[2025-11-27T20:08:54.829433] [INFO ] [main      ] AAPD: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:08:54.829522] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_prior_mag_lag']
[2025-11-27T20:08:54.829631] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:08:54.842843] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:54.843358] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:08:54.844248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:54.844371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:54.846759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:54.861988] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:54.917759] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:08:54.952865] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-11-27T20:08:54.953019] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:08:54.953461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:54.953953] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:54.954040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:54.954499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:54.956096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:54.959696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:54.962033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:54.962652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:54.963180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:55.050022] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:08:55.075693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:55.098693] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:55.115858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:55.116888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:55.117701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:55.160768] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:08:55.161040] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:08:55.161909] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:55.162035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:55.163853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:55.164442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:55.164941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:55.221542] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:55.278882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:55.281356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:55.283110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:55.284875] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:08:55.292502] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-11-27T20:08:55.292786] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:08:55.293606] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:55.293737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:55.298525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:55.300320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:55.300887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:55.301345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:55.302265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:55.304716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:55.409646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:55.410523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:55.412138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:55.449187] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:55.453213] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:08:55.521201] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:08:55.521352] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:08:55.522122] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:55.522309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:55.524648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:55.617508] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:08:55.618705] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:55.647159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:55.648407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:55.650083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:55.711265] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:55.711519] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:08:55.712358] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:55.712503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:55.717488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:55.719374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:55.719949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:55.720493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:55.738797] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:08:55.781528] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:08:55.832162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:55.841740] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:08:55.871096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:55.872019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:55.872780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:55.902100] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:55.971896] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.03% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:08:55.972151] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:08:55.972991] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:55.973120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:55.977817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:55.979673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:55.980213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:55.980707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:55.981626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:55.984050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:56.005565] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.40%, Actual: 1.38%
[2025-11-27T20:08:56.012061] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:08:56.089116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:56.090008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:56.091629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:56.169156] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.35%, Actual: 2.28%
[2025-11-27T20:08:56.176015] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:56.199929] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:08:56.246639] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:08:56.246769] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:08:56.247511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:56.247598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:56.250042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:56.331953] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.03%, Actual: 1.44%
[2025-11-27T20:08:56.355014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:56.355947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:56.357511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:56.366154] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:56.420407] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:08:56.457743] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:56.458021] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:08:56.458885] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:56.459022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:56.463866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:56.465673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:56.466218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:56.466803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:56.496220] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.61%
[2025-11-27T20:08:56.574666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:56.584238] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:56.612847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:56.613811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:56.614566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:56.653170] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 2.38% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:08:56.653439] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:08:56.654262] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:56.654398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:56.659167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:56.660315] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.72%
[2025-11-27T20:08:56.661046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:56.661608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:56.662062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:56.662983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:56.665378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:56.684128] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:08:56.769830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:56.770713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:56.772373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:56.822657] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.85%, Actual: 1.12%
[2025-11-27T20:08:56.847908] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:56.918722] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:56.918983] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:08:56.919798] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:56.919919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:56.922241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:56.939681] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:08:56.985724] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.25%, Actual: 4.80%
[2025-11-27T20:08:57.029971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:57.031148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:57.032892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:57.103615] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:57.108363] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:08:57.150193] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.06%
[2025-11-27T20:08:57.193709] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:57.193976] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:08:57.194815] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:57.194951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:57.200026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:57.201872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:57.202441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:57.202980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:57.274086] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:57.312860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:57.313980] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 1.68%
[2025-11-27T20:08:57.342231] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.92% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:08:57.342493] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:08:57.343307] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:57.343439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:57.348205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:57.349984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:57.350524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:57.351001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:57.351487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:57.351863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:57.352274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:57.353004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:57.354245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:57.360065] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:08:57.459424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:57.460161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:57.461695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:57.475997] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.10%
[2025-11-27T20:08:57.476331] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 43.9149%
[2025-11-27T20:08:57.476480] [INFO ] [main      ] ABUS: DISCARDED add_prior_mag_lag (score: 43.91%)
[2025-11-27T20:08:57.476596] [INFO ] [main      ] ABUS: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:08:57.476686] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_overlap_v_prior_day']
[2025-11-27T20:08:57.476779] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:08:57.489012] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:08:57.489702] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:08:57.490622] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:57.490745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:57.492447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:57.493041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:57.493500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:57.524909] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:08:57.594248] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:57.594486] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:08:57.595287] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:57.595426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:57.597754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:57.598542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:57.600829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:08:57.603316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:57.688661] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:08:57.704283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:57.705504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:57.707209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:57.788710] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:08:57.857318] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:57.928863] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:08:57.946920] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:08:57.947190] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:08:57.948039] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:57.948190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:57.952765] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:57.953081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:57.955148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:57.955774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:57.956295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.022279] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:58.022547] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:08:58.023370] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:58.023503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:58.028237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:58.030085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:58.030645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:58.031101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:58.032169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:58.034595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.045973] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:08:58.068029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:58.094479] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:08:58.107878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:58.108935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:58.109741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.139159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:58.140156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:58.141767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.155181] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:08:58.155453] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:08:58.156260] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:58.156403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:58.158106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:58.158698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:58.159146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.210376] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:08:58.266037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:58.268367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:08:58.271040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.282104] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:08:58.282358] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:08:58.283161] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:58.283281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:58.285728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.392132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:58.393137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:58.394815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.448207] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:08:58.471792] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:08:58.597973] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:08:58.616167] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:08:58.638089] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:58.707688] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.52% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:08:58.707957] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:08:58.708301] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.18% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:08:58.708585] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:08:58.708826] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:58.708943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:58.709396] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:58.709534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:58.713975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:58.714277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:58.715781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:58.716044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:58.716312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:58.716616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:58.716863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.717016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:58.717945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:58.720321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.722537] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:08:58.763267] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:08:58.822902] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.37% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:08:58.823159] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:08:58.823940] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:58.824063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:58.825784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:58.826356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:58.826826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:58.826794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:58.829377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:58.830263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:58.831889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.865679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:58.866599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:58.867332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.885595] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:08:58.932026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:58.934275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:08:58.936753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:58.955234] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:08:58.955497] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:08:58.956299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:58.956376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:58.958735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:59.062232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:59.063064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:59.064700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:59.165317] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:08:59.198290] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:08:59.263153] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:08:59.330333] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:59.362138] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:08:59.392452] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:08:59.398645] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:08:59.398916] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:08:59.399720] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:08:59.399850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:59.404698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:59.406448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:59.407002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:59.407496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:08:59.408448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:59.410931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:59.426969] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:08:59.454535] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:08:59.454856] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:08:59.455670] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:08:59.455800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:08:59.460630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:59.462407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:08:59.462973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:59.463474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:59.486998] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.93% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:08:59.487267] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:08:59.488030] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:08:59.488284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:08:59.490021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:08:59.490620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:08:59.491068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:59.515913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:08:59.516795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:59.518451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:59.556156] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:08:59.572909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:08:59.596798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:08:59.598933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:08:59.601363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:59.612312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:08:59.613186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:08:59.613998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:59.625727] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:08:59.625929] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:08:59.626853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:08:59.626972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:08:59.629337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:08:59.733470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:08:59.734338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:08:59.735937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:08:59.852604] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:08:59.937748] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:08:59.947738] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:00.017121] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:00.065971] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:00.088315] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.10% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:00.088619] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:00.089434] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:00.089615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:00.095224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:00.097198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:00.097788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:00.098343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:00.099420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:00.101429] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:00.102991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:00.128992] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:00.161123] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:00.161400] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:00.162219] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:00.162343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:00.164017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:00.164602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:00.165047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:00.211275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:00.212216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:00.214143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:00.218319] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:09:00.230803] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:00.272508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:00.274836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:00.277336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:00.301602] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:09:00.301750] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:00.302491] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:00.302565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:00.304864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:00.385909] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.10%, Actual: 0.28%
[2025-11-27T20:09:00.410001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:00.410848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:00.412470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:00.554076] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.05%, Actual: 0.97%
[2025-11-27T20:09:00.626623] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:00.639216] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:00.720750] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.27%
[2025-11-27T20:09:00.742887] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:00.851015] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:00.924143] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.51%
[2025-11-27T20:09:00.958029] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:00.969195] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:00.984660] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:00.984772] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:00.985609] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:00.985679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:00.991799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:00.992336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:00.992761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:01.027270] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:01.027468] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:01.028292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:01.028418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:01.030749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:01.038080] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.89% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:09:01.038231] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:01.039013] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:01.039198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:01.043950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:01.045735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:01.046265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:01.046748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:01.047662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:01.050116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:01.090114] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 1.10%
[2025-11-27T20:09:01.160924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:01.163135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:01.165611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:01.196776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:01.197748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:01.202387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:01.212161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:01.213177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:01.217819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:01.255215] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 1.34%
[2025-11-27T20:09:01.419893] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 2.27%
[2025-11-27T20:09:01.492180] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:01.595334] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.52%, Actual: 0.75%
[2025-11-27T20:09:01.612131] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:01.674744] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:01.707367] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:01.734833] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:01.734967] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:01.735760] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:01.735833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:01.737546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:01.738071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:01.738494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:01.764746] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.37%, Actual: 1.67%
[2025-11-27T20:09:01.788201] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:01.849134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:01.851528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:01.854180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:01.862414] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:09:01.909901] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:01.933558] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.48%
[2025-11-27T20:09:01.933779] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 37.4628%
[2025-11-27T20:09:01.933860] [INFO ] [main      ] CBSH: DISCARDED add_prev_close_to_open (score: 37.46%)
[2025-11-27T20:09:01.933906] [INFO ] [main      ] CBSH: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:09:01.933942] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure']
[2025-11-27T20:09:01.933983] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:01.947433] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:01.947897] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:01.948809] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:01.948883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:01.953746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:01.955692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:01.956250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:01.956799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:01.994805] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 2.31% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:02.045490] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.83%, Actual: 0.07%
[2025-11-27T20:09:02.068099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:02.108023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:02.109010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:02.111955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:02.169560] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.38%, Actual: 2.81%
[2025-11-27T20:09:02.190258] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:02.212291] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.42%, Actual: 1.33%
[2025-11-27T20:09:02.351048] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.03%, Actual: 3.56%
[2025-11-27T20:09:02.361949] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:02.383045] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.23%, Actual: 1.61%
[2025-11-27T20:09:02.423027] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -3.46% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:09:02.423280] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:02.424110] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:02.424238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:02.425992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:02.426640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:02.427097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:02.451182] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:02.521735] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 2.95%
[2025-11-27T20:09:02.534140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:02.536462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:02.539063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:02.548213] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.83%
[2025-11-27T20:09:02.622939] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:02.691204] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 0.76%
[2025-11-27T20:09:02.712171] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 1.03%
[2025-11-27T20:09:02.718422] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-11-27T20:09:02.718705] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:02.719481] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:02.719634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:02.724593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:02.726438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:02.727001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:02.727519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:02.841318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:02.858175] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 5.38%
[2025-11-27T20:09:02.877863] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.01%
[2025-11-27T20:09:02.883474] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:02.883390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:02.884593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:02.888045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.022280] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 1.69%
[2025-11-27T20:09:03.042881] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.14%
[2025-11-27T20:09:03.076204] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:03.134220] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:09:03.134488] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:03.135304] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:03.135447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:03.137148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:03.137720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:03.138208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:03.186204] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 6.99%
[2025-11-27T20:09:03.207777] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 2.50%
[2025-11-27T20:09:03.234752] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:03.243802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:03.246002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:03.248592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.352299] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.10%, Actual: 1.36%
[2025-11-27T20:09:03.371765] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 0.24%
[2025-11-27T20:09:03.403216] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:03.498187] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-11-27T20:09:03.498450] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:03.499303] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:03.499438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:03.504417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:03.506289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:03.506885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:03.507409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:03.520121] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 2.23%
[2025-11-27T20:09:03.535916] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 0.37%
[2025-11-27T20:09:03.536252] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 46.8028%
[2025-11-27T20:09:03.536394] [INFO ] [main      ] AAPD: DISCARDED add_prior_mag_lag (score: 46.80%)
[2025-11-27T20:09:03.536501] [INFO ] [main      ] AAPD: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:09:03.536606] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_range_overlap_v_prior_day']
[2025-11-27T20:09:03.536700] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:03.550454] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:03.550991] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:03.551887] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:03.552009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:03.554367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:03.578137] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:03.619127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:03.657951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:03.658813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:03.660054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:03.661110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:03.661707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.663564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.689844] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 2.59%
[2025-11-27T20:09:03.690205] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 50.3385%
[2025-11-27T20:09:03.690362] [INFO ] [main      ] AFCG: DISCARDED add_prior_mag_lag (score: 50.34%)
[2025-11-27T20:09:03.690469] [INFO ] [main      ] AFCG: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:09:03.690587] [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_overnight_gap_mag', 'add_range_overlap_v_prior_day']
[2025-11-27T20:09:03.690695] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:03.703818] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:03.704372] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:03.705303] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:03.705441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:03.710308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:03.712281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:03.712898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:03.713306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:03.714166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:03.716521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:03.745023] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:03.803356] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-27T20:09:03.803503] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:03.804404] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:03.804484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:03.806198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:03.806769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:03.807178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:03.824331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:03.825465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:03.828025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.909912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:03.912230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:03.914734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:03.990409] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:04.002068] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:04.153425] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:04.166727] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:04.173914] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:04.223656] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.29% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-27T20:09:04.223911] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:04.224735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:04.224855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:04.227389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:04.252929] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:04.270231] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:09:04.270491] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:04.271358] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:04.271497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:04.276409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:04.278302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:04.278883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:04.279397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:04.332746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:04.333644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:04.335592] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:04.336050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:04.391861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:04.406322] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -5.95% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-11-27T20:09:04.406633] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:04.407446] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:04.407603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:04.412603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:04.414538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:04.415145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:04.415636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:04.416592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:04.419010] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:04.419114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:04.431163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:04.432075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:04.434882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:04.477553] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:09:04.531141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:04.532303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:04.534952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:04.642244] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.41%, Actual: 1.38%
[2025-11-27T20:09:04.664768] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:04.769188] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:04.804298] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.37%, Actual: 2.28%
[2025-11-27T20:09:04.828547] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:04.876928] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:04.896594] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:09:04.896836] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:04.897654] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:04.897775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:04.900140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:04.939217] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:04.965922] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.93%, Actual: 1.44%
[2025-11-27T20:09:05.004897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:05.005798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:05.008183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.034966] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:09:05.035101] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:05.035880] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:05.035954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:05.040827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:05.042772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:05.043329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:05.043875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:05.048340] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:05.132679] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:09:05.132950] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:05.133779] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:05.133908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:05.138658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:05.140459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:05.141027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:05.141475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:05.141771] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 0.61%
[2025-11-27T20:09:05.142395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:05.144799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:05.154384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:05.194268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:05.195238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:05.198031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.254134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:05.255047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:05.257616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.307405] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 0.72%
[2025-11-27T20:09:05.334315] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:05.473164] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.12%
[2025-11-27T20:09:05.496727] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:05.529145] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:05.565441] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.45% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:05.565734] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:05.566524] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:05.566663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:05.568990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:05.600299] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:05.637065] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -3.46%, Actual: 4.80%
[2025-11-27T20:09:05.672321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:05.673235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:05.675630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.704613] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:05.771378] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:05.796340] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:09:05.796628] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:05.797418] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:05.797552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:05.802270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:05.803865] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.06%
[2025-11-27T20:09:05.804042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:05.804607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:05.805105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:05.840912] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 2.86% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:09:05.841158] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:05.841986] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:05.842119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:05.846899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:05.848760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:05.849305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:05.849789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:05.850713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:05.853076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:05.908278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:05.946660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:05.947442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:05.950153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.962263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:05.963276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:05.965780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:05.971186] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.68%
[2025-11-27T20:09:06.003180] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:06.134915] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.10%
[2025-11-27T20:09:06.135111] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 48.9538%
[2025-11-27T20:09:06.135217] [INFO ] [main      ] ABUS: DISCARDED add_range_overlap_v_prior_day (score: 48.95%)
[2025-11-27T20:09:06.135262] [INFO ] [main      ] ABUS: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:09:06.135297] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency']
[2025-11-27T20:09:06.135336] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:06.147343] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:06.147922] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:06.148828] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:06.148896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:06.150536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:06.151059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:06.151443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.166995] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:06.235142] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.68% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:09:06.235370] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:06.236175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:06.236296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:06.238791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.258800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:06.261215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:06.263595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:06.283701] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:06.311989] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:06.344250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:06.345156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:06.347562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:06.473282] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:06.484103] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:06.553551] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:09:06.553833] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:06.554666] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:06.554797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:06.559535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:06.561500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:06.562079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:06.562617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:06.563601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:06.566030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.568064] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.68% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:09:06.568349] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:06.569225] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:06.569383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:06.574453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:06.576343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:06.576915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:06.577428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.597669] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:06.673396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:06.674507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:06.677068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:06.682141] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:06.686919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:06.727896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:06.729016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:06.731945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:06.783224] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:06.844043] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:09:06.844298] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:06.845126] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:06.845249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:06.846259] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:06.847000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:06.847586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:06.848041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.915402] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:06.915675] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:06.916465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:06.916622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:06.919038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:06.954686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:06.957086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:06.959367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.005445] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:07.023494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:07.024380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:07.026752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.071003] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:07.171096] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:07.238359] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:07.240543] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.09% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:09:07.240823] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:07.241651] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:07.241796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:07.246473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:07.248278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:07.248848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:07.249322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:07.250231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:07.252602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:07.294566] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:07.330112] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:07.330387] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:07.331179] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:07.331313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:07.336286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:07.338160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:07.338777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:07.339292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:07.351605] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:07.355692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:07.356720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:07.359174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.448720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:07.457335] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:07.487735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:07.488675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:07.491462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.514191] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:07.518759] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:09:07.519037] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:07.520158] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:07.520317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:07.522636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:07.523246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:07.523724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:07.581808] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:07.581960] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:07.582729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:07.582907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:07.585283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:07.628336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:07.630774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:07.633132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.685005] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:07.688947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:07.689886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:07.692287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:07.827691] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:07.848401] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:07.919018] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:09:07.919290] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:07.920170] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:07.920304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:07.925529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:07.927716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:07.928341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:07.928845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:07.929822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:07.932348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:07.962551] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:07.996967] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:08.020266] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:08.048497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:08.049598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:08.052292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:08.090279] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.39% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:09:08.090563] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:08.091428] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:08.091567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:08.096597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:08.098474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:08.099040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:08.099564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.136127] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:08.182175] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:08.198661] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.91% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:09:08.198929] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:08.199783] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:08.199911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:08.201901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:08.202560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:08.203104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.209783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:08.248257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:08.249038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:08.251804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:08.252303] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:09:08.252588] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:08.253380] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:08.253503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:08.255979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.327699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:08.330169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:08.332480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:08.357977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:08.358859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:08.361197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:08.410063] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:08.589506] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:08.591369] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:08.660174] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:08.663653] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:08.663820] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:08.664807] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:08.664941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:08.670294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:08.672361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:08.672994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:08.673462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:08.674440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:08.677185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.688845] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:08.760777] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:08.794796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:08.795957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:08.798708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:08.823732] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:08.851952] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:08.852210] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:08.852608] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:08.853096] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:08.853240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:08.858387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:08.861180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:08.861774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:08.862281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.883815] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:09:08.884083] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:08.884905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:08.885031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:08.886716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:08.887261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:08.887726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.920125] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:09:08.920275] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:08.921044] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:08.921209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:08.923521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:08.966033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:08.994265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:08.997439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:09.000673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.003778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:09.004764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:09:09.007522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.025955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:09.026835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:09.029163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.136236] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:09.319473] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:09.338776] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:09.344464] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:09.352954] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:09.388379] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.70% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:09:09.388678] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:09.389533] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:09.389681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:09.394415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:09.396296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:09.396864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:09.397320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:09.398253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:09.400627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:09.504265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:09.504538] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:09.505172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:09.507538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.515429] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:09.515635] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:09.575809] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:09:09.576054] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:09.576914] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:09.577058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:09.578893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:09.579447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:09.579920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:09.582733] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -1.64% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:09.582863] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:09.583647] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:09.583722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:09.586089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:09.595366] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:09.685685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:09.688015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:09.690032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:09.690365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.691012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:09.693376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:09.762107] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.16%, Actual: 0.28%
[2025-11-27T20:09:09.839316] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:09.927288] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.14%, Actual: 0.97%
[2025-11-27T20:09:10.003987] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:10.019933] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:10.020883] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:10.071673] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -1.59% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:09:10.071806] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:10.072638] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:10.072712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:10.077515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:10.079344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:10.079846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:10.080242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:10.081136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:10.083568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:10.094039] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 0.27%
[2025-11-27T20:09:10.182382] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:10.194553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:10.195689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:10.198315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:10.199448] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:10.249261] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:09:10.257467] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:10.257727] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:10.257827] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 1.51%
[2025-11-27T20:09:10.258529] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:10.258617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:10.260232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:10.260790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:10.261232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:10.364423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:10.366831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:10.369173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:10.413162] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.29%, Actual: 0.07%
[2025-11-27T20:09:10.422056] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 1.10%
[2025-11-27T20:09:10.543877] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:10.578466] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.51%, Actual: 1.33%
[2025-11-27T20:09:10.586828] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 1.34%
[2025-11-27T20:09:10.701233] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:10.716417] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:10.745114] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.45%, Actual: 1.61%
[2025-11-27T20:09:10.753780] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 2.27%
[2025-11-27T20:09:10.788288] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 4.41% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:09:10.866198] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:10.911147] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.68%, Actual: 0.83%
[2025-11-27T20:09:10.921070] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.75%
[2025-11-27T20:09:10.922638] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:10.922893] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:10.923694] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:10.923816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:10.925498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:10.926044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:10.926487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:10.959404] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -5.95%, Actual: 2.81%
[2025-11-27T20:09:11.029591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:11.031673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:11.033804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:11.073876] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.49%, Actual: 1.03%
[2025-11-27T20:09:11.088490] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 1.67%
[2025-11-27T20:09:11.127949] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.48%, Actual: 3.56%
[2025-11-27T20:09:11.236822] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 1.01%
[2025-11-27T20:09:11.252886] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.48%
[2025-11-27T20:09:11.253238] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 47.1172%
[2025-11-27T20:09:11.253389] [INFO ] [main      ] CBSH: DISCARDED add_prior_day_tail_pressure (score: 47.12%)
[2025-11-27T20:09:11.253499] [INFO ] [main      ] CBSH: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:09:11.253609] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_prior_mag_lag']
[2025-11-27T20:09:11.253713] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:11.265266] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:11.265762] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:11.266647] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:11.266778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:11.271839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:11.273640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:11.274370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:11.275071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:11.304344] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 2.86%, Actual: 2.95%
[2025-11-27T20:09:11.364854] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:11.386225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:11.406768] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.14%
[2025-11-27T20:09:11.443071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:11.444424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:11.446841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:11.536068] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:11.568536] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 0.76%
[2025-11-27T20:09:11.586507] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 2.50%
[2025-11-27T20:09:11.593963] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:09:11.594225] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:11.595059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:11.595182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:11.596898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:11.597468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:11.597943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:11.713854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:11.716868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:11.719547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:11.780647] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 0.24%
[2025-11-27T20:09:11.816602] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 5.38%
[2025-11-27T20:09:11.966727] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:12.028501] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.37%
[2025-11-27T20:09:12.028855] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 41.6084%
[2025-11-27T20:09:12.029141] [INFO ] [main      ] AAPD: DISCARDED add_range_overlap_v_prior_day (score: 41.61%)
[2025-11-27T20:09:12.029286] [INFO ] [main      ] AAPD: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:09:12.029422] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_range_volume_efficiency']
[2025-11-27T20:09:12.029562] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:12.050308] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:12.051007] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:12.052384] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:12.052594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:12.056355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:12.078067] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 1.69%
[2025-11-27T20:09:12.178455] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:12.216743] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:12.221527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:12.223082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:12.226448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:12.287015] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 6.99%
[2025-11-27T20:09:12.349401] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-11-27T20:09:12.349696] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:12.350586] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:12.350720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:12.355821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:12.358052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:12.358782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:12.359375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:12.368779] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:12.433002] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:12.433280] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:12.434281] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:12.434412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:12.436350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:12.436993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:12.437466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:12.460099] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.70%, Actual: 1.36%
[2025-11-27T20:09:12.472628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:12.527210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:12.528556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:12.530747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:12.554524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:12.557178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:12.560226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:12.628330] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:12.652042] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 2.23%
[2025-11-27T20:09:12.811558] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:12.821355] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 4.41%, Actual: 2.59%
[2025-11-27T20:09:12.821690] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 49.9801%
[2025-11-27T20:09:12.821845] [INFO ] [main      ] AFCG: DISCARDED add_range_overlap_v_prior_day (score: 49.98%)
[2025-11-27T20:09:12.821955] [INFO ] [main      ] AFCG: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:09:12.822054] [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_overnight_gap_mag', 'add_range_volume_efficiency']
[2025-11-27T20:09:12.822157] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:12.834845] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:12.835514] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:12.836413] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:12.836545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:12.841298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:12.843104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:12.843676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:12.844133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:12.845049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:12.847433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:12.867277] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:12.887793] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-11-27T20:09:12.888071] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:12.889045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:12.889170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:12.891967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:12.928057] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:12.953748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:12.954713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:12.956925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:13.010111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:13.011292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:13.013603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:13.034521] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:13.091592] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:13.128010] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-11-27T20:09:13.128340] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:13.129425] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:13.129593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:13.134690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:13.136885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:13.137535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:13.138210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:13.147898] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:09:13.249617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:13.290887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:13.291819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:13.293690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:13.297079] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:13.311425] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 1.38%
[2025-11-27T20:09:13.343310] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:13.465149] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:13.485916] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:09:13.510317] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:13.545187] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.67% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-11-27T20:09:13.545461] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:13.546328] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:13.546463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:13.551559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:13.553827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:13.554527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:13.555033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:13.556016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:13.558634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:13.578965] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:09:13.579223] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:13.580034] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:13.580157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:13.582462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:13.653262] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:13.655557] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.91%, Actual: 1.44%
[2025-11-27T20:09:13.669440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:13.670522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:13.672785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:13.688477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:13.689603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:13.691923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:13.818306] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:13.821443] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:09:13.910672] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-11-27T20:09:13.910947] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:13.911761] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:13.911890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:13.916560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:13.918366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:13.918960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:13.919471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:13.987116] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 0.72%
[2025-11-27T20:09:14.011100] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:14.023797] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:14.023943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:14.061137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:14.061903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:14.063513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:14.151971] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.12%
[2025-11-27T20:09:14.189041] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:14.190462] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:14.260744] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:14.260997] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:14.261804] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:14.261930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:14.264239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:14.265443] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 4.59% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:09:14.265634] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:14.266476] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:14.266561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:14.273059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:14.275161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:14.275715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:14.276134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:14.277053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:14.279718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:14.316642] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 4.80%
[2025-11-27T20:09:14.373071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:14.374226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:14.376565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:14.390271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:14.391259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:14.393502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:14.401110] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:14.538495] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:09:14.579028] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:14.678535] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:09:14.678874] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:14.679781] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:14.679931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:14.685388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:14.687367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:14.688060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:14.688656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:14.705023] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:09:14.713250] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:14.730726] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:14.807138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:14.849644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:14.850736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:14.852391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:14.871385] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:09:14.871758] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 44.1981%
[2025-11-27T20:09:14.871918] [INFO ] [main      ] ABUS: DISCARDED add_range_volume_efficiency (score: 44.20%)
[2025-11-27T20:09:14.872018] [INFO ] [main      ] ABUS: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:09:14.872109] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:09:14.872205] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:14.878967] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:14.897754] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:14.946649] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.89% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:14.946785] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:14.947587] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:14.947657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:14.950051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:14.964519] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:09:14.964670] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:14.965433] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:14.965508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:14.970441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:14.972227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:14.972745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:14.973152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:14.974056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:14.976420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.056632] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:15.057356] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:15.058036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:15.058437] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:15.058569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:15.059133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:15.060637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:15.061247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:15.061354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.061783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.086058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:15.086981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:15.089313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.170738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:15.173156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:15.177255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.215355] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:15.393758] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:15.404400] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:15.423158] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:15.492963] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:09:15.493246] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:15.494149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:15.494293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:15.499814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:15.501747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:15.502334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:15.502554] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:15.502902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.576429] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:15.586934] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:15.618637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:15.644672] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:15.644947] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:15.645790] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:15.645916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:15.648422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.652832] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.78% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:09:15.653093] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:15.653903] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:15.654033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:15.658780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:15.660566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:15.660775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:15.661134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:15.661616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:15.662069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:15.662510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:15.663772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.665031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.666494] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:15.726388] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.24% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:09:15.726638] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:15.727423] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:15.727544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:15.729244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:15.729791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:15.730233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:15.761937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:15.763108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:15.765372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.769998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:15.770716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:15.773066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:15.839096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:15.841249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:15.845309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:16.076856] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:16.096480] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:16.099803] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:16.173439] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:16.241985] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:16.261154] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:16.265106] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:16.327208] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.81% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:09:16.327474] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:16.328300] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:16.328430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:16.332918] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -2.55% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:09:16.333139] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:16.333134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:16.333351] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:16.333631] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:16.333902] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:16.334056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:16.334429] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:16.334561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:16.334919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:16.335463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:16.336043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:16.336960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:16.336964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:16.338796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:16.339355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:16.339253] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:16.340590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:16.341082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:16.341521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:16.402285] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.37% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:16.402544] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:16.403363] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:16.403486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:16.405165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:16.405720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:16.406170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:16.442412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:16.443197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:16.444182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:16.445259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:16.454492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:16.455692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:16.457972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:16.480366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:16.481094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:16.482679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:16.511093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:16.513395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:16.517315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:16.767270] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:16.797951] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:16.808802] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:16.840636] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:16.929682] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:16.971046] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:16.973339] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:16.995766] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:09:16.996071] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:16.996907] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:16.997037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:17.001801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.003199] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:17.003563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:17.004129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.004603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:17.005510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:17.007948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.040204] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:17.040466] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:17.041334] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:17.041462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:17.043888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.064401] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.01% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:09:17.064681] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:17.065491] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:17.065583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.067251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:17.067806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.068220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.069099] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:17.069373] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:17.070259] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:17.070404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:17.075678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.077905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:17.078658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.079238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.109962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:17.110692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:17.112807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.154747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:17.155874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:17.158161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.174811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:17.177190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:17.181299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.199834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:17.242011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:17.243098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:17.244900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.438773] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:17.506249] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:17.519424] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:17.600935] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:17.646777] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:17.666009] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 2.35% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:17.666274] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:17.667081] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:17.667213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:17.668301] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:17.671973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.673690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:17.674236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.674708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:17.675626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:17.677992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.682194] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:17.727880] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:09:17.728159] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:17.728989] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:17.729112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.730812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:17.731346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.731811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.749964] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:09:17.750210] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:17.751047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:17.751172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:17.753568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:17.780297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:17.781085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:17.783157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.828939] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:17.835851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:17.837964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:17.841851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.860944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:17.862151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:17.864398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:17.928529] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.08% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:17.928837] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:17.929720] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:17.929856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:17.935044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:17.937032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:17.937545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:17.938139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:18.053328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:18.094524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:18.095649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:18.097458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:18.109484] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:18.168989] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:18.195965] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:18.272831] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:18.332932] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:18.338405] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -5.23% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:09:18.338682] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:18.339474] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:18.339622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:18.344296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:18.346053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:18.346600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:18.347051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:18.347969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:18.350352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:18.370908] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:18.392371] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:18.392519] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:18.393275] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:18.393466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:18.395140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:18.395700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:18.396144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:18.439764] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.73% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:18.439917] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:18.440706] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:18.440900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:18.443288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:18.452303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:18.453108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:18.455190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:18.487197] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:18.499836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:18.501939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:18.505819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:18.550594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:18.551688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:18.553951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:18.665888] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:18.774514] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:09:18.774781] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:18.775674] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:18.775809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:18.781332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:18.782091] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:18.783266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:18.783976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:18.784503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:18.837130] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:18.899030] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:18.913629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:18.945879] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:18.952226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:18.953209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:09:18.955070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:19.003197] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:19.010966] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:09:19.011231] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:19.012048] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:19.012189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:19.016907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:19.018697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:19.019239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:19.019710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:19.020627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:19.022995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:19.062041] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:09:19.062297] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:19.062592] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:19.063129] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:19.063263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:19.064931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:19.065476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:19.065945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:19.125670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:19.126690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:19.128870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:19.129924] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:09:19.168976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:19.171120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:19.174974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:19.286872] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:19.297709] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.79%, Actual: 0.07%
[2025-11-27T20:09:19.455511] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:19.466621] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.47%, Actual: 1.33%
[2025-11-27T20:09:19.479568] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:19.501969] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:19.572213] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:19.619446] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:19.633926] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.93%, Actual: 1.61%
[2025-11-27T20:09:19.664015] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:19.684792] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.02% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:09:19.723942] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.86% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:09:19.724197] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:19.725006] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:19.725129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:19.726808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:19.727332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:19.727809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:19.746099] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.88%, Actual: 0.28%
[2025-11-27T20:09:19.798797] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.89%, Actual: 0.83%
[2025-11-27T20:09:19.830942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:19.833275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:19.837349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:19.851395] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.67%, Actual: 2.81%
[2025-11-27T20:09:19.920868] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.55%, Actual: 0.97%
[2025-11-27T20:09:19.963593] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 1.03%
[2025-11-27T20:09:20.018166] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 4.59%, Actual: 3.56%
[2025-11-27T20:09:20.089430] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 0.27%
[2025-11-27T20:09:20.127214] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 1.01%
[2025-11-27T20:09:20.163869] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:20.186815] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 2.95%
[2025-11-27T20:09:20.252358] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 1.51%
[2025-11-27T20:09:20.290976] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 0.14%
[2025-11-27T20:09:20.327082] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:20.350788] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.78%, Actual: 0.76%
[2025-11-27T20:09:20.385655] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:20.385986] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:20.386840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:20.386974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:20.388731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:20.389300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:20.389783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:20.414190] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.10%
[2025-11-27T20:09:20.496970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:20.499378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:20.503532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:20.512271] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 2.50%
[2025-11-27T20:09:20.529382] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 5.38%
[2025-11-27T20:09:20.576890] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 1.34%
[2025-11-27T20:09:20.675515] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 0.24%
[2025-11-27T20:09:20.695148] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 1.69%
[2025-11-27T20:09:20.743877] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 2.27%
[2025-11-27T20:09:20.836070] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:20.843492] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.37%
[2025-11-27T20:09:20.843840] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 35.8944%
[2025-11-27T20:09:20.844002] [INFO ] [main      ] AAPD: DISCARDED add_range_volume_efficiency (score: 35.89%)
[2025-11-27T20:09:20.844103] [INFO ] [main      ] AAPD: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:09:20.844193] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:09:20.844284] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:20.857996] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:20.858560] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:20.859464] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:20.859601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:20.860370] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.35%, Actual: 6.99%
[2025-11-27T20:09:20.861955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:20.914754] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.08%, Actual: 0.75%
[2025-11-27T20:09:20.967236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:20.968524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:20.973045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:21.001164] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:21.059810] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:09:21.060078] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:21.060946] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:21.061068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:21.062787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:21.063345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:21.063814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:21.081917] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 1.36%
[2025-11-27T20:09:21.083676] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 1.67%
[2025-11-27T20:09:21.168348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:21.170524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:21.174515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:21.245509] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 2.23%
[2025-11-27T20:09:21.250023] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.48%
[2025-11-27T20:09:21.250387] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 35.7664%
[2025-11-27T20:09:21.250541] [INFO ] [main      ] CBSH: DISCARDED add_prior_mag_lag (score: 35.77%)
[2025-11-27T20:09:21.250669] [INFO ] [main      ] CBSH: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:09:21.250774] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day']
[2025-11-27T20:09:21.250881] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:21.262811] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:21.263484] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:21.264397] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:21.264545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:21.269343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:21.271187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:21.271776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:21.272295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:21.334389] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:21.383958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:21.409906] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.02%, Actual: 2.59%
[2025-11-27T20:09:21.410283] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 45.3134%
[2025-11-27T20:09:21.410460] [INFO ] [main      ] AFCG: DISCARDED add_range_volume_efficiency (score: 45.31%)
[2025-11-27T20:09:21.410587] [INFO ] [main      ] AFCG: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:09:21.410691] [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_overnight_gap_mag', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:09:21.410815] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:21.424120] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:21.424432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:21.424842] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:21.425511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:21.425730] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:21.425877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:21.428039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:21.430834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:21.432627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:21.433131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:21.433523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:21.434399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:21.436773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:21.503117] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:21.510720] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:21.544312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:21.545225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:21.549280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:21.581219] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-11-27T20:09:21.581476] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:21.582293] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:21.582414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:21.584775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:21.668559] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:21.694093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:21.695112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:21.699218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:21.725593] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-27T20:09:21.761486] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:21.884949] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:21.889971] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.24%, Actual: 1.38%
[2025-11-27T20:09:21.929594] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:22.024275] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-11-27T20:09:22.024551] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:22.025368] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:22.025501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:22.030360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:22.030906] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:22.032292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:22.032880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:22.033388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:22.052464] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:22.054446] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.37%, Actual: 2.28%
[2025-11-27T20:09:22.123443] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.27% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:09:22.123732] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:22.124551] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:22.124704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:22.129556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:22.131390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:22.131965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:22.132428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:22.133361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:22.135813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:22.140430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:22.178749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:22.179847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:22.182525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:22.196339] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:22.218765] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.01%, Actual: 1.44%
[2025-11-27T20:09:22.244528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:22.245700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:22.249726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:22.265374] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:09:22.265642] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:22.266438] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:22.266558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:22.268934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:22.373355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:22.374311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:22.378244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:22.381345] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.61%
[2025-11-27T20:09:22.523191] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:22.544511] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.72%
[2025-11-27T20:09:22.584859] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:22.701172] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:22.707369] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.86%, Actual: 1.12%
[2025-11-27T20:09:22.720541] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:22.754047] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:22.790609] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-27T20:09:22.790869] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:22.791692] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:22.791771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:22.796514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:22.798327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:22.798819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:22.799320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:22.824917] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:09:22.825065] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:22.825844] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:22.825918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:22.830798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:22.832554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:22.833258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:22.833766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:22.834720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:22.837208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:22.871200] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.86%, Actual: 4.80%
[2025-11-27T20:09:22.885993] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:22.904558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:22.942254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:22.943272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:22.945740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:22.951862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:22.953011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:22.955916] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:09:22.956115] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:22.956922] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:22.957046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:22.957692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:22.959429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:23.038488] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.06%
[2025-11-27T20:09:23.064092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:23.065193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:23.069147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:23.203431] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 1.68%
[2025-11-27T20:09:23.291436] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:23.297102] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:23.366495] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.10%
[2025-11-27T20:09:23.366814] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 37.7132%
[2025-11-27T20:09:23.366959] [INFO ] [main      ] ABUS: DISCARDED add_range_volume_efficiency_refinements (score: 37.71%)
[2025-11-27T20:09:23.367056] [INFO ] [main      ] ABUS: Testing feature 39/53: add_regime
[2025-11-27T20:09:23.367145] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_regime']
[2025-11-27T20:09:23.367252] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:23.378016] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:23.378544] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:23.379375] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:23.379445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:23.381090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:23.381567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:23.381991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:23.397268] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:23.456770] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:23.463044] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:23.488035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:23.490253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:23.507918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:23.526777] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:09:23.527055] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:23.528483] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:23.528643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:23.533602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:23.535419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:23.535987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:23.536464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:23.537510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:23.540087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:23.554267] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:09:23.554541] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:23.555362] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:23.555494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:23.560537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:23.562405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:23.562980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:23.563500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:23.563464] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:23.633687] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.57% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:09:23.633949] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:23.634757] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:23.634879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:23.637201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:23.650004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:23.651072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:23.655116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:23.679534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:23.717190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:23.717980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:23.720422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:23.742775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:23.743877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:23.747830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:23.838745] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:23.990430] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:24.004294] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:24.052356] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:24.066400] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:09:24.066619] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:24.067403] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:24.067531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:24.069251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:24.069800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:24.070245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.080923] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:24.158764] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:24.176302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:24.178400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:24.195813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:24.217818] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:24.228801] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 0.60% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:09:24.229084] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:24.229975] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:24.230113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:24.235087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:24.236923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:24.237470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:24.237889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:24.238860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:24.241417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.247371] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:24.309939] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-11-27T20:09:24.310207] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:24.311060] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:24.311200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:24.316001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:24.316720] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:09:24.316884] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:24.317671] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:24.317745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:24.317748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:24.318272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:24.318797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.320297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.350144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:24.351118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:24.355081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:24.426142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:24.427205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:24.428379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:24.431173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:24.467839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:24.468623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:24.471078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:24.526654] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:24.688839] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:24.692836] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:24.756662] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:09:24.756919] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:24.757733] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:24.757854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:24.759558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:24.760116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:24.760562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.764645] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:24.804848] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:24.855907] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:24.867314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:24.869636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:24.887270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:24.925550] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:09:24.925832] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:24.926654] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:24.926786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:24.931653] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:24.931609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:24.933538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:24.934121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:24.934602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:24.935532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:24.938051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:24.968797] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:24.999203] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:09:24.999465] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:25.000307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:25.000430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:25.002798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.046909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:25.047973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:25.051951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.057165] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:09:25.057421] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:25.058286] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:25.058417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:25.063089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:25.064862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:25.065402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:25.065923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.108041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:25.109216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:25.113151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.171997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:25.210400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:25.211531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:25.214214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.216723] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:25.383951] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:25.387555] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:25.444473] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:25.447937] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -2.57% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:09:25.448203] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:25.449028] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:25.449129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:25.450733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:25.451307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:25.451772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.547622] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:25.553373] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:25.558095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:25.560332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:25.577715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.614288] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:25.622857] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:09:25.623010] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:25.623936] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:25.624097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:25.629220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:25.631073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:25.631653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:25.632124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:25.633092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:25.635568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.683647] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -3.86% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:09:25.683883] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:25.684724] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:25.684843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:25.687842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.715987] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:25.747078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:25.748097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:25.752333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.794187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:25.795111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:25.799235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:25.811250] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:09:25.811494] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:25.812303] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:25.812433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:25.817179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:25.818959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:25.819500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:25.820031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:25.913142] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:25.923799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:25.962778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:25.963548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:25.965999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.077167] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:26.088710] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:26.129021] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:26.141155] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:09:26.141415] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:26.142228] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:26.142352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:26.144087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:26.144661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:26.145121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:26.250719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:26.252843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:26.260468] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:26.270468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.296237] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:26.304683] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:26.330345] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:09:26.330496] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:26.331397] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:26.331535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:26.337381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:26.339369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:26.339933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:26.340444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:26.341378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:26.343915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:26.365205] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:09:26.365359] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:26.366124] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:26.366311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:26.368714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:26.462005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:26.463161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:26.467308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.473130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:26.474046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:26.474590] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:26.477918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.564301] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:09:26.564587] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:26.565432] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:26.565563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:26.570428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:26.572325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:26.572892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:26.573393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:26.600525] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:26.678448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:26.715997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:26.717039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:26.719530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.764248] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:26.803508] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:26.807180] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:26.826870] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:26.827131] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:26.827945] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:26.828068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:26.829748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:26.830290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:26.830707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:26.935527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:26.937760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:26.955021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:26.971823] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:26.973105] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:27.040057] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:09:27.040333] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:27.041093] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:27.041213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:27.042948] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.89% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:27.043219] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:27.043531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:27.044077] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:27.044232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:27.049201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:27.051184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:27.051749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:27.052215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:27.053175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:27.055619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:27.085430] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:27.147839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:27.148795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:27.152723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:27.161376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:27.162365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:27.166315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:27.255484] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:27.285946] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:27.346647] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:09:27.346915] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:27.347773] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:27.347906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:27.352774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:27.354654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:27.355199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:27.355722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:27.450463] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:27.463092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:27.480486] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:27.502523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:27.503663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:27.504275] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:27.506229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:27.512832] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:27.513073] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:27.513903] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:27.514024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:27.515699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:27.516269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:27.516743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:27.622200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:27.624539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:27.641983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:27.644920] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:27.670680] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:27.716505] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:09:27.738612] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:09:27.738851] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:27.739701] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:27.739834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:27.744593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:27.746344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:27.746889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:27.747344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:27.748274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:27.750632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:27.844894] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:27.856226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:27.857336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:27.861444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:27.882527] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.46%, Actual: 0.07%
[2025-11-27T20:09:27.971498] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:28.012288] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:28.046914] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.71%, Actual: 1.33%
[2025-11-27T20:09:28.103880] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:09:28.104144] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:28.104964] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:28.105097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:28.109905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:28.111653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:28.112197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:28.112682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:28.135930] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:28.188692] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:28.197270] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:09:28.197531] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:28.198821] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:28.198942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:28.200649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:28.201194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:28.201661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:28.210292] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 1.61%
[2025-11-27T20:09:28.221371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:28.260492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:28.261592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:09:28.264164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:28.305352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:28.307534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:28.324622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:28.352028] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:28.373016] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.57%, Actual: 0.83%
[2025-11-27T20:09:28.419180] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 10.72% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-27T20:09:28.538378] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 1.03%
[2025-11-27T20:09:28.584569] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.27%, Actual: 2.81%
[2025-11-27T20:09:28.602028] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:28.655355] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:28.703096] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.01%
[2025-11-27T20:09:28.747964] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.88%, Actual: 3.56%
[2025-11-27T20:09:28.773741] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:28.820899] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:28.864876] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:28.867328] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -3.86%, Actual: 0.14%
[2025-11-27T20:09:28.882512] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:28.882661] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:28.883462] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:28.883667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:28.885307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:28.885860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:28.886314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:28.911730] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.71%, Actual: 2.95%
[2025-11-27T20:09:28.990511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:28.992749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:29.009939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:29.031128] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.25%, Actual: 2.50%
[2025-11-27T20:09:29.035650] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.41%, Actual: 0.28%
[2025-11-27T20:09:29.076669] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 0.76%
[2025-11-27T20:09:29.195012] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.24%
[2025-11-27T20:09:29.207407] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.74%, Actual: 0.97%
[2025-11-27T20:09:29.240229] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.73%, Actual: 5.38%
[2025-11-27T20:09:29.338900] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:29.356595] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.37%
[2025-11-27T20:09:29.356878] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 33.0909%
[2025-11-27T20:09:29.357021] [INFO ] [main      ] AAPD: DISCARDED add_range_volume_efficiency_refinements (score: 33.09%)
[2025-11-27T20:09:29.357128] [INFO ] [main      ] AAPD: Testing feature 39/53: add_regime
[2025-11-27T20:09:29.357218] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_regime']
[2025-11-27T20:09:29.357308] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:29.370702] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:29.371219] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:29.372112] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:29.372233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:29.374597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:29.375928] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.58%, Actual: 0.27%
[2025-11-27T20:09:29.402602] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 1.69%
[2025-11-27T20:09:29.479667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:29.480552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:29.494623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:29.501941] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:29.542616] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 1.51%
[2025-11-27T20:09:29.563051] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:09:29.563293] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:29.564092] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:29.564217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:29.565408] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 6.99%
[2025-11-27T20:09:29.565946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:29.566426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:29.566832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:29.671136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:29.673470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:29.690542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:29.712080] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 1.10%
[2025-11-27T20:09:29.732108] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.89%, Actual: 1.36%
[2025-11-27T20:09:29.819699] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:29.882099] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.34%
[2025-11-27T20:09:29.899593] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.95%, Actual: 2.23%
[2025-11-27T20:09:29.982401] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:30.022351] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:30.056490] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:09:30.056662] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:30.057535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:30.057675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:30.058308] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.54%, Actual: 2.27%
[2025-11-27T20:09:30.060115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:30.065917] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 10.72%, Actual: 2.59%
[2025-11-27T20:09:30.066137] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 45.8952%
[2025-11-27T20:09:30.066239] [INFO ] [main      ] AFCG: DISCARDED add_range_volume_efficiency_refinements (score: 45.90%)
[2025-11-27T20:09:30.066296] [INFO ] [main      ] AFCG: Testing feature 39/53: add_regime
[2025-11-27T20:09:30.066341] [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_overnight_gap_mag', 'add_regime']
[2025-11-27T20:09:30.066391] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:30.079477] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:30.080066] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:30.080990] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:30.081128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:30.085869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:30.087696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:30.088257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:30.088730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:30.089666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:30.092094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:30.166277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:30.167388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:30.181856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:30.186558] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:30.199747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:30.200824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:30.218798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:30.231961] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.75%
[2025-11-27T20:09:30.247252] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:09:30.396948] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 1.67%
[2025-11-27T20:09:30.411128] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: 0.21%, Actual: 1.38%
[2025-11-27T20:09:30.509356] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:30.548945] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:30.566921] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.48%
[2025-11-27T20:09:30.567297] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 55.3727%
[2025-11-27T20:09:30.567449] [INFO ] [main      ] CBSH: DISCARDED add_range_overlap_v_prior_day (score: 55.37%)
[2025-11-27T20:09:30.567563] [INFO ] [main      ] CBSH: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:09:30.567679] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency']
[2025-11-27T20:09:30.567788] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:30.577556] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 1.38%, Actual: 2.28%
[2025-11-27T20:09:30.580718] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:30.581189] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:30.582054] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:30.582126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:30.586928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:30.588732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:30.589205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:30.589651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:30.676684] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:30.703097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:30.715109] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:30.744668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:30.744772] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -2.57%, Actual: 1.44%
[2025-11-27T20:09:30.745643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:30.747973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:30.752118] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:09:30.752341] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:30.753221] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:30.753343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:30.755839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:30.785753] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.25% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:09:30.785974] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:30.786818] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:30.786950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:30.791700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:30.793502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:30.794047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:30.794502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:30.795417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:30.797839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:30.866031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:30.867110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:30.882316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:30.907752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:30.908625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:30.914806] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.61%
[2025-11-27T20:09:30.926227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:31.081828] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.72%
[2025-11-27T20:09:31.087336] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:31.213000] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:31.245738] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.12%
[2025-11-27T20:09:31.253208] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:31.254308] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:31.344985] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-11-27T20:09:31.345258] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:31.346097] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:31.346258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:31.351138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:31.353056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:31.353619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:31.354150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:31.379693] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:31.409631] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:09:31.417565] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:31.464502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:31.465904] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -3.26% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:09:31.466199] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:31.467321] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:31.467492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:31.470451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:31.490649] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:09:31.490903] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:31.491718] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:31.491848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:31.496600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:31.498427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:31.498971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:31.499425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:31.500374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:31.502808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:31.503487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:31.504390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:31.506619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:31.575827] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.06%
[2025-11-27T20:09:31.586531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:31.587602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:31.602797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:31.611446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:31.612171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:31.629662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:31.742621] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 1.68%
[2025-11-27T20:09:31.844075] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:31.908238] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.10%
[2025-11-27T20:09:31.908608] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 34.8033%
[2025-11-27T20:09:31.908753] [INFO ] [main      ] ABUS: DISCARDED add_regime (score: 34.80%)
[2025-11-27T20:09:31.908851] [INFO ] [main      ] ABUS: Testing feature 40/53: add_regime_flags
[2025-11-27T20:09:31.908942] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_regime_flags']
[2025-11-27T20:09:31.909035] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:31.921550] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:31.922235] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:31.923124] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:31.923246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:31.924971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:31.925529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:31.926008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:31.940129] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:31.960367] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:32.011265] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:32.033910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:32.036169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:32.037281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:32.100985] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-11-27T20:09:32.101123] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:32.101877] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:32.102083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:32.106980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:32.108039] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:32.108870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:32.109433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:32.109959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.125053] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:32.181296] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:32.181560] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:32.182392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:32.182520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:32.184941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.195754] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -3.50% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:32.196006] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:32.196824] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:32.196957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:32.201681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:32.203440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:32.203985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:32.204434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:32.205340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:32.207707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.219942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:32.260242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:32.261206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:32.263408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:32.293813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:32.294925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:32.309894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:32.315001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:32.315854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:32.332918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:32.366393] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:32.531244] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:32.591700] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:32.591959] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:32.592799] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:32.592934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:32.594623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:32.595161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:32.595630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.604020] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:32.644021] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:32.660255] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:32.703602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:32.705793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:32.706978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:32.772694] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:32.810951] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:32.824818] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:32.863462] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-11-27T20:09:32.863758] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:32.864595] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:32.864728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:32.869531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:32.871381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:32.871941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:32.872450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.882041] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:32.882305] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:32.883118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:32.883241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:32.885599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.893958] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:32.894226] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:32.895550] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:32.895706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:32.900438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:32.902210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:32.902762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:32.903212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:32.904132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:32.906508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:32.992651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:32.993810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:33.000284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:33.008626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.009549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:33.010445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:33.027458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.038185] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:33.038907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:33.039751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:33.041944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.201266] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:33.261909] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.83% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:09:33.262155] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:33.262971] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:33.263094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:33.264769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:33.265311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:33.265787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:33.341555] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:33.354743] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:33.371542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:33.372658] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:33.373846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:33.374952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.507812] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:33.520649] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:33.538877] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:33.589563] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:33.589850] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:33.590722] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:33.590867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:33.590896] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.96% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:09:33.591041] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:33.591804] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:33.591882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:33.593387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:33.596525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:33.598381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:33.598927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:33.599384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:33.600416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:33.602887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:33.628013] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:09:33.628303] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:33.629162] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:33.629322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:33.634261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:33.636046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:33.636595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:33.637091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:33.706859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:33.707673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:33.708069] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:33.710455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:33.711705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:33.724959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.726947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.750498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:33.790041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:33.790953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:33.793125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:33.875020] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:33.936249] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.12% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:09:33.936507] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:33.937308] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:33.937431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:33.939187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:33.939783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:33.940268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:34.048611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:34.050867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:34.051962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:34.057704] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:34.073607] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:34.130277] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:34.223056] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:34.261416] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:34.294320] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:09:34.294592] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:34.295343] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:34.295476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:34.299022] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:34.300279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:34.302095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:34.302676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:34.303126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:34.304076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:34.306458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:34.333942] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.88% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:34.334198] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:34.335002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:34.335124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:34.337439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:34.385394] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:34.391108] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:09:34.391274] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:34.392177] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:34.392328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:34.397236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:34.399113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:34.399719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:34.400256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:34.410548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:34.411415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:34.428474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:34.445502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:34.446597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:34.461785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:34.510507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:34.549601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:34.550660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:34.552937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:34.555382] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:34.617323] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:34.617613] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:34.618461] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:34.618608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:34.620368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:34.620968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:34.621369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:34.727658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:34.730098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:34.731243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:34.758591] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:34.798477] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:34.885870] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:34.923043] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:34.965197] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:34.992236] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:34.992503] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:34.993363] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:34.993498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:34.998225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.000048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:35.000603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.001054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:35.001979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:35.004380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.035672] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 1.00% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:09:35.035929] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:35.036765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:35.036884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:35.039233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.056471] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:35.076027] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:35.109092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:35.109938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:35.126745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.146636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:35.147652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:35.148552] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:09:35.148702] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:35.149478] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:35.149544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:35.154555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.156431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:35.157008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.157521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.162465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.243308] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:35.267553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:35.303591] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:09:35.303723] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:35.304493] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:35.304558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.306191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:35.306734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.307138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.307239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:35.307978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:35.310330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.414162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:35.416431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:35.417687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.457815] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:35.493749] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:35.628678] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:35.652757] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:35.660595] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:35.715208] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.77% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:09:35.715502] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:35.716415] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:35.716549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:35.722153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.724180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:35.724803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.725290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:35.726316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:35.728836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.730400] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:09:35.730648] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:35.731454] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:35.731589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:35.733907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.754034] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:35.825739] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:35.842862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:35.843534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:35.843810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:35.844468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:35.859336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.860696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:35.917288] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:09:35.917425] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:35.918201] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:35.918383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:35.923789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.925552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:35.926108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.926306] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:35.926675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:35.986951] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:09:35.987201] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:35.988004] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:35.988158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:35.989837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:35.990376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:35.990843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:36.033116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:36.072206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:36.073038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:36.075243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:36.094533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:36.096642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:36.097729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:36.194941] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:36.198146] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:36.361032] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:36.365827] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:36.407971] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:36.425449] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:36.431058] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:09:36.431381] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:36.432267] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:36.432405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:36.437411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:36.437414] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 1.51% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:09:36.439254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:36.439854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:36.440336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:36.441275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:36.443703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:36.550857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:36.551737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:36.569809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:36.575310] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:36.590248] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:36.605262] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.42%, Actual: 0.07%
[2025-11-27T20:09:36.648585] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.66% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:36.648857] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:36.649669] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:36.649792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:36.651436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:36.651995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:36.652448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:36.663929] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.44% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:09:36.664207] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:36.665022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:36.665152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:36.669917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:36.671678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:36.672201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:36.672722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:36.756942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:36.759108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:36.760193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:36.771645] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.43%, Actual: 1.33%
[2025-11-27T20:09:36.775257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:36.811912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:36.812695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:36.814760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:36.902064] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:36.934656] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -3.26%, Actual: 1.61%
[2025-11-27T20:09:37.069114] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:37.090819] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:37.098854] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 0.83%
[2025-11-27T20:09:37.139212] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 2.38% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:09:37.200058] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:37.262411] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:37.264926] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 1.03%
[2025-11-27T20:09:37.313020] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.25%, Actual: 2.81%
[2025-11-27T20:09:37.322126] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:09:37.322406] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:37.323216] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:37.323343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:37.325066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:37.325637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:37.326092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:37.371926] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:37.430434] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 1.01%
[2025-11-27T20:09:37.431965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:37.434374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:37.435443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:37.460615] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:37.460772] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:37.461564] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:37.461678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:37.466604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:37.468529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:37.469095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:37.469672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:37.483384] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.92%, Actual: 3.56%
[2025-11-27T20:09:37.578964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:37.597682] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.88%, Actual: 0.14%
[2025-11-27T20:09:37.617969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:37.618913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:09:37.621168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:37.654055] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -3.50%, Actual: 2.95%
[2025-11-27T20:09:37.763310] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 2.50%
[2025-11-27T20:09:37.770934] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:37.824140] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 0.76%
[2025-11-27T20:09:37.928068] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 0.24%
[2025-11-27T20:09:37.939547] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:37.958213] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:37.990522] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 5.38%
[2025-11-27T20:09:37.996117] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-27T20:09:37.996378] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:37.997204] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:37.997331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:37.999058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:37.999630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:38.000081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:38.090598] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 1.51%, Actual: 0.37%
[2025-11-27T20:09:38.090900] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 41.1854%
[2025-11-27T20:09:38.091044] [INFO ] [main      ] AAPD: DISCARDED add_regime (score: 41.19%)
[2025-11-27T20:09:38.091143] [INFO ] [main      ] AAPD: Testing feature 40/53: add_regime_flags
[2025-11-27T20:09:38.091230] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_regime_flags']
[2025-11-27T20:09:38.091321] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:38.103652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:38.104752] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:38.105176] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:38.106040] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:38.106109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:38.106416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:38.107654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:38.108462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:38.124199] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:38.158400] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 1.69%
[2025-11-27T20:09:38.214257] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:09:38.215385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:38.216357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:38.217523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:38.325815] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 6.99%
[2025-11-27T20:09:38.384842] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.13%, Actual: 0.28%
[2025-11-27T20:09:38.444811] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:38.495015] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.77%, Actual: 1.36%
[2025-11-27T20:09:38.553095] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:38.553891] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.39%, Actual: 0.97%
[2025-11-27T20:09:38.612498] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:38.663199] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 2.23%
[2025-11-27T20:09:38.670631] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-27T20:09:38.721486] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.27%
[2025-11-27T20:09:38.722818] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:38.794919] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:09:38.795188] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:38.796007] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:38.796127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:38.798481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:38.830074] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 2.59%
[2025-11-27T20:09:38.830341] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 50.8438%
[2025-11-27T20:09:38.830466] [INFO ] [main      ] AFCG: DISCARDED add_regime (score: 50.84%)
[2025-11-27T20:09:38.830545] [INFO ] [main      ] AFCG: Testing feature 40/53: add_regime_flags
[2025-11-27T20:09:38.830636] [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_overnight_gap_mag', 'add_regime_flags']
[2025-11-27T20:09:38.830716] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:38.839993] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.04%, Actual: 1.38%
[2025-11-27T20:09:38.843695] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:38.844231] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:38.845127] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:38.845207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:38.850108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:38.851930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:38.852422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:38.852905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:38.853853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:38.856297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:38.891277] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 1.51%
[2025-11-27T20:09:38.904838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:38.906030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:38.907205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:38.968391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:38.969336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:38.970429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:39.008020] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.83%, Actual: 2.28%
[2025-11-27T20:09:39.058317] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.78%, Actual: 1.10%
[2025-11-27T20:09:39.179091] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.12%, Actual: 1.44%
[2025-11-27T20:09:39.227071] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 1.05%, Actual: 1.34%
[2025-11-27T20:09:39.245707] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:39.304485] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:39.348934] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 0.61%
[2025-11-27T20:09:39.391964] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 2.27%
[2025-11-27T20:09:39.413534] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:39.471081] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:39.483060] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:09:39.483215] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:39.484143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:39.484277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:39.486741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:39.516516] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.72%
[2025-11-27T20:09:39.540007] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:09:39.540284] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:39.541148] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:39.541282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:39.546120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:39.547950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:39.548522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:39.549003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:39.549952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:39.552475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:39.559751] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.44%, Actual: 0.75%
[2025-11-27T20:09:39.596643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:39.597839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:39.599001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:39.662788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:39.663659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:39.664786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:39.683448] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.47%, Actual: 1.12%
[2025-11-27T20:09:39.730762] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 1.67%
[2025-11-27T20:09:39.850556] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.66%, Actual: 4.80%
[2025-11-27T20:09:39.894417] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.48%
[2025-11-27T20:09:39.894742] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 51.1952%
[2025-11-27T20:09:39.894899] [INFO ] [main      ] CBSH: DISCARDED add_range_volume_efficiency (score: 51.20%)
[2025-11-27T20:09:39.895009] [INFO ] [main      ] CBSH: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:09:39.895108] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:09:39.895212] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:39.907723] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:39.908313] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:39.909157] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:39.909228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:39.913897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:39.915635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:39.916104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:39.916534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:39.937152] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:40.001180] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:40.017750] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.06%
[2025-11-27T20:09:40.022865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:40.061193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:40.062118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:40.066210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:40.106554] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:40.170640] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:40.175933] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:09:40.176191] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:40.177012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:40.177135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:40.179491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:40.186448] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 1.68%
[2025-11-27T20:09:40.238916] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.56% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:09:40.239190] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:40.239978] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:40.240111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:40.245055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:40.246915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:40.247458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:40.247938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:40.248923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:40.251369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:40.285455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:40.286466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:40.287645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:40.361166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:40.362235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:40.363446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:40.367394] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.10%
[2025-11-27T20:09:40.367626] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 35.1775%
[2025-11-27T20:09:40.367769] [INFO ] [main      ] ABUS: DISCARDED add_regime_flags (score: 35.18%)
[2025-11-27T20:09:40.367867] [INFO ] [main      ] ABUS: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:40.367957] [DEBUG] [main      ] Testing with features: ['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']
[2025-11-27T20:09:40.368028] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:40.379389] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:40.379904] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:40.380759] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:40.380883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:40.382594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:40.383148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:40.383618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:40.393441] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:40.493925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:40.496269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:40.496869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:40.497948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:40.499726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:40.500851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:40.501608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:40.558808] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:40.645773] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:40.650025] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-11-27T20:09:40.650157] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:40.650945] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:40.651015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:40.655728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:40.657487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:40.658109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:40.658643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:40.698934] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:40.765175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:40.806104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:40.807049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:40.811987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:40.816265] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:40.841958] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:40.879462] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:40.890609] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:09:40.890844] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:40.891687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:40.891809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:40.894311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:40.948628] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -3.02% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-27T20:09:40.948760] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:40.949524] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:40.949610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:40.954552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:40.956337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:40.956982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:40.957449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:40.958423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:40.960854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.006096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:41.007212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.008502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.014815] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:41.067788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:41.068926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.070103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.078413] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:09:41.078686] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:41.079472] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:41.079615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:41.081281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:41.081835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:41.082285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.143777] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:41.192160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:41.194369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:41.194962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.196062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:41.197829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:41.198954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:41.199743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.306770] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:41.363767] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:41.396347] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-11-27T20:09:41.396637] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:41.397451] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:41.397601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:41.399970] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:41.402381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:41.404166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:41.404727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:41.405226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.514202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:41.529934] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:41.533074] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:41.553496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:41.554288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:41.558210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.577490] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:41.602245] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:09:41.602517] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:41.603346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:41.603476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:41.605935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.646229] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:09:41.646501] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:41.647887] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:41.648022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:41.653090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:41.655055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:41.655698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:41.656159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:41.657084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:41.659531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.696479] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:41.715901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:41.717052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.718226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.761435] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 4.02% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:41.761722] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:41.762525] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:41.762664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:41.764366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:41.764927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:41.765379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:41.766369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:41.767437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.768669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.873184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:41.875493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:41.876018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:41.877115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:41.878914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:41.880017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:41.880774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:41.890738] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:42.054923] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:42.056094] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:42.118640] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:42.145977] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-11-27T20:09:42.146244] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:42.147073] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:42.147206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:42.151892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:42.153677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:42.154208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:42.154727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:42.212220] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:42.222294] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:42.260043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:42.283917] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:42.291900] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.41% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:09:42.292162] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:42.292978] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:42.293099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:42.295438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:42.300534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:42.301377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:42.305511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:42.352481] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.51% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:09:42.352784] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:42.353637] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:42.353767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:42.358509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:42.360329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:42.360882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:42.361334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:42.362257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:42.364628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:42.378157] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:42.406462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:42.407737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:42.408940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:42.444238] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -4.75% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:42.444502] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:42.445319] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:42.445453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:42.447210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:42.447836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:42.448318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:42.474100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:42.475295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:42.476560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:42.553440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:42.555655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:42.556226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:42.557312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:42.559064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:42.560074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:42.560842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:42.649617] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:42.748700] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:42.810261] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:42.820872] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:42.891004] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:42.910615] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:09:42.910888] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:42.911742] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:42.911877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:42.915493] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:42.916845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:42.919001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:42.919604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:42.920077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:42.974148] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:42.983853] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:09:42.984011] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:42.984775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:42.984966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:42.987279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.034892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:43.042669] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.56% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:09:43.042938] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:43.043772] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:43.043905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:43.048724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:43.050671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:43.051264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:43.051745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:43.052687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:43.055098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.055398] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:43.073977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:43.074843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:43.078831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.092104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:43.093283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.094415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.119536] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:09:43.119806] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:43.120616] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:43.120738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:43.122383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:43.122940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:43.123386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.158757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:43.159809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.160923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.228604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:43.230714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:43.231206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.232247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:43.233892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:43.234968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:43.235715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.411133] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:43.442629] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:43.545746] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:43.565592] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:43.588908] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:43.617599] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:43.680998] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:43.681154] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:43.681980] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:43.682182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:43.687217] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:09:43.687196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:43.687362] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:43.688226] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:43.688350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:43.689078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:43.689652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:43.690174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.690688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.712121] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:43.732614] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:43.778940] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:09:43.779209] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:43.780059] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:43.780249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:43.784995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:43.786804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:43.787342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:43.787815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:43.788765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:43.791200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.797323] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:09:43.797586] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:43.798400] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:43.798551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:43.799015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:43.800079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.800324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:43.800916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:43.801224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.801368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:43.802059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:43.842126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:43.843136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:43.847230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.896314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:43.897187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.898257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:43.908088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:43.910315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:43.910890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:43.911978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:43.913708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:43.914768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:43.915479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:44.137125] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:44.185552] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:44.228801] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:44.245051] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:44.306231] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:44.355965] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:44.376035] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:09:44.376171] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:44.376994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:44.377079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:44.379674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:44.394277] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:44.409937] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:44.446189] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:09:44.446472] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:44.447340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:44.447474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:44.452278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:44.454186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:44.454745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:44.455243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:44.461425] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -6.07% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:09:44.461716] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:44.462510] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:44.462604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:44.467412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:44.469196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:44.469708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:44.470157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:44.471116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:44.473522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:44.475149] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.38% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:44.475397] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:44.476200] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:44.476326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:44.477991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:44.478562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:44.479024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:44.493021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:44.494090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:44.495197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:44.564248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:44.576670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:44.577643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:44.578755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:44.583929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:44.586092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:44.586721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:44.587769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:44.589484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:44.590632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:44.591343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:44.602949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:44.604028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:44.608240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:44.851707] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:44.910759] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:44.923765] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:44.944351] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:45.019138] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:45.077197] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:45.087966] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:09:45.090130] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:45.112939] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:45.144815] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:09:45.145074] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:45.145893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:45.146024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:45.150865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:45.152646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:45.153188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:45.153676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:45.154316] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:09:45.154594] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:45.154624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:45.155391] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:45.155534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:45.157022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:45.157242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:45.157748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:45.158225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:45.202951] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:45.203227] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:45.204055] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:45.204187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:45.209030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:45.210884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:45.211413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:45.211928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:45.257684] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.42%, Actual: 0.07%
[2025-11-27T20:09:45.261483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:45.262400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:45.263598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:45.263898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:45.266076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:45.266670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:45.267723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:45.269439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:45.270488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:45.271228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:45.320367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:45.359744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:45.360810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:45.364794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:45.426562] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.38%, Actual: 1.33%
[2025-11-27T20:09:45.592742] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.55%, Actual: 1.61%
[2025-11-27T20:09:45.594869] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:45.599540] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:45.692745] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:45.754225] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 2.65%, Actual: 0.83%
[2025-11-27T20:09:45.757245] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:45.763645] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:45.823200] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 5.10% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:09:45.827164] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:09:45.827416] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:45.828248] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:45.828375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:45.830047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:45.830593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:45.831033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:45.861698] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:45.933142] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 1.03%
[2025-11-27T20:09:45.935352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:45.937530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:45.938111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:45.939231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:45.940929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:45.941997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:45.942749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:45.949690] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.56% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:09:45.949952] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:45.950760] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:45.950890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:45.955741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:45.957492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:45.958262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:45.958784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:45.988167] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -0.58%, Actual: 2.81%
[2025-11-27T20:09:46.068110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:46.106017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:46.106836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:46.110909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:46.126112] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 1.01%
[2025-11-27T20:09:46.154762] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.56%, Actual: 3.56%
[2025-11-27T20:09:46.278939] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:46.315405] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.16%, Actual: 0.14%
[2025-11-27T20:09:46.318448] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -3.02%, Actual: 2.95%
[2025-11-27T20:09:46.444901] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:46.445433] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:46.484527] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 0.76%
[2025-11-27T20:09:46.500386] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 2.50%
[2025-11-27T20:09:46.508815] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:09:46.509076] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:46.509887] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:09:46.510012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:46.511711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:46.512239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:46.512700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:46.616792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:46.617021] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:46.619014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:46.619592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:46.620639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:46.622300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:46.623364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:46.624046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:46.649656] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.51%, Actual: 5.38%
[2025-11-27T20:09:46.664618] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.24%
[2025-11-27T20:09:46.705781] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.21% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:46.706042] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:46.706860] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:46.706992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:46.711713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:46.713479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:46.714018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:46.714517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:46.814338] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.56%, Actual: 1.69%
[2025-11-27T20:09:46.816227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:46.827416] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.37%
[2025-11-27T20:09:46.827628] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.7456%
[2025-11-27T20:09:46.827796] [INFO ] [main      ] AAPD: DISCARDED add_regime_flags (score: 38.75%)
[2025-11-27T20:09:46.827897] [INFO ] [main      ] AAPD: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:46.827988] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-27T20:09:46.828083] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:46.841885] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:46.842418] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:46.843310] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:46.843434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:46.845801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:46.852964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:46.853659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:09:46.857325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:46.951645] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:46.952836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:46.954022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:46.955933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:46.956514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:46.957665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:46.959410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:46.960539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:46.961321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:46.980806] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 6.99%
[2025-11-27T20:09:47.119426] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:47.150358] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -6.07%, Actual: 1.36%
[2025-11-27T20:09:47.183425] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:09:47.188555] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:47.296366] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:47.317433] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 2.23%
[2025-11-27T20:09:47.349833] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.94%, Actual: 1.38%
[2025-11-27T20:09:47.354924] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:47.442224] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:09:47.462997] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:47.482069] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.10%, Actual: 2.59%
[2025-11-27T20:09:47.482417] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 46.3193%
[2025-11-27T20:09:47.482616] [INFO ] [main      ] AFCG: DISCARDED add_regime_flags (score: 46.32%)
[2025-11-27T20:09:47.482729] [INFO ] [main      ] AFCG: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:47.482829] [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_overnight_gap_mag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-27T20:09:47.482959] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:47.496133] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:47.496730] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:47.497569] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:47.497663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:47.502401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:47.504181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:47.504705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:47.505101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:47.505954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:47.508399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:47.516941] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 4.02%, Actual: 2.28%
[2025-11-27T20:09:47.541357] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:47.541586] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:47.542388] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:47.542517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:47.544917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:47.608412] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.88%, Actual: 0.28%
[2025-11-27T20:09:47.613355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:47.614396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:47.614965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:47.616039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:47.617769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:47.618840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:47.619558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:47.651403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:47.652813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:47.654969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:47.655647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:47.656898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:47.658835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:47.660021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:47.660958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:47.681212] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -4.75%, Actual: 1.44%
[2025-11-27T20:09:47.775366] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.26%, Actual: 0.97%
[2025-11-27T20:09:47.845816] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 0.61%
[2025-11-27T20:09:47.945455] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.26%, Actual: 0.27%
[2025-11-27T20:09:47.945614] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:48.008974] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.82%, Actual: 0.72%
[2025-11-27T20:09:48.022628] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:48.110562] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.51%
[2025-11-27T20:09:48.112145] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:48.171982] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 1.12%
[2025-11-27T20:09:48.186646] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:09:48.186904] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:48.187740] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:48.187875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:48.192565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:48.194322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:48.194886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:48.195356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:48.196264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:48.198828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:48.205209] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:48.278604] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.10%
[2025-11-27T20:09:48.283302] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:09:48.283555] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:48.284409] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:48.284536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:48.286883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:48.306499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:48.307354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:48.307910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:48.309019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:48.310729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:48.311819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:48.312550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:48.336183] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 4.80%
[2025-11-27T20:09:48.394865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:48.395799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:48.397591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:48.398166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:48.399276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:48.400987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:48.402071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:48.402840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:48.443923] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.34%
[2025-11-27T20:09:48.498736] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -1.41%, Actual: 0.06%
[2025-11-27T20:09:48.607539] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 2.27%
[2025-11-27T20:09:48.639957] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:48.660526] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 1.68%
[2025-11-27T20:09:48.742211] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:48.774019] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 0.75%
[2025-11-27T20:09:48.804822] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:48.823404] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.10%
[2025-11-27T20:09:48.823646] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.0829%
[2025-11-27T20:09:48.823842] [INFO ] [main      ] ABUS: DISCARDED add_return_volume_nonlinearity_proxies (score: 42.08%)
[2025-11-27T20:09:48.823943] [INFO ] [main      ] ABUS: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:09:48.824036] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_shelf_lag']
[2025-11-27T20:09:48.824145] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:48.836601] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:48.837129] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:48.838016] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:48.838157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:48.839867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:48.840416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:48.840889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:48.879383] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.43% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:48.879679] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:48.880503] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:48.880660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:48.885558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:48.887400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:48.887975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:48.888466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:48.889399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:48.891887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:48.909596] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:48.940965] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.21%, Actual: 1.67%
[2025-11-27T20:09:48.946153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:48.948459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:48.949850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:48.986909] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:48.987186] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:48.988078] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:48.988238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:48.990907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:49.001129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:49.002133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.002717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:49.003827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:49.005544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:49.006642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:49.007388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.101788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:49.102980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.104913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.105466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:49.106608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:49.108264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:49.109108] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.48%
[2025-11-27T20:09:49.109333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:49.109414] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 52.1338%
[2025-11-27T20:09:49.109560] [INFO ] [main      ] CBSH: DISCARDED add_range_volume_efficiency_refinements (score: 52.13%)
[2025-11-27T20:09:49.109686] [INFO ] [main      ] CBSH: Testing feature 39/53: add_regime
[2025-11-27T20:09:49.109766] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_regime']
[2025-11-27T20:09:49.109845] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:49.110130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.120788] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:49.121181] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:49.122010] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:49.122080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:49.126800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.128531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.129016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:49.129479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:49.239807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:49.277183] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:49.277749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:49.278640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:49.295806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.356791] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:49.440996] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:49.446496] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:49.523889] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:49.565493] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:09:49.565767] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:49.566598] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:49.566744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.568452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:49.569011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:49.569463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:49.597696] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:09:49.597961] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:49.598834] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:49.598969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:49.603765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.605563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:49.606131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:49.606600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:49.607485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:49.609897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:49.619475] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:49.624254] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:49.677556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:49.679854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:49.681141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.699265] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:49.699536] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:49.700667] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:49.700792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:49.703297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:49.715072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:49.715812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.716343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:49.717476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:49.719170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:49.720220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:49.720968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.788758] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:49.814469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:49.815654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.817530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.818134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:49.819265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:49.820960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:49.822037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:49.822920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:49.883828] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-11-27T20:09:49.883975] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:49.884739] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:49.884928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:49.889716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:49.891511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:49.892052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:49.892557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:50.002351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:50.010996] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:50.041870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:50.042970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:50.052204] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:50.061421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:50.171463] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:50.174969] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:50.214856] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:50.289288] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 3.46% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:09:50.289565] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:50.290401] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:50.290536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:50.295313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:50.297192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:50.297796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:50.298278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:50.298650] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 4.58% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:50.298779] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:50.299194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:50.299512] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:50.299617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:50.301265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:50.301771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:50.301806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:50.302181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:50.335025] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:50.406748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:50.407590] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:50.407782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:50.408365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:50.408948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:50.409476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:50.411240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:50.411192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:50.411500] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:09:50.411766] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:50.412262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:50.412497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:50.412599] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:50.412755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:50.413060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:50.415092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:50.524180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:50.525346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:50.527298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:50.527877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:50.529006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:50.530703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:50.531860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:50.532619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:50.577233] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:50.674759] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-11-27T20:09:50.675024] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:09:50.675872] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:50.676006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:50.680968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:50.682940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:50.683504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:50.684070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:50.742417] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:50.745222] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:50.796207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:50.836285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:50.837249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:50.855767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:50.870326] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:50.907232] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:50.911403] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:50.979645] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.50% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:50.979909] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:50.980722] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:50.980854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:50.985531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:50.987297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:50.987885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:50.988350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:50.989293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:50.991650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.037837] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -4.76% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:09:51.037988] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:51.038800] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:51.038881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.040506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:51.041138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:51.041609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.044170] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:51.099118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:51.100006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:51.100550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:51.101659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:51.103380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:51.104476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:51.105240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.122607] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:09:51.122860] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:09:51.123730] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:51.123858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:51.126324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.147419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:51.149835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:51.151120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.202036] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:09:51.238005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:51.239259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.241167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:51.241758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:51.242882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:51.244563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:51.245675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:51.246409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.381468] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:51.434854] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:09:51.476975] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:09:51.478296] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-11-27T20:09:51.478586] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:09:51.479446] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:51.479596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:51.484444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.486280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:51.486840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:51.487351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.593527] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:09:51.595686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:51.597803] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:51.634503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:51.635295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:51.640868] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:51.653331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.670445] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.67% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:09:51.670751] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:09:51.671568] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:51.671735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:51.676641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.678480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:51.679046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:51.679515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:51.680451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:51.682960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.763850] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:09:51.763980] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:09:51.764764] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:51.764867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.766499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:51.767116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:51.767564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.769006] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:51.792502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:51.793411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:51.793967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:51.795222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:51.796973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:51.798058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:51.798849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.846122] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.77% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-27T20:09:51.846382] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:09:51.847188] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:51.847312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:51.849670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:51.873996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:51.876125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:51.877326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:51.953330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:51.954437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:51.956278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:51.956847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:51.957930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:51.959594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:51.960671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:51.961392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:52.004806] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:09:52.130230] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:09:52.186524] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:52.205740] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:09:52.284929] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:09:52.285207] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:09:52.286030] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:52.286162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:52.291005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:52.292924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:52.293185] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:52.293470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:52.294021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:52.294392] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:09:52.366108] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:09:52.366378] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:09:52.367213] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:52.367351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:52.370628] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:52.372353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:52.374235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:52.374804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:52.375271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:52.376216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:52.378705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:52.401805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:52.439721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:52.440710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:52.458108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:52.459635] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:52.485748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:52.486895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:52.487471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:52.488654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:52.490416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:52.491497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:52.492258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:52.492945] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:09:52.493079] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:09:52.493863] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:52.493936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:52.495676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:52.496157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:52.496544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:52.535143] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:09:52.535272] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:09:52.536050] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:52.536122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:52.538435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:52.605287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:52.607470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:52.608881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:52.642670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:52.643813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:52.645678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:52.646212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:52.647318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:52.649007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:52.650068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:52.650840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:52.791423] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:09:52.823357] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:09:52.940035] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:09:52.954883] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:52.985029] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:09:52.987116] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:53.048617] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:09:53.048893] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:09:53.049787] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:53.049920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:53.054801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.056637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:53.057177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.057703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.059658] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 5.23% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:09:53.059929] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:09:53.060741] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:53.060875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:53.065615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.067351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:53.067915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.068398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:53.069332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:53.071793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.104293] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:53.150371] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:53.161292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:53.177768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:53.178780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:53.179325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:53.180384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:53.182108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:53.183214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:53.183970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.198590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:53.199340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:53.216346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.225061] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-27T20:09:53.225309] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:09:53.226676] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:53.226799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:53.227304] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:09:53.227437] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:09:53.228279] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:53.228350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.229307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.229999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:53.230489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.230893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.333105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:53.334229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.334354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:53.336086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:53.336566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:53.336702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:53.337701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:53.338257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.339361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:53.340367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:53.341037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.517244] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:09:53.545884] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:09:53.674646] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:09:53.680222] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:09:53.684982] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:53.712062] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:09:53.757724] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -4.44% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-27T20:09:53.757989] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:09:53.758889] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:09:53.759024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:53.763943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.765841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:53.766410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.766899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:53.767844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:53.770291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.803780] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:09:53.804042] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:09:53.804863] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:53.804994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:53.809796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.811606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:53.812128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.812646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:53.843820] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:53.848444] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:53.876558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:53.877549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:53.878169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:53.879263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:09:53.881008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:09:53.882115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:09:53.882924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.918867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:53.925311] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-27T20:09:53.956487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:53.957443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:53.974609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:53.975630] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:09:53.975769] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:09:53.976530] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:53.976628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:53.978354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:53.978855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:53.979241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:54.083293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:54.085728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:54.087032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:54.094416] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.77%, Actual: 0.07%
[2025-11-27T20:09:54.213670] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:09:54.264238] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.22%, Actual: 1.33%
[2025-11-27T20:09:54.306563] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:09:54.379002] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:54.418009] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:09:54.430326] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 1.61%
[2025-11-27T20:09:54.450207] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 1.72% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-27T20:09:54.472307] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:09:54.564227] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:09:54.564379] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:09:54.565292] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:54.565424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:54.570221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:54.572078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:54.572632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:54.573133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:54.583109] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:54.595888] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 0.83%
[2025-11-27T20:09:54.614989] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.71%, Actual: 2.81%
[2025-11-27T20:09:54.676589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:54.706934] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:09:54.707225] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:09:54.708428] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:54.708619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:54.711221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:54.712020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:54.712676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:54.713784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:54.714883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:54.731888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:54.780726] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.43%, Actual: 3.56%
[2025-11-27T20:09:54.785536] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 1.03%
[2025-11-27T20:09:54.838227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:54.840624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:54.841908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:54.943470] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 1.42%, Actual: 2.95%
[2025-11-27T20:09:54.950470] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 1.01%
[2025-11-27T20:09:55.062202] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:09:55.105767] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 3.46%, Actual: 0.76%
[2025-11-27T20:09:55.116246] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.77%, Actual: 0.14%
[2025-11-27T20:09:55.168369] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:09:55.228722] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:09:55.268352] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.50%, Actual: 5.38%
[2025-11-27T20:09:55.282783] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 2.50%
[2025-11-27T20:09:55.320986] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.66% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:09:55.321257] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:09:55.322077] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:55.322210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:55.326926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:55.328754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:55.329303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:55.329826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:55.331474] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:55.432164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:55.432132] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.67%, Actual: 1.69%
[2025-11-27T20:09:55.449069] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 0.24%
[2025-11-27T20:09:55.459978] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:09:55.460359] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:09:55.461338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:55.461466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:55.463308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:55.463970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:55.464451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:55.468728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:55.469830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:55.486640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:55.573231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:55.575949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:55.577346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:55.595808] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 6.99%
[2025-11-27T20:09:55.614209] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.37%
[2025-11-27T20:09:55.614610] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 30.4317%
[2025-11-27T20:09:55.614765] [INFO ] [main      ] AAPD: DISCARDED add_return_volume_nonlinearity_proxies (score: 30.43%)
[2025-11-27T20:09:55.614870] [INFO ] [main      ] AAPD: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:09:55.614962] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_shelf_lag']
[2025-11-27T20:09:55.615055] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:09:55.629929] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:55.630681] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:09:55.631541] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:55.631709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:55.634065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:55.740239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:55.741311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:55.742768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:55.757669] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 5.23%, Actual: 1.36%
[2025-11-27T20:09:55.817755] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:09:55.921662] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:09:55.923604] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -4.44%, Actual: 2.23%
[2025-11-27T20:09:55.987501] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:09:56.078896] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:09:56.084302] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.54% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:09:56.085146] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:09:56.086043] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:56.086175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:56.088762] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 2.59%
[2025-11-27T20:09:56.088958] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 50.9198%
[2025-11-27T20:09:56.089045] [INFO ] [main      ] AFCG: DISCARDED add_return_volume_nonlinearity_proxies (score: 50.92%)
[2025-11-27T20:09:56.089091] [INFO ] [main      ] AFCG: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:09:56.089126] [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_overnight_gap_mag', 'add_shelf_lag']
[2025-11-27T20:09:56.089166] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:09:56.091029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:56.091518] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:56.092925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:56.093406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:56.093859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:56.102046] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:56.102486] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:09:56.103895] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:56.103980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:56.108674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:56.110414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:56.110906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:56.111288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:56.112118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:56.114399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:56.197521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:56.222894] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:09:56.223512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:56.224322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:56.225779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:56.235899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:56.237062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:09:56.248192] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:56.254317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:56.388376] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.76% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-11-27T20:09:56.388649] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:09:56.389455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:56.389529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:56.389435] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.15%, Actual: 1.38%
[2025-11-27T20:09:56.391827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:56.497711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:56.498801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:56.500141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:56.553105] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:09:56.553711] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 4.58%, Actual: 2.28%
[2025-11-27T20:09:56.584003] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:09:56.718092] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:56.718566] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -4.76%, Actual: 1.44%
[2025-11-27T20:09:56.747018] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:09:56.834794] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:09:56.840265] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:09:56.857521] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: 3.00% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:09:56.857667] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:09:56.858510] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:56.858668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:56.863461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:56.865402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:56.866005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:56.866468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:56.867416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:56.869910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:56.882976] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.61%
[2025-11-27T20:09:56.976281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:56.977393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:56.978698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:57.001177] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:57.007858] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.34%, Actual: 0.28%
[2025-11-27T20:09:57.048094] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 0.72%
[2025-11-27T20:09:57.141549] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -2.91% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-11-27T20:09:57.141840] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:09:57.142690] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:57.142815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:57.145182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:57.172454] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 2.04%, Actual: 0.97%
[2025-11-27T20:09:57.215438] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 1.12%
[2025-11-27T20:09:57.252153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:57.253338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:57.254627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:57.307826] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:09:57.338769] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 0.27%
[2025-11-27T20:09:57.382374] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.22%, Actual: 4.80%
[2025-11-27T20:09:57.471676] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:57.502509] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 1.51%
[2025-11-27T20:09:57.546430] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.06%
[2025-11-27T20:09:57.589976] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:09:57.611102] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.58% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:09:57.611384] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:09:57.612255] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:57.612388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:57.617126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:57.618918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:57.619459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:57.619870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:57.620786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:57.623159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:57.665136] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 1.10%
[2025-11-27T20:09:57.709310] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 1.68%, Actual: 1.68%
[2025-11-27T20:09:57.727140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:57.728075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:57.729289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:57.756185] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:57.827189] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 1.34%
[2025-11-27T20:09:57.871625] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.10%
[2025-11-27T20:09:57.871906] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 47.9643%
[2025-11-27T20:09:57.872007] [INFO ] [main      ] ABUS: DISCARDED add_shelf_lag (score: 47.96%)
[2025-11-27T20:09:57.872116] [INFO ] [main      ] ABUS: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:09:57.872209] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_signed_carry_history_11']
[2025-11-27T20:09:57.872303] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:09:57.884813] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:57.885344] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:09:57.886258] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:57.886382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:57.888090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:57.888697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:57.889144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:57.895864] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: 2.09% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:57.896127] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:09:57.896966] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:57.897103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:57.899480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:57.992808] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 2.27%
[2025-11-27T20:09:58.001405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:58.004062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:09:58.004342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:58.005478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:58.005724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.006792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.054484] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:09:58.156645] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.66%, Actual: 0.75%
[2025-11-27T20:09:58.217224] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:58.324192] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.54%, Actual: 1.67%
[2025-11-27T20:09:58.337614] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:09:58.356998] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:09:58.357127] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:09:58.357881] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:58.357951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:58.362665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:58.364522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:58.365079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:58.365532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:58.366433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:58.368798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:58.370344] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:09:58.472708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:58.473682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:58.474895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.489290] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.48%
[2025-11-27T20:09:58.489547] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 44.6104%
[2025-11-27T20:09:58.489709] [INFO ] [main      ] CBSH: DISCARDED add_regime (score: 44.61%)
[2025-11-27T20:09:58.489817] [INFO ] [main      ] CBSH: Testing feature 40/53: add_regime_flags
[2025-11-27T20:09:58.489914] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_regime_flags']
[2025-11-27T20:09:58.490020] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:09:58.501009] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:09:58.501711] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:09:58.502658] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:58.502787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:58.503662] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:58.507502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:58.509343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:58.509887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:58.510392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:58.536306] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:58.601652] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-11-27T20:09:58.601933] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:09:58.602762] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:58.602907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:58.604587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:58.605137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:58.605627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:58.620021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:58.650130] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:09:58.650388] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:09:58.651195] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:58.651316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:58.653675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:58.659204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:58.660088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:58.661191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.713399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:58.715717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:09:58.717187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.759782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:58.760935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:58.762119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:58.807734] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:09:58.974195] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:09:58.998485] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:09:59.052272] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:09:59.098752] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:09:59.115042] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.92% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:09:59.115312] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:09:59.116134] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:59.116270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:59.121079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:59.122850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:59.123405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:59.123911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:59.124816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:59.127180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.165733] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:09:59.219653] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:59.235154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:59.236236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:59.237446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:59.254887] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-11-27T20:09:59.255098] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:09:59.255930] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:09:59.256060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:59.260829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:59.262630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:09:59.263164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:59.263682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.269738] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:59.282989] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.50% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-11-27T20:09:59.283281] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:09:59.284180] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:59.284315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:59.286234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:59.286860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:59.287365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.371482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:09:59.393915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:09:59.396287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:09:59.397778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:59.409594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:09:59.409515] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:59.409805] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:09:59.410448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:09:59.410556] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:09:59.410691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:59.411523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:59.412962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.516703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:09:59.517727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:59.518934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:09:59.565297] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:09:59.727425] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:09:59.728957] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:09:59.737949] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:09:59.864895] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:09:59.865787] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:09:59.866041] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:09:59.866857] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:09:59.866988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:09:59.871734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:59.873501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:59.874055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:59.874508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:09:59.875420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:09:59.877801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.891189] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:09:59.902933] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:09:59.953461] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -7.86% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:09:59.953626] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:09:59.954410] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:09:59.954495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:09:59.956127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:09:59.956642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:09:59.957165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:09:59.981337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:09:59.982239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:09:59.983450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.003481] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:10:00.003786] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:00.004633] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:00.004762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:00.010025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:00.011844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:00.012557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:00.013209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:00.035921] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:00.073524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:00.076478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:00.078259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.132869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:00.173801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:00.174894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:00.176253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.180976] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:10:00.181141] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:00.181917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:00.182109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:00.184788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:00.289932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:00.291105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:00.292334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.319762] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:00.411146] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:00.485704] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:00.543474] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:00.576178] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:00.626141] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:00.634230] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:10:00.634376] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:00.635184] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:00.635257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:00.641954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:00.644035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:00.644630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:00.645104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:00.646061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:00.649085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:00.654128] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:00.654250] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:00.655022] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:00.655106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:00.656754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:00.657242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:00.657647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:00.757220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:00.758394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:00.759795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.761894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:00.764021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:00.765453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:00.799216] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:00.832470] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:00.935188] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 1.03% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:10:00.935463] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:00.936338] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:00.936484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:00.944317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:00.946273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:00.949093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:00.949621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:01.097626] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:10:01.097835] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:01.099727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:01.099855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:01.106327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:01.129743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:01.144361] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:01.158142] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:01.168184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:01.169497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:01.170830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:01.284884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:01.286091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:01.287403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:01.312000] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:01.449541] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 3.15% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:01.449697] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:01.450439] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:01.450503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:01.455150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:01.456859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:01.457325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:01.457716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:01.458569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:01.460862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:01.489564] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:01.554825] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 1.18% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:01.554959] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:01.555938] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:01.556198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:01.557850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:01.558377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:01.558791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:01.596291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:01.597326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:01.598838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:01.655565] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:01.666732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:01.669099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:01.670552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:01.700593] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:01.835089] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:01.976309] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:01.983238] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:01.983628] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:01.983823] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:01.984894] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:01.985217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:01.987990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.039375] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:02.084126] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:10:02.084290] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:02.085177] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:02.085256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:02.090485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:02.092494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:02.093056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:02.093542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.101856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:02.102907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:02.104162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:02.145703] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:02.211491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:02.218436] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:02.252512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:02.253706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:02.254870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:02.281672] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:02.281813] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:02.282782] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:02.283171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:02.284939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:02.285497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:02.285962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.286794] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -4.93% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:02.286950] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:02.287869] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:02.287951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:02.292608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:02.294337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:02.294847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:02.295346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:02.296257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:02.298630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.394792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:02.397167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:02.398747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:02.402682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:02.403594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:02.404809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:02.457717] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:02.617766] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:02.629924] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:02.731642] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:02.740774] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:02.769089] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:02.769228] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:02.770051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:02.770121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:02.772501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.804494] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:02.882068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:02.883134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:02.884507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:02.896421] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:02.899043] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 1.31% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:10:02.899324] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:02.900155] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:02.900286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:02.904996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:02.907020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:02.907600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:02.908318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:02.917937] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:02.980840] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.72% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:10:02.981110] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:02.981948] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:02.982072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:02.983815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:02.984405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:02.984880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:03.032521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:03.032481] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:03.032765] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:03.033565] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:03.033702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:03.038459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:03.040220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:03.040769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:03.041213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:03.042130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:03.044492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:03.075863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:03.076828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:03.077969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:03.092767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:03.095024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:03.096449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:03.145264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:03.146087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:03.147233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:03.217155] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:03.383497] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:03.407327] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:03.431407] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:03.477301] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:03.523687] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-27T20:10:03.572446] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:03.596336] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:03.643386] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:03.660152] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:10:03.660286] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:03.661065] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:03.661135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:03.662984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:03.663460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:03.663526] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:03.663669] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:03.663874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:03.664549] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:03.664696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:03.669446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:03.671233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:03.671806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:03.672309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:03.691714] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.76%, Actual: 0.07%
[2025-11-27T20:10:03.766091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:03.768258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:03.769752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:03.778453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:03.780505] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.51% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:10:03.824056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:03.825425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:03.827347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:03.855659] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -2.91%, Actual: 1.33%
[2025-11-27T20:10:03.945789] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: 3.00%, Actual: 2.81%
[2025-11-27T20:10:04.038167] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: 2.09%, Actual: 1.61%
[2025-11-27T20:10:04.105489] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:04.114468] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.58%, Actual: 3.56%
[2025-11-27T20:10:04.169154] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:04.201232] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 0.83%
[2025-11-27T20:10:04.276837] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:04.289927] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.70%, Actual: 2.95%
[2025-11-27T20:10:04.347924] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:10:04.348246] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:04.349130] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:04.349264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:04.351029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:04.351662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:04.352139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:04.383978] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 1.03%
[2025-11-27T20:10:04.408259] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:04.487375] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.92%, Actual: 0.76%
[2025-11-27T20:10:04.491966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:04.495211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:04.497418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:04.518890] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 2.73% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:10:04.519229] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:04.520486] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:04.520728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:04.526264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:04.528504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:04.529182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:04.529872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:04.590705] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.01%
[2025-11-27T20:10:04.650318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:04.702701] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 5.38%
[2025-11-27T20:10:04.708862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:04.710001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:04.711170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:04.833421] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.14%
[2025-11-27T20:10:04.938450] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.69%
[2025-11-27T20:10:04.945057] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:05.051149] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 2.50%
[2025-11-27T20:10:05.118005] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:05.149032] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 3.15%, Actual: 6.99%
[2025-11-27T20:10:05.154628] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:05.225830] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-27T20:10:05.292711] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 0.24%
[2025-11-27T20:10:05.322198] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:05.399121] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -4.93%, Actual: 1.36%
[2025-11-27T20:10:05.412006] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: 0.69%, Actual: 1.38%
[2025-11-27T20:10:05.425858] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.65% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:10:05.426179] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:05.427355] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:05.427516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:05.433774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:05.436272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:05.437020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:05.437564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:05.485873] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.37%
[2025-11-27T20:10:05.486253] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 42.7659%
[2025-11-27T20:10:05.486427] [INFO ] [main      ] AAPD: DISCARDED add_shelf_lag (score: 42.77%)
[2025-11-27T20:10:05.486541] [INFO ] [main      ] AAPD: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:10:05.486658] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_signed_carry_history_11']
[2025-11-27T20:10:05.486761] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:05.538229] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:05.538941] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:05.540374] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:05.540546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:05.544374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:05.562766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:05.585832] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 2.23%
[2025-11-27T20:10:05.598087] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.50%, Actual: 2.28%
[2025-11-27T20:10:05.606494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:05.607691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:05.608951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:05.673226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:05.674354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:05.675918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:05.756549] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.51%, Actual: 2.59%
[2025-11-27T20:10:05.756774] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.1086%
[2025-11-27T20:10:05.756864] [INFO ] [main      ] AFCG: DISCARDED add_shelf_lag (score: 39.11%)
[2025-11-27T20:10:05.756911] [INFO ] [main      ] AFCG: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:10:05.756950] [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_overnight_gap_mag', 'add_signed_carry_history_11']
[2025-11-27T20:10:05.756991] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:05.770109] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:05.770710] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:05.771598] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:05.771678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:05.776523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:05.777175] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -7.86%, Actual: 1.44%
[2025-11-27T20:10:05.778491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:05.779003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:05.779419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:05.780322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:05.782733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:05.889790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:05.890706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:05.892246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:05.939132] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 0.61%
[2025-11-27T20:10:05.968423] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:06.013128] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:06.104250] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.18%, Actual: 0.72%
[2025-11-27T20:10:06.134945] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:06.178926] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:06.222993] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:06.224259] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.02% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:10:06.224519] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:06.225426] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:06.225566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:06.230451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:06.232279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:06.232886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:06.233406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:06.253432] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-11-27T20:10:06.253710] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:06.254544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:06.254692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:06.257246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:06.268245] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 1.12%
[2025-11-27T20:10:06.341095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:06.379208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:06.380146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:06.381264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:06.382617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:06.383882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:06.385404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:06.386682] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:06.433554] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.72%, Actual: 4.80%
[2025-11-27T20:10:06.456019] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.83% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:10:06.456281] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:06.457094] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:06.457219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:06.461913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:06.463691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:06.464218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:06.464684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:06.465588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:06.467922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:06.591569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:06.592530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:06.593977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:06.597970] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.06%
[2025-11-27T20:10:06.711837] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:06.758894] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:06.766011] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.68%
[2025-11-27T20:10:06.879787] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:06.921444] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:06.931845] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.10%
[2025-11-27T20:10:06.932208] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 40.0798%
[2025-11-27T20:10:06.932365] [INFO ] [main      ] ABUS: DISCARDED add_signed_carry_history_11 (score: 40.08%)
[2025-11-27T20:10:06.932482] [INFO ] [main      ] ABUS: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:10:06.932587] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_sma_ratio']
[2025-11-27T20:10:06.932684] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:06.938068] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:06.945498] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:06.946178] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:06.947133] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:06.947219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:06.948956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:06.949605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:06.950088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:06.983439] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:06.991678] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-11-27T20:10:06.991815] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:06.992561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:06.992640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:06.994921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:07.056890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:07.059310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:07.060151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:07.099036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:07.099948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:07.101360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:07.107496] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:07.163212] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.11%, Actual: 0.28%
[2025-11-27T20:10:07.179191] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:10:07.179456] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:07.180324] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:07.180450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:07.185223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:07.187084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:07.187637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:07.188083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:07.189112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:07.191659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:07.301403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:07.302527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:07.304019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:07.336110] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.40%, Actual: 0.97%
[2025-11-27T20:10:07.386031] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:07.427971] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:07.502011] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 1.03%, Actual: 0.27%
[2025-11-27T20:10:07.546788] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:07.590364] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:07.606026] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-11-27T20:10:07.606293] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:07.607099] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:07.607220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:07.608902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:07.609441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:07.609902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:07.633405] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:07.660381] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.41% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:10:07.660672] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:07.661464] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:07.661608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:07.663918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:07.671288] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 1.51%
[2025-11-27T20:10:07.722636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:07.725037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:07.725930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:07.766980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:07.768107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:07.769521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:07.799997] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:07.855416] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 1.10%
[2025-11-27T20:10:07.871522] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -1.83% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:10:07.871806] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:07.872625] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:07.872747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:07.877818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:07.879686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:07.880241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:07.880708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:07.881672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:07.884089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:07.989363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:07.990489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:07.991921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:08.027657] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 1.34%
[2025-11-27T20:10:08.089246] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:08.099462] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:08.189790] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 2.73%, Actual: 2.27%
[2025-11-27T20:10:08.251401] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:08.262789] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:08.311246] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.84% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:10:08.311502] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:08.312317] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:08.312441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:08.314139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:08.314714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:08.315176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:08.323311] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:08.332177] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:10:08.332437] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:08.333248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:08.333378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:08.335831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:08.353138] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.65%, Actual: 0.75%
[2025-11-27T20:10:08.419272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:08.421463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:08.422370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:08.439147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:08.440258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:08.441694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:08.488268] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:08.520312] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 1.67%
[2025-11-27T20:10:08.559865] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.87% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:10:08.560139] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:08.560967] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:08.561092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:08.565825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:08.567635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:08.568187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:08.568650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:08.569593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:08.571963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:08.677152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:08.678206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:08.679655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:08.687019] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.48%
[2025-11-27T20:10:08.687372] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 44.4425%
[2025-11-27T20:10:08.687532] [INFO ] [main      ] CBSH: DISCARDED add_regime_flags (score: 44.44%)
[2025-11-27T20:10:08.687676] [INFO ] [main      ] CBSH: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:08.687778] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-27T20:10:08.687883] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:08.699081] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:08.699762] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:08.700710] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:08.700842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:08.705629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:08.707408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:08.707963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:08.708491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:08.750549] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:08.768923] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:08.819722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:08.859889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:08.860885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:08.861953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:08.863731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:08.864896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:08.865674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:08.915622] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:08.933518] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:08.975677] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.07% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:08.975931] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:08.976738] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:08.976860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:08.978545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:08.979123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:08.979569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.003901] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:09.004175] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:09.005025] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:09.005155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:09.007501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.011846] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:09.083874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:09.086123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:09.087040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.111224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:09.112453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:09.113919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.185338] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:09.197547] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:09.256280] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.99% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:09.256557] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:09.257452] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:09.257603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:09.262693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:09.264788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:09.265397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:09.265875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:09.266838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:09.269496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.361741] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:09.376538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:09.377679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:09.379180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.442039] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:09.450878] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:09.454233] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-11-27T20:10:09.454504] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:09.455334] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:09.455466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:09.460699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:09.462506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:09.463088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:09.463615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.570888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:09.607848] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:09.609134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:09.610091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:09.611295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:09.613076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:09.614151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:09.614909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.646353] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:09.678549] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:09.678835] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:09.679685] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:09.679816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:09.682219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.708936] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:10:09.709226] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:09.710079] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:09.710215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:09.712274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:09.712980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:09.713645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:09.719394] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:09.797502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:09.798746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:09.800219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.823179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:09.825555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:09.826439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:09.888038] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:09.945667] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:09.957787] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:09.958049] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:09.958908] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:09.959033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:09.963784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:09.965658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:09.966195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:09.966658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:09.967562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:09.970239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.080117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:10.081252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:10.082710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:10.111039] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:10.156000] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:10.157533] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:10.205934] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:10:10.206192] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:10.207033] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:10.207166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:10.212024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:10.213839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:10.214386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:10.214905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.319071] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:10.319490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:10.322734] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:10.356912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:10.357835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:10.359030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:10.360793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:10.361876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:10.362628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:10.375677] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:10:10.375914] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:10.376713] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:10.376835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:10.378551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:10.379125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:10.379570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.393765] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.70% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:10:10.394021] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:10.394872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:10.395003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:10.397340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.413374] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:10.485002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:10.487064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:10.487917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:10.509745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:10.510899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:10.512394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:10.580375] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:10.651228] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.73% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:10:10.651476] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:10.652324] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:10.652406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:10.657299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:10.659214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:10.659786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:10.660252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:10.661262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:10.663752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.691930] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:10.772959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:10.773915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:10.775459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:10.818742] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:10.850296] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:10.866321] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:10.963459] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:10:10.963591] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:10.964891] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:10.965023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:10.969916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:10.971732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:10.972271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:10.972793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:10.984184] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:11.016819] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:11.042940] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:11.043071] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:11.043826] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:11.043896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:11.045484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:11.046094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:11.046539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.083850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:11.090491] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:10:11.090623] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:11.091387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:11.091461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:11.093773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.113062] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:11.124688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:11.125670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:11.126778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:11.128664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:11.129795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:11.130529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.150551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:11.152542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:11.153368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.202043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:11.203093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:11.204697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.281326] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:11.350702] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:10:11.350973] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:11.351791] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:11.351915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:11.356746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:11.358626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:11.359174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:11.359636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:11.360535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:11.362917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.466322] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:11.469061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:11.470124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:11.471608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.481362] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:11.538631] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:11.634123] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:11.644382] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:11.700520] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:11.700800] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:11.701600] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:11.701720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:11.703374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:11.703935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:11.703841] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:11.704333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.733221] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:10:11.733485] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:11.734304] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:11.734437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:11.739136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:11.740903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:11.741445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:11.741963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.772728] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.28% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:10:11.772990] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:11.774000] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:11.774128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:11.776656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:11.805562] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:11.808808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:11.811201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:11.812035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.847174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:11.883912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:11.884101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:11.885093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:11.885165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:11.886281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:11.886486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.887998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:11.889143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:11.889883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:11.972519] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:12.042123] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 2.50% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:10:12.042265] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:12.043100] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:12.043229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:12.048960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:12.051654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:12.052291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:12.052776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:12.053779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:12.056231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:12.138929] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:12.164637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:12.165655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:12.167196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:12.216707] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:12.234274] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:12.302101] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:12.359130] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:12.359360] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:12.360165] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:12.360304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:12.362012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:12.362555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:12.363015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:12.387929] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:12.400041] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:12.467431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:12.469927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:12.470771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:12.471952] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.81% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-27T20:10:12.490703] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -2.93% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:10:12.490950] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:12.491876] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:12.492019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:12.497700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:12.499655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:12.500221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:12.500858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:12.514591] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:12.620503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:12.649821] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.20%, Actual: 0.07%
[2025-11-27T20:10:12.660255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:12.661286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:12.662434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:12.664295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:12.665416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:12.666206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:12.680794] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:12.748815] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.01% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:10:12.802321] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:12.819848] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.61%, Actual: 1.33%
[2025-11-27T20:10:12.915134] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.83%, Actual: 2.81%
[2025-11-27T20:10:12.972656] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:12.987101] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.41%, Actual: 1.61%
[2025-11-27T20:10:13.002743] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:13.028445] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-27T20:10:13.028722] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:13.029504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:13.029639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:13.031291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:13.031848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:13.032300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:13.083418] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.11%, Actual: 3.56%
[2025-11-27T20:10:13.133916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:13.136190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:13.137009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:13.151468] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 0.83%
[2025-11-27T20:10:13.168000] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:13.248430] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -1.83%, Actual: 2.95%
[2025-11-27T20:10:13.284224] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.44% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:10:13.284531] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:13.285375] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:13.285513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:13.290270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:13.292148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:13.292746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:13.293256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:13.316523] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 1.03%
[2025-11-27T20:10:13.405499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:13.416936] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.87%, Actual: 0.76%
[2025-11-27T20:10:13.443360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:13.444202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:13.445322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:13.447044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:13.448167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:13.448961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:13.470939] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:13.480956] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 1.01%
[2025-11-27T20:10:13.580428] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 5.38%
[2025-11-27T20:10:13.639958] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:13.645169] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 0.14%
[2025-11-27T20:10:13.707528] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-27T20:10:13.747939] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.69%
[2025-11-27T20:10:13.779427] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:13.811349] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 2.50%
[2025-11-27T20:10:13.882296] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.81%, Actual: 1.38%
[2025-11-27T20:10:13.917753] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 6.99%
[2025-11-27T20:10:13.949436] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:13.978524] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 0.24%
[2025-11-27T20:10:14.047111] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:10:14.047390] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:14.048261] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:14.048403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:14.049716] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.84%, Actual: 2.28%
[2025-11-27T20:10:14.053383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:14.055277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:14.055859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:14.056395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:14.088780] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 1.36%
[2025-11-27T20:10:14.145661] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.81%, Actual: 0.37%
[2025-11-27T20:10:14.146046] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 36.5013%
[2025-11-27T20:10:14.146204] [INFO ] [main      ] AAPD: DISCARDED add_signed_carry_history_11 (score: 36.50%)
[2025-11-27T20:10:14.146309] [INFO ] [main      ] AAPD: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:10:14.146405] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_sma_ratio']
[2025-11-27T20:10:14.146504] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:14.160331] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:14.161065] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:14.162140] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:14.162286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:14.164906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:14.169517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:14.209284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:14.210232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:14.211419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:14.213190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:14.214420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:14.215184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:14.218702] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.07%, Actual: 1.44%
[2025-11-27T20:10:14.275232] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 2.50%, Actual: 2.23%
[2025-11-27T20:10:14.278195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:14.279408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:14.280270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:14.389758] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.28%, Actual: 0.61%
[2025-11-27T20:10:14.445991] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.01%, Actual: 2.59%
[2025-11-27T20:10:14.446515] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 42.6242%
[2025-11-27T20:10:14.446684] [INFO ] [main      ] AFCG: DISCARDED add_signed_carry_history_11 (score: 42.62%)
[2025-11-27T20:10:14.446785] [INFO ] [main      ] AFCG: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:10:14.446875] [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_overnight_gap_mag', 'add_sma_ratio']
[2025-11-27T20:10:14.446973] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:14.460555] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:14.461263] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:14.462164] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:14.462287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:14.467149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:14.469126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:14.469868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:14.470512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:14.471418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:14.473782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:14.559924] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 0.72%
[2025-11-27T20:10:14.572912] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:14.585176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:14.586208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:14.586985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:14.618385] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:14.727225] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.45%, Actual: 1.12%
[2025-11-27T20:10:14.739590] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:14.786054] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:14.833159] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -5.32% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:14.833423] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:14.834266] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:14.834400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:14.839210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:14.841099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:14.841686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:14.842129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:14.856153] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:10:14.856420] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:14.857239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:14.857365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:14.859762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:14.893613] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 4.80%
[2025-11-27T20:10:14.918370] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:14.944909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:14.965679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:14.966746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:14.967685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:14.981748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:14.982484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:14.983566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:14.985220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:14.986285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:14.987028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:15.059694] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.06%
[2025-11-27T20:10:15.084134] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:15.151481] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.93% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:10:15.151746] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:15.152559] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:15.152699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:15.157514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:15.159358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:15.159901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:15.160350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:15.161265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:15.163681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:15.223026] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.70%, Actual: 1.68%
[2025-11-27T20:10:15.269884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:15.270814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:15.271601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:15.312773] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:15.317414] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:15.387828] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.10%
[2025-11-27T20:10:15.388133] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 42.1181%
[2025-11-27T20:10:15.388303] [INFO ] [main      ] ABUS: DISCARDED add_sma_ratio (score: 42.12%)
[2025-11-27T20:10:15.388402] [INFO ] [main      ] ABUS: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:10:15.388698] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_vol_of_vol']
[2025-11-27T20:10:15.388791] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:15.400618] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:15.401108] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:15.402028] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:15.402153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:15.404316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:15.404890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:15.405340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:15.485568] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:15.489434] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:15.512695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:15.514782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:15.515937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:15.556625] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.59% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:10:15.556762] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:15.557498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:15.557561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:15.559958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:15.582769] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:10:15.583049] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:15.583929] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:15.584067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:15.588896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:15.590992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:15.591551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:15.592126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:15.605997] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:15.677568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:15.678849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:15.679730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:15.699419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:15.738621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:15.739802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:10:15.741025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:15.742769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:10:15.743847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:10:15.744566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:15.770242] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:15.839070] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:10:15.839322] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:15.840121] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:15.840248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:15.844954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:15.846696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:15.847213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:15.847676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:15.848600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:15.849552] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:15.850949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:15.956208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:15.956976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:15.957735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:16.014200] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:16.056611] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:16.080208] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:16.084877] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:10:16.085139] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:16.085979] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:16.086101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:16.087824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:16.088414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:16.088875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:16.197970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:16.200793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:16.202171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:16.234094] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:16.247472] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:16.289374] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:16.302940] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:10:16.303075] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:16.303897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:16.303964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:16.306228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:16.340772] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.88% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:16.415441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:16.416662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:16.417489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:16.459798] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:16.508705] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.28%
[2025-11-27T20:10:16.527933] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 5.40% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:16.528202] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:16.529024] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:16.529159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:16.533963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:16.535820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:16.536379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:16.536841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:16.537438] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:16.537784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:16.540406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:16.643397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:16.644417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:16.645214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:16.673603] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.98%, Actual: 0.97%
[2025-11-27T20:10:16.702519] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:16.746060] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:16.763979] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.26% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-11-27T20:10:16.764253] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:16.765087] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:16.765212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:16.766933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:16.767499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:16.767910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:16.854958] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.27%
[2025-11-27T20:10:16.873458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:16.875954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:16.877153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:16.909103] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:16.971808] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:16.976966] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:10:16.977231] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:16.978058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:16.978209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:16.980631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:17.037348] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 1.51%
[2025-11-27T20:10:17.084523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:17.085769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:17.086598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:17.136689] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:17.204024] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 4.30% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:17.204160] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:17.204971] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:17.205040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:17.209699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:17.211445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:17.211936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:17.212328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:17.213178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:17.215521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:17.220859] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -2.93%, Actual: 1.10%
[2025-11-27T20:10:17.226588] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:17.322232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:17.323333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:17.324302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:17.395088] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:17.400200] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.34%
[2025-11-27T20:10:17.416199] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:17.457310] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.09% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:10:17.457561] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:17.458445] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:17.458584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:17.460297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:17.460887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:17.461340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:17.565233] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 2.27%
[2025-11-27T20:10:17.568557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:17.570968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:17.572146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:17.594264] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:17.666056] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:10:17.666316] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:17.667141] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:17.667268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:17.669637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:17.685047] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:17.731076] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -5.32%, Actual: 0.75%
[2025-11-27T20:10:17.774059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:17.775170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:17.775944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:17.856938] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:17.896831] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 1.67%
[2025-11-27T20:10:17.900620] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:17.923105] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.15% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-11-27T20:10:17.923363] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:17.924183] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:17.924307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:17.929079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:17.930921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:17.931472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:17.931934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:17.932859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:17.935232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.039962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:18.041023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:18.041831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.059480] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.88%, Actual: 0.48%
[2025-11-27T20:10:18.059840] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 53.9127%
[2025-11-27T20:10:18.059987] [INFO ] [main      ] CBSH: DISCARDED add_return_volume_nonlinearity_proxies (score: 53.91%)
[2025-11-27T20:10:18.060094] [INFO ] [main      ] CBSH: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:10:18.060195] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_shelf_lag']
[2025-11-27T20:10:18.060298] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:18.068069] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:18.114409] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:18.129781] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:10:18.129901] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:18.130684] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:18.130759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:18.132411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:18.132927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:18.133353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.242647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:18.244061] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:18.244777] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:18.244940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:18.245708] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:18.245835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:18.246095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.250758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:18.252593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:18.253072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:18.253591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.281037] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:18.350867] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:18.351003] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:18.351815] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:18.351885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:18.354210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.358526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:18.372009] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:18.395623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:18.396376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:18.397670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.462732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:18.463761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:18.464749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.537554] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:18.584025] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:18.604396] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:18.604670] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:18.605467] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:18.605621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:18.610408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:18.612198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:18.612744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:18.613188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:18.614104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:18.616526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.720905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:18.721980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:18.722737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.723429] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:18.754775] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:18.807762] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:18.817510] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-27T20:10:18.817760] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:18.818629] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:18.818755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:18.820533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:18.821118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:18.821588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:18.888149] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:18.931418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:18.933848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:18.935049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:18.977259] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:19.046066] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.69% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:19.046339] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:19.047179] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:19.047334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:19.049874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.067010] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:19.072094] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-11-27T20:10:19.072233] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:19.073016] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:19.073087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:19.077692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:19.079417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:19.079904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:19.080342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.160368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:19.161430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:19.162388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:19.185627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:19.222601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:19.223436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:19.224699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:19.236468] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:19.275116] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:19.303151] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:19.303411] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:19.304251] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:19.304380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:19.309197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:19.310993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:19.311517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:19.311975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:19.312886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:19.315258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.420784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:19.421840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:19.422669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:19.440501] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:19.501652] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:10:19.501806] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:19.502739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:19.502865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:19.504651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:19.505215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:19.505696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.513331] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:19.551457] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:19.614100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:19.616398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:19.617603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:19.684917] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:19.716701] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:19.753430] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:19.754727] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:19.755004] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:19.755857] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:19.755988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:19.758446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.865250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:19.866406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:19.867289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:19.898275] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-11-27T20:10:19.898418] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:19.899203] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:19.899276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:19.904038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:19.905795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:19.906264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:19.906716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:19.917675] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:19.951286] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:19.983335] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -3.72% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:19.983471] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:19.984223] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:19.984302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:19.988990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:19.990694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:19.991295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:19.991758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:19.992677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:19.995059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.010955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:20.048427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:20.049073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:20.050172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.098850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:20.099961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:20.100810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.114626] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:20.174011] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.96% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:10:20.174258] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:20.175060] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:20.175181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:20.176864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:20.177403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:20.177862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.200102] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:20.280791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:20.282904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:20.284084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.366450] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:20.377235] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:20.434896] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:20.434975] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:20.435261] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:20.436076] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:20.436205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:20.438628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.541336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:20.542244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:20.542915] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:20.543071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.614314] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:20.619651] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:20.686405] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:20.686684] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:20.687513] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:20.687656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:20.692590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:20.694481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:20.695034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:20.695488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:20.696425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:20.698919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.723448] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-11-27T20:10:20.723721] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:20.724530] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:20.724673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:20.729451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:20.731247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:20.731810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:20.732314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.777916] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:20.808452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:20.809492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:20.810331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.837429] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:10:20.837693] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:20.838160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:20.838508] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:20.838661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:20.840375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:20.840936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:20.841416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:20.875720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:20.876451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:20.877168] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:20.877646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:20.943499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:20.945522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:20.946683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:21.044016] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:21.110508] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.94% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:10:21.150874] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:21.210748] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:21.275120] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.07%
[2025-11-27T20:10:21.319935] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:21.335087] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:21.374480] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:21.387160] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 8.31% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:10:21.439537] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.59%, Actual: 1.33%
[2025-11-27T20:10:21.499225] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:21.554894] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-11-27T20:10:21.555024] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:21.555797] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:21.555867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:21.559512] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:10:21.559667] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:21.560421] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.93%, Actual: 2.81%
[2025-11-27T20:10:21.560611] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:21.560708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:21.560721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:21.562468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:21.563005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:21.562955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:21.563599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:21.563750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:21.564283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:21.604786] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.79%, Actual: 1.61%
[2025-11-27T20:10:21.669767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:21.680800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:21.683130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:21.684409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:21.707568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:21.708276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:21.709408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:21.735109] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.66%, Actual: 3.56%
[2025-11-27T20:10:21.770659] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.83%
[2025-11-27T20:10:21.901372] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 5.40%, Actual: 2.95%
[2025-11-27T20:10:21.934565] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 1.03%
[2025-11-27T20:10:22.017019] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:22.039758] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:22.070836] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 4.30%, Actual: 0.76%
[2025-11-27T20:10:22.100612] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 1.01%
[2025-11-27T20:10:22.185045] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:22.204625] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:22.240962] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.15%, Actual: 5.38%
[2025-11-27T20:10:22.243828] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-27T20:10:22.263957] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 0.14%
[2025-11-27T20:10:22.385738] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:10:22.385867] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:22.386631] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:22.386713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:22.391381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:22.393133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:22.393676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:22.394130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:22.410554] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 1.69%
[2025-11-27T20:10:22.412242] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.08%, Actual: 1.38%
[2025-11-27T20:10:22.427603] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 2.50%
[2025-11-27T20:10:22.505537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:22.543981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:22.544878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:22.546112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:22.581118] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 6.99%
[2025-11-27T20:10:22.593226] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 0.24%
[2025-11-27T20:10:22.595943] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.26%, Actual: 2.28%
[2025-11-27T20:10:22.750219] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -3.72%, Actual: 1.36%
[2025-11-27T20:10:22.759091] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.94%, Actual: 0.37%
[2025-11-27T20:10:22.759428] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 44.8116%
[2025-11-27T20:10:22.759601] [INFO ] [main      ] AAPD: DISCARDED add_sma_ratio (score: 44.81%)
[2025-11-27T20:10:22.759708] [INFO ] [main      ] AAPD: Testing feature 45/53: add_true_range
[2025-11-27T20:10:22.759806] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_true_range']
[2025-11-27T20:10:22.759905] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:22.772960] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:22.773496] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:22.774400] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:22.774529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:22.776895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:22.778916] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.09%, Actual: 1.44%
[2025-11-27T20:10:22.882073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:22.882231] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:22.882983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:22.884729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:22.917885] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 2.23%
[2025-11-27T20:10:22.962377] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.92%, Actual: 0.61%
[2025-11-27T20:10:23.046475] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:23.090016] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 8.31%, Actual: 2.59%
[2025-11-27T20:10:23.090329] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.6842%
[2025-11-27T20:10:23.090476] [INFO ] [main      ] AFCG: DISCARDED add_sma_ratio (score: 39.68%)
[2025-11-27T20:10:23.090594] [INFO ] [main      ] AFCG: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:10:23.090691] [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_overnight_gap_mag', 'add_vol_of_vol']
[2025-11-27T20:10:23.090793] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:23.106322] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:23.107092] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:23.108188] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:23.108320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:23.113840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:23.115801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:23.116359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:23.116849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:23.117797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:23.120260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:23.139331] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.72%
[2025-11-27T20:10:23.213524] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:23.224060] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:23.224329] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:23.225146] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:23.225277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:23.230028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:23.231821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:23.232362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:23.232619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:23.232818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:23.233617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:23.234775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:23.319252] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.73%, Actual: 1.12%
[2025-11-27T20:10:23.336595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:23.373684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:23.374425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:23.375617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:23.377659] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:23.447672] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:10:23.447912] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:23.448799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:23.448931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:23.451304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:23.499446] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.96%, Actual: 4.80%
[2025-11-27T20:10:23.558080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:23.558996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:23.560735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:23.566031] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:23.677732] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.06%
[2025-11-27T20:10:23.702927] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:23.733829] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:23.802558] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -4.17% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:10:23.802829] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:23.803676] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:23.803798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:23.808604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:23.810411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:23.810969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:23.811418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:23.812327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:23.814721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:23.856684] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 1.68%
[2025-11-27T20:10:23.869351] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:23.888517] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:23.922372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:23.923830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:23.925039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.036410] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.10%
[2025-11-27T20:10:24.036793] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 41.5436%
[2025-11-27T20:10:24.036947] [INFO ] [main      ] ABUS: DISCARDED add_vol_of_vol (score: 41.54%)
[2025-11-27T20:10:24.037008] [INFO ] [main      ] ABUS: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:10:24.037111] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volatility_decay_ratio']
[2025-11-27T20:10:24.037232] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:24.049597] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:24.050205] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:24.050364] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:10:24.050639] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:24.051283] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:24.051356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.051475] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:24.051631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:24.053341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:24.053517] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:24.054070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:24.054551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.056589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.058377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:24.058934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:24.059467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.123057] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:10:24.123196] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:24.123946] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:24.124031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:24.126284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.163439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:24.176767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:24.179615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:24.181024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.200937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:24.201892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:24.203117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.231452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:24.232430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.234183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.263374] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:24.436251] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:24.504045] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:10:24.504291] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:24.505104] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:24.505226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:24.509971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.511779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:24.512304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:24.512765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:24.513682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:24.516043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.528180] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:24.538617] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:24.570034] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:24.621330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:24.622228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:24.623423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.690829] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:24.703771] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:24.734593] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:24.749469] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:10:24.749640] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:24.750552] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:24.750691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.752309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:24.752873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:24.753318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.804291] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:24.804525] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:24.805332] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:24.805462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:24.807796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.857518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:24.859804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:24.861040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.887163] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:10:24.887451] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:24.888356] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:24.888514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:24.893744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.895658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:24.896212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:24.896752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:24.912353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:24.913531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:24.915358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:24.951834] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:25.011381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:25.051891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:25.052824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:25.054219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:25.117079] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:25.185626] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:10:25.185871] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:25.185865] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:25.186639] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:25.186709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:25.191477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:25.193267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:25.193824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:25.194264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:25.195173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:25.197551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:25.251723] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:25.301406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:25.302216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:25.303340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:25.349051] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:25.386470] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:25.408906] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:25.409162] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:25.409987] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:25.410112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:25.411811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:25.412349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:25.412807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:25.419006] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:25.487103] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.85% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:10:25.487356] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:25.488192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:25.488318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:25.490728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:25.516349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:25.518644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:25.519890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:25.553121] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:25.596691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:25.597599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:25.599369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:25.631177] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:25.728409] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 4.25% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-27T20:10:25.728709] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:25.729545] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:25.729691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:25.734475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:25.736312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:25.737007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:25.737519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:25.796213] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:25.842040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:25.845165] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:25.864831] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:10:25.865063] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:25.865874] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:25.865953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:25.870727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:25.872489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:25.872999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:25.873444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:25.874349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:25.876713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:25.879041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:25.879966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:10:25.881151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:25.927984] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:25.980814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:25.981855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:25.983030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:26.008290] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:26.067496] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.20% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:26.067767] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:26.068564] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:26.068705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:26.070342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:26.070911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:26.071351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:26.097018] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:26.166141] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:10:26.166376] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:26.167215] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:26.167342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:26.171142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:26.176853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:26.179068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:26.180268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:26.231345] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:26.282632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:26.283527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:26.285344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:26.319377] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:26.400082] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:26.484569] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:26.508851] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:26.554201] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 2.02% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-11-27T20:10:26.554455] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:26.555267] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:26.555391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:26.560180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:26.561995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:26.562526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:26.562988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:26.563924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:26.566292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:26.578989] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:26.616120] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:26.671455] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:26.671955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:26.673038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:26.674233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:26.732252] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:10:26.732501] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:26.733295] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:26.733417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:26.735074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:26.735644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:26.736077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:26.745901] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.86%, Actual: 0.28%
[2025-11-27T20:10:26.779743] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:26.842727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:26.845080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:26.846352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:26.847802] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:10:26.848058] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:26.848871] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:26.848971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:26.851281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:26.914806] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.17%, Actual: 0.97%
[2025-11-27T20:10:26.971334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:26.972382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:26.974323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:27.000989] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:27.083036] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.14%, Actual: 0.27%
[2025-11-27T20:10:27.168545] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:27.173422] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:27.235718] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.88% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:10:27.235966] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:27.236773] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:27.236896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:27.241721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:27.243479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:27.244022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:27.244487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:27.245410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:27.247859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:27.249590] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.51%
[2025-11-27T20:10:27.313379] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:27.337887] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:27.352330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:27.353200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:27.354346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:27.395584] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:10:27.395832] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:27.396652] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:27.396774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:27.398439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:27.399005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:27.399462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:27.416692] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 1.10%
[2025-11-27T20:10:27.478622] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:27.503871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:27.505931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:27.507115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:27.546014] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:10:27.546296] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:27.547105] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:27.547233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:27.549664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:27.583231] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 1.34%
[2025-11-27T20:10:27.654603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:27.655523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:27.657313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:27.689996] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:27.761636] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 2.27%
[2025-11-27T20:10:27.836559] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:27.869484] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:27.942517] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.92%, Actual: 0.75%
[2025-11-27T20:10:27.942441] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:10:27.942742] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:27.943610] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:27.943742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:27.948894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:27.950800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:27.951378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:27.951908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:27.952976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:27.955778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:27.988685] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:27.999994] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:28.056346] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:10:28.056616] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:28.057398] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:28.057524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:28.059210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:28.059774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:28.060214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.072785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:28.073904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:28.075125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.119450] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 4.25%, Actual: 1.67%
[2025-11-27T20:10:28.153776] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:28.163855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:28.165882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:28.167059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.221713] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:10:28.221973] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:28.222782] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:28.222909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:28.225234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.284124] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.48%
[2025-11-27T20:10:28.284430] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 32.2547%
[2025-11-27T20:10:28.284596] [INFO ] [main      ] CBSH: DISCARDED add_shelf_lag (score: 32.25%)
[2025-11-27T20:10:28.284706] [INFO ] [main      ] CBSH: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:10:28.284805] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_signed_carry_history_11']
[2025-11-27T20:10:28.284910] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:28.297826] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:28.298606] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:28.299531] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:28.299682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:28.305165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:28.307113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:28.307760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:28.308317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.328809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:28.329771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:28.331539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.420640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:28.439180] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:28.460380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:28.461270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:28.462768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.492484] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:28.625835] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:28.655723] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:28.662286] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:28.692599] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -6.38% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-27T20:10:28.692853] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:28.693680] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:28.693801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:28.698506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:28.700316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:28.700868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:28.701352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:28.702266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:28.704699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.712326] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:28.712586] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:28.713363] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:28.713504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:28.715162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:28.715730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:28.716174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.803088] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:28.808087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:28.809127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:28.810299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.820256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:28.822316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:28.823532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:28.827695] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:28.897044] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-27T20:10:28.897193] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:28.898088] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:28.898237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:28.900625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:28.971504] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:29.003992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:29.005046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:29.006836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:29.067154] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-11-27T20:10:29.067430] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:29.068308] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:29.068447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:29.073287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:29.075226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:29.075795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:29.076308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:29.139275] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:29.150892] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:29.186887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:29.226558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:29.227480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:29.228979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:29.302109] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:29.313535] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:29.336959] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:29.368720] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-27T20:10:29.368961] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:29.369782] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:29.369906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:29.370211] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:29.370469] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:29.371285] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:29.371416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:29.373109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:29.373682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:29.374135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:29.374698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:29.376457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:29.377006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:29.377463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:29.378399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:29.380780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:29.478802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:29.480977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:29.481921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:29.482206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:29.482835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:29.483997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:29.501707] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:29.562803] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:29.570217] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-11-27T20:10:29.734215] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:29.793056] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.60%, Actual: 0.07%
[2025-11-27T20:10:29.808821] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:29.811667] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:29.826681] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 2.07% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-11-27T20:10:29.826956] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:29.827829] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:29.827962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:29.833039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:29.834915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:29.835458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:29.835981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:29.950782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:29.959296] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.01%, Actual: 1.33%
[2025-11-27T20:10:29.974210] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:29.978660] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:29.990465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:29.991260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:29.992720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:30.032294] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:10:30.032565] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:30.033377] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:30.033500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:30.035156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:30.035717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:30.036163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:30.048610] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.99% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-27T20:10:30.138172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:30.140295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:30.141497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:30.142992] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.22%, Actual: 1.61%
[2025-11-27T20:10:30.213373] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -4.17%, Actual: 2.81%
[2025-11-27T20:10:30.309852] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 0.83%
[2025-11-27T20:10:30.377085] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.43%, Actual: 3.56%
[2025-11-27T20:10:30.402551] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:30.469292] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:30.475927] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 1.03%
[2025-11-27T20:10:30.540682] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -0.44%, Actual: 2.95%
[2025-11-27T20:10:30.566134] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:30.632040] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:30.642230] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 1.01%
[2025-11-27T20:10:30.657965] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:10:30.658215] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:30.659036] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:30.659168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:30.663926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:30.665725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:30.666255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:30.666776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:30.688163] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-27T20:10:30.703342] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.76%
[2025-11-27T20:10:30.771518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:30.806955] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.14%
[2025-11-27T20:10:30.809194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:30.810019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:30.811407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:30.852516] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.39%, Actual: 1.38%
[2025-11-27T20:10:30.866272] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 5.38%
[2025-11-27T20:10:30.975622] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 2.50%
[2025-11-27T20:10:31.015144] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:10:31.030798] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 1.69%
[2025-11-27T20:10:31.140641] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:31.141361] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 0.24%
[2025-11-27T20:10:31.178163] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.20%, Actual: 1.44%
[2025-11-27T20:10:31.198535] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 6.99%
[2025-11-27T20:10:31.304009] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:31.306457] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 0.37%
[2025-11-27T20:10:31.306677] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 32.9274%
[2025-11-27T20:10:31.306904] [INFO ] [main      ] AAPD: DISCARDED add_true_range (score: 32.93%)
[2025-11-27T20:10:31.307010] [INFO ] [main      ] AAPD: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:10:31.307116] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_vol_of_vol']
[2025-11-27T20:10:31.307211] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:31.320647] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:31.321403] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:31.322362] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:31.322518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:31.325249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:31.342067] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 0.61%
[2025-11-27T20:10:31.361539] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -6.38%, Actual: 1.36%
[2025-11-27T20:10:31.397365] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:10:31.397637] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:31.398462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:31.398610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:31.403334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:31.405102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:31.405649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:31.406144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:31.436930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:31.438007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:31.439251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:31.509202] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:10:31.510906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:31.525924] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 2.23%
[2025-11-27T20:10:31.548517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:31.549224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:31.550552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:31.673427] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.05%, Actual: 1.12%
[2025-11-27T20:10:31.697204] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.99%, Actual: 2.59%
[2025-11-27T20:10:31.697409] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 41.0843%
[2025-11-27T20:10:31.697503] [INFO ] [main      ] AFCG: DISCARDED add_vol_of_vol (score: 41.08%)
[2025-11-27T20:10:31.697556] [INFO ] [main      ] AFCG: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:10:31.697621] [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_overnight_gap_mag', 'add_volatility_decay_ratio']
[2025-11-27T20:10:31.697669] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:31.710544] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:31.711185] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:31.712035] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:31.712116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:31.716797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:31.718559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:31.719078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:31.719453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:31.720287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:31.722635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:31.776974] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:31.827972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:31.828743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:31.829838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:31.839940] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:10:31.877918] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:31.944899] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:32.005131] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:10:32.014605] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-11-27T20:10:32.014740] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:32.016087] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:32.016157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:32.018553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.044782] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:32.130514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:32.131474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:32.132642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:32.137050] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:32.137252] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:32.138080] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:32.138232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:32.142928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:32.144700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:32.145227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:32.145747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.156451] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:32.169107] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:10:32.250303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:32.287694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:32.288441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:32.289833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:32.319237] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:32.333817] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:10:32.334035] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 47.3979%
[2025-11-27T20:10:32.334138] [INFO ] [main      ] ABUS: DISCARDED add_volatility_decay_ratio (score: 47.40%)
[2025-11-27T20:10:32.334183] [INFO ] [main      ] ABUS: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:10:32.334219] [DEBUG] [main      ] Testing with features: ['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']
[2025-11-27T20:10:32.334256] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:32.345143] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:32.345558] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:32.346399] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:32.346470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:32.348364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:32.348911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:32.349321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.386306] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.63% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:10:32.386563] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:32.387399] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:32.387526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:32.392294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:32.394096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:32.394660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:32.395108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:32.396014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:32.398537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.456422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:32.458671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:32.459234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:32.460348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:32.462343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:32.471220] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:32.503881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:32.504692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:32.505849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:32.621264] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:32.644820] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:32.719458] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:10:32.719735] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:32.720549] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:32.720696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:32.723119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.785611] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:32.790926] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:32.836346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:32.837589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:32.838936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:32.840047] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:32.880066] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:10:32.880315] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:32.881158] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:32.881291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:32.886244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:32.888192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:32.888756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:32.889270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:32.954684] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:32.994217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:33.002494] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:33.017748] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:10:33.017977] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:33.018800] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:33.018922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:33.020613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:33.021161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:33.021626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.032125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:33.033202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:33.034660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.069791] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:33.069924] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:33.070674] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:33.070745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:33.075413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:33.077166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:33.077786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:33.078263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:33.079171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:33.081548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.127127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:33.129274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:33.129865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:33.130978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:33.132965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.181841] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:33.187319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:33.188110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:33.189309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.348271] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:33.361231] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:33.420489] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.17% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:10:33.420783] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:33.421669] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:33.421802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:33.424240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.460261] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:33.517874] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:33.529864] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:33.534775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:33.536023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:33.537266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.624363] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:10:33.624672] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:33.625452] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:33.625530] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:33.625715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:33.630696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:33.632612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:33.633165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:33.633741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.681831] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:33.689355] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 3.34% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:33.689633] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:33.690426] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:33.690552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:33.692260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:33.692863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:33.693311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.748410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:33.749116] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 2.01% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:33.749364] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:33.750179] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:33.750303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:33.755070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:33.756877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:33.757410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:33.757915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:33.758845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:33.761215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:33.786808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:33.787793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:33.789257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.798966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:33.801162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:33.801764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:33.802876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:33.804859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.866428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:33.867516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:33.868761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:33.874497] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:34.053139] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:34.124293] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:34.130940] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:10:34.131229] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:34.132291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:34.132446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:34.135469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:34.151745] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:34.205757] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:34.272624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:34.274042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:34.275549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:34.294699] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:34.324509] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:34.385179] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:34.389430] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.86% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:10:34.389737] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:34.390379] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -2.85% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:10:34.390622] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:34.390710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:34.390728] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:34.391512] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:34.391650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:34.393305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:34.393909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:34.394353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:34.395608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:34.397434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:34.398002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:34.398538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:34.458819] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.87% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:10:34.459080] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:34.459963] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:34.460089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:34.465175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:34.467073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:34.467645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:34.468112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:34.469212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:34.471882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:34.503111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:34.507240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:34.509803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:34.510451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:34.511640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:34.514145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:34.541414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:34.542222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:34.543784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:34.592062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:34.593168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:34.594438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:34.633003] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:34.807308] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:34.864916] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:34.877467] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:10:34.877626] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:34.878091] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:34.878427] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:34.878650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:34.880993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:34.959518] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:34.989189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:34.990557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:34.992200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:35.035048] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:35.051089] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:35.099939] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:10:35.100198] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:35.101512] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:35.101665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:35.103332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:35.103923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:35.104375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.131952] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:35.143774] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.41% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:35.143914] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:35.144688] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:35.144762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:35.149521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:35.151473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:35.152034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:35.152541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.200465] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.71% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:35.200733] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:35.201543] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:35.201694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:35.206559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:35.208442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:35.209014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:35.209468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:35.210414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:35.212812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.214965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:35.217422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:35.218035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:35.219242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:35.221318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:35.259025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:35.296514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:35.297296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:10:35.298835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:35.317096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:35.318209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:35.319429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:35.325062] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:35.489803] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:35.556184] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:35.559325] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-11-27T20:10:35.559612] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:35.560428] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:35.560560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:35.562964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.631675] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:35.650978] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:35.668502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:35.669804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:35.671086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:35.723590] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:35.787385] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:10:35.787530] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:35.788419] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:35.788542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:35.790157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:35.790720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:35.791165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.797814] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:35.815851] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:35.883341] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: 4.28% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:35.883630] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:35.884474] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:35.884640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:35.890260] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-27T20:10:35.890505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:35.892767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:35.893349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:35.893829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:35.894772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:35.897318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:35.900103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:35.902435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:35.903061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:35.904233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:35.906267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:36.005423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:36.006561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:36.007816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:36.009777] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:36.059899] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.76%, Actual: 0.28%
[2025-11-27T20:10:36.184003] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:36.230001] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 2.07%, Actual: 0.97%
[2025-11-27T20:10:36.254453] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:10:36.254725] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:36.255540] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:36.255686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:36.258049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:36.301608] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:36.358640] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:36.365505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:36.366568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:36.367883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:36.397725] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.73%, Actual: 0.27%
[2025-11-27T20:10:36.469544] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:36.533872] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:10:36.534120] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:36.534991] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:36.535118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:36.536873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:36.537431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:36.537906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:36.540016] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:36.577223] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.51%
[2025-11-27T20:10:36.609317] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:36.609558] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:36.610398] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:36.610524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:36.615418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:36.617298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:36.617893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:36.618385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:36.619324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:36.621876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:36.648321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:36.650531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:36.651114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:36.652227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:36.654208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:36.704188] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:36.729598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:36.730686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:36.731921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:36.740184] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 1.10%
[2025-11-27T20:10:36.879895] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:36.903337] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 1.34%
[2025-11-27T20:10:36.948855] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:10:36.948989] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:36.949778] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:36.949846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:36.952158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:36.981878] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:37.056551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:37.057589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:37.058798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:37.065037] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:37.069185] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 2.27%
[2025-11-27T20:10:37.146536] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:37.209265] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:10:37.209519] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:37.210399] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:37.210525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:37.212295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:37.212877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:37.213338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:37.229868] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:37.233430] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.86%, Actual: 0.75%
[2025-11-27T20:10:37.296921] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -6.11% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:37.297173] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:37.297979] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:37.298101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:37.302901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:37.304696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:37.305235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:37.305723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:37.306670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:37.309139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:37.323483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:37.325925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:37.326493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:37.327668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:37.329815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:37.396476] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:37.398359] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 1.67%
[2025-11-27T20:10:37.413211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:37.414245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:37.415456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:37.560893] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:37.563010] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.48%
[2025-11-27T20:10:37.563327] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 46.5105%
[2025-11-27T20:10:37.563496] [INFO ] [main      ] CBSH: DISCARDED add_signed_carry_history_11 (score: 46.51%)
[2025-11-27T20:10:37.563618] [INFO ] [main      ] CBSH: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:10:37.563718] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_sma_ratio']
[2025-11-27T20:10:37.563822] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:37.574897] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:37.575443] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:37.576343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:37.576477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:37.581345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:37.583267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:37.583861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:37.584361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:37.629377] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:10:37.629508] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:37.630295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:37.630364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:37.632617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:37.663020] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:37.692557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:37.731189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:37.732244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:37.733053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:37.735661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:37.736672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:37.737847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:37.749150] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:37.844559] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:37.911915] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:10:37.912046] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:37.912888] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:37.913095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:37.914964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:37.915601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:37.916094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:37.918161] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:37.985797] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.90% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:10:37.986057] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:37.986879] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:37.987002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:37.991735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:37.993509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:37.994061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:37.994511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:37.995420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:37.997782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:38.033710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:38.036401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:38.037116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:38.038448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:38.040664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:38.063437] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:38.070079] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:38.101763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:38.102626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:38.103810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:38.229747] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:38.236675] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:38.308758] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-27T20:10:38.321281] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-11-27T20:10:38.321553] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:38.322444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:38.322590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:38.327337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:38.329224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:38.329781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:38.330290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:38.389683] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:38.436169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:38.437155] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:38.473758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:38.474557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:38.475363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:38.481379] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.05%, Actual: 0.07%
[2025-11-27T20:10:38.556665] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:38.601174] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:38.619023] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-11-27T20:10:38.619270] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:38.620103] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:38.620230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:38.621962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:38.622521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:38.623011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:38.651899] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 1.33%
[2025-11-27T20:10:38.666487] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 2.86% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-27T20:10:38.731810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:38.734103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:38.734689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:38.735824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:38.737854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:38.801558] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:38.816278] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.17%, Actual: 1.61%
[2025-11-27T20:10:38.836545] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.63%, Actual: 2.81%
[2025-11-27T20:10:38.965266] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:38.979121] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 0.83%
[2025-11-27T20:10:39.003189] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -1.31%, Actual: 3.56%
[2025-11-27T20:10:39.054257] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:10:39.054530] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:39.055340] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:39.055471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:39.060212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:39.062018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:39.062542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:39.063065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:39.069607] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:39.141868] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 1.03%
[2025-11-27T20:10:39.166803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:39.168840] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 2.01%, Actual: 2.95%
[2025-11-27T20:10:39.204376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:39.205270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:39.206067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:39.236116] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:39.297894] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-27T20:10:39.305980] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.68%, Actual: 1.01%
[2025-11-27T20:10:39.336391] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.87%, Actual: 0.76%
[2025-11-27T20:10:39.461423] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.11%, Actual: 1.38%
[2025-11-27T20:10:39.469255] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 0.14%
[2025-11-27T20:10:39.503097] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.71%, Actual: 5.38%
[2025-11-27T20:10:39.529904] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:39.624891] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 3.34%, Actual: 2.28%
[2025-11-27T20:10:39.636386] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 2.50%
[2025-11-27T20:10:39.669911] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 4.28%, Actual: 1.69%
[2025-11-27T20:10:39.692273] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:39.779728] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:10:39.779994] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:39.780803] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:39.780934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:39.785659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:39.787412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:39.787952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:39.788477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:39.793794] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -2.85%, Actual: 1.44%
[2025-11-27T20:10:39.804806] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.24%
[2025-11-27T20:10:39.837721] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 6.99%
[2025-11-27T20:10:39.894432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:39.931548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:39.932351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:39.933127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:39.957055] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.61%
[2025-11-27T20:10:39.970544] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.41%, Actual: 0.37%
[2025-11-27T20:10:39.970926] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 47.2685%
[2025-11-27T20:10:39.971090] [INFO ] [main      ] AAPD: DISCARDED add_vol_of_vol (score: 47.27%)
[2025-11-27T20:10:39.971200] [INFO ] [main      ] AAPD: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:10:39.971298] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_volatility_decay_ratio']
[2025-11-27T20:10:39.971398] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:39.984952] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:39.985494] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:39.986434] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:39.986566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:39.988980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:40.007506] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -6.11%, Actual: 1.36%
[2025-11-27T20:10:40.093862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:40.094927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:40.096160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:40.121920] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.72%
[2025-11-27T20:10:40.179089] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 2.23%
[2025-11-27T20:10:40.260183] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:40.285413] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 1.12%
[2025-11-27T20:10:40.348062] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 2.86%, Actual: 2.59%
[2025-11-27T20:10:40.348362] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 46.1710%
[2025-11-27T20:10:40.348472] [INFO ] [main      ] AFCG: DISCARDED add_volatility_decay_ratio (score: 46.17%)
[2025-11-27T20:10:40.348527] [INFO ] [main      ] AFCG: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:10:40.348613] [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_overnight_gap_mag', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:10:40.348803] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:40.362600] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:40.363179] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:40.364243] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:40.364423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:40.369767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:40.371899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:40.372533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:40.373024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:40.373981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:40.376443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:40.420679] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:40.424728] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:40.448857] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 4.80%
[2025-11-27T20:10:40.484552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:40.485473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:40.485967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:40.487080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:40.489130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:40.514454] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:10:40.514606] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:40.515344] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:40.515408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:40.520086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:40.521756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:40.522215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:40.522646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:40.585980] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:40.612624] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.06%
[2025-11-27T20:10:40.627746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:40.656639] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 3.89% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:10:40.656789] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:40.657528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:40.657619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:40.659888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:40.665369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:40.666094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:40.666864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:40.765226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:40.766229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:40.767441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:40.776115] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 1.68%
[2025-11-27T20:10:40.834428] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:40.939809] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.10%
[2025-11-27T20:10:40.940145] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 39.5285%
[2025-11-27T20:10:40.940296] [INFO ] [main      ] ABUS: DISCARDED add_volatility_state_percentiles (score: 39.53%)
[2025-11-27T20:10:40.940395] [INFO ] [main      ] ABUS: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:10:40.940485] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_dispersion']
[2025-11-27T20:10:40.940590] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:40.953258] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:40.953887] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:40.954751] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:40.954820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:40.956452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:40.956972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:40.957361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:40.995228] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:41.002560] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:41.062065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:41.064418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:41.066153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.075892] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:10:41.076136] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:41.076988] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:41.077116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:41.082061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:41.083885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:41.084438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:41.084916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:41.085852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:41.088316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:41.095277] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:41.162806] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:41.201754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:41.202811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:41.203371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:41.204567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:41.206670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.251243] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:10:41.251481] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:41.252285] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:41.252426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:41.257149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:41.258955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:41.259482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:41.259998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:41.264395] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:41.332695] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.40% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:10:41.332943] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:41.333758] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:41.333890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:41.336220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:41.363959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:41.392355] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:41.401545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:41.402495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:41.403336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.442406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:41.443379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:41.444598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.538513] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:41.554793] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:41.613694] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:10:41.613945] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:41.614752] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:41.614875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:41.616533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:41.617096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:41.617543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:41.703389] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:41.723186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:41.725403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:41.726915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.730449] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:41.772197] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:41.775752] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 4.13% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:41.776004] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:41.776859] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:41.776991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:41.783060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:41.784957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:41.785515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:41.786006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:41.786917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:41.789352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:41.895561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:41.896570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:41.896911] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:41.897136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:41.898328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:41.900373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:41.941912] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:41.985618] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:10:41.985886] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:41.986696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:41.986828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:41.991605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:41.993428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:41.993973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:41.994466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.011118] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:42.011392] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:42.012200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:42.012337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:42.014703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.057334] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:42.100263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:42.126355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:42.127449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:42.128760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.137194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:42.137933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:42.138763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.222636] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:42.235741] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:42.282452] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.54% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-11-27T20:10:42.282708] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:42.283494] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:42.283629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:42.285277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:42.285843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:42.286289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.391671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:42.393866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:42.395331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.405890] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:42.460991] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:42.468815] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:42.478394] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 1.68% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:42.478666] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:42.479484] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:42.479666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:42.484666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:42.486558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:42.487153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:42.487622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:42.488607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:42.490980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.600259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:42.601371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:42.601989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:42.603134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:42.605204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.632075] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:42.635126] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:42.704296] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:10:42.704543] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:42.705403] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:42.705534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:42.708018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.719120] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:10:42.719393] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:42.720217] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:42.720366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:42.725123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:42.726928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:42.727456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:42.727810] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:42.727979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:42.821884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:42.823075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:42.824291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.835435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:42.873140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:42.874128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:42.874918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:42.895370] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:42.947433] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:42.957035] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.86% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:10:42.957286] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:42.958101] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:42.958243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:42.959902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:42.960453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:42.960915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.066557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:43.068919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:43.070406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:43.122081] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:43.174525] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:43.192854] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:10:43.193111] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:43.193931] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:43.194057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:43.198799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:43.200596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:43.201141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:43.201606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:43.202498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:43.204887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.205587] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:43.312745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:43.313809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:43.314366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:43.315535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:43.317612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:43.341122] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:43.369099] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:43.397554] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:43.409434] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:43.409715] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:43.410545] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:43.410690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:43.413100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.456105] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:10:43.456256] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:43.457155] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:43.457285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:43.462014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:43.463786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:43.464312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:43.464827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.524877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:43.525817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:43.527103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:43.562528] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:43.569642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:43.606158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:43.606989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:43.607765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:43.622984] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:10:43.623277] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:43.624455] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:43.624635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:43.627039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:43.627770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:43.628389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.654198] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:43.758269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:43.760667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:43.762181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:43.821699] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:43.865347] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:43.891142] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 4.77% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:10:43.891401] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:43.892218] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:43.892344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:43.897067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:43.898876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:43.899413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:43.899882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:43.900786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:43.903121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:43.935698] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:44.006813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:44.007624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:44.008155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:44.009262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:44.011263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.050181] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:44.092389] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:44.100761] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:44.118943] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:44.119213] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:44.120059] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:44.120189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:44.122720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:44.190170] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:10:44.190430] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:44.191262] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:44.191398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:44.196259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:44.198077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:44.198849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:44.199354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:44.233567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:44.234725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:44.236169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.260452] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:44.307629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:44.317822] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:10:44.318079] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:44.318913] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:44.319040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:44.320744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:44.321292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:44.321753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:44.345780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:44.346569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:10:44.347385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.355414] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:44.430484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:44.432865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:44.434421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.530387] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:44.574373] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:44.600532] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -4.15% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:10:44.600845] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:44.601678] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:44.601815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:44.606491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:44.608256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:44.608815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:44.609266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:44.610168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:44.612497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:44.678145] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:44.715933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:44.716995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:44.717485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:44.719351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:44.721984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.741000] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:44.769531] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:44.808236] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.75% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:10:44.808505] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:44.809364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:44.809499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:44.811995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:44.842505] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:44.921551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:44.922685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:44.923965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:44.930233] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-27T20:10:44.936562] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:44.993737] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:10:44.994001] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:44.994833] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:44.994960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:44.996680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:44.997240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:44.997712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:45.062393] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:45.095897] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.12%, Actual: 0.28%
[2025-11-27T20:10:45.106418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:45.108850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:45.110399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:45.230108] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:45.262788] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.21%, Actual: 0.97%
[2025-11-27T20:10:45.300397] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 4.09% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:10:45.300659] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:45.301499] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:45.301656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:45.306537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:45.308472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:45.309087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:45.309560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:45.310492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:45.313044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:45.336514] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:45.421429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:45.422387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:45.422947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:45.424169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:45.426262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:45.428045] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 0.27%
[2025-11-27T20:10:45.447514] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:45.501389] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:45.569899] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:10:45.570155] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:45.571004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:45.571079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:45.573383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:45.595031] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 1.51%
[2025-11-27T20:10:45.613739] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:45.670268] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.23% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:10:45.670422] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:45.671181] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:45.671369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:45.673092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:45.673660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:45.674136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:45.675484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:45.676482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:45.677697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:45.760459] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:45.762156] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 1.10%
[2025-11-27T20:10:45.777840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:45.780269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:45.781814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:45.927179] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 1.34%
[2025-11-27T20:10:45.927515] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:45.997701] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: 1.24% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:10:45.997945] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:45.998787] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:45.998912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:46.003707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:46.005175] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:46.005461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:46.005967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:46.006429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:46.007335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:46.009747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:46.097893] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 2.27%
[2025-11-27T20:10:46.111946] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:46.114413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:46.115474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:46.116112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:46.117357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:46.119465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:46.170675] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:46.239190] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:10:46.239457] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:46.240271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:46.240403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:46.242785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:46.265597] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.04%, Actual: 0.75%
[2025-11-27T20:10:46.277915] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:46.334885] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-11-27T20:10:46.335118] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:46.335924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:46.336047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:46.337720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:46.338263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:46.338723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:46.345003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:46.346181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:46.347465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:46.432628] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.18%, Actual: 1.67%
[2025-11-27T20:10:46.443434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:46.445797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:46.447296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:46.458327] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:46.628611] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:46.658782] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.48%
[2025-11-27T20:10:46.659147] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 48.7511%
[2025-11-27T20:10:46.659293] [INFO ] [main      ] CBSH: DISCARDED add_sma_ratio (score: 48.75%)
[2025-11-27T20:10:46.659401] [INFO ] [main      ] CBSH: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:10:46.659499] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_vol_of_vol']
[2025-11-27T20:10:46.659616] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:46.670692] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:46.671387] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:46.672334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:46.672425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:46.677171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:46.678957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:46.679438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:46.679911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:46.694493] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:46.699162] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-11-27T20:10:46.699375] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:46.700202] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:10:46.700329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:46.705209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:46.707028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:46.707595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:46.708049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:46.708997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:46.711436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:46.785378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:46.791054] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:46.818624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:46.819639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:46.820190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:46.821349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:46.822791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:46.823432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:46.823675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:46.824805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:46.863922] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:46.934128] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-27T20:10:46.957109] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:47.015881] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.60% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-27T20:10:47.016036] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:47.016872] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:47.016960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:47.018739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:47.019230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:47.019631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:47.103232] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 3.89%, Actual: 0.07%
[2025-11-27T20:10:47.129383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:47.131968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:47.133781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:47.149742] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:47.156754] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:47.276057] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.40%, Actual: 1.33%
[2025-11-27T20:10:47.312810] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:47.322293] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:47.391269] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-27T20:10:47.408057] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-11-27T20:10:47.408235] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:47.409130] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:47.409263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:47.414065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:47.415773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:47.416314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:47.416833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:47.445237] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.88%, Actual: 1.61%
[2025-11-27T20:10:47.476880] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:47.523398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:47.559069] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.92%, Actual: 2.81%
[2025-11-27T20:10:47.561188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:47.562100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:47.563255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:47.614989] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.83%
[2025-11-27T20:10:47.647435] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:47.705451] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-27T20:10:47.727416] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 4.13%, Actual: 3.56%
[2025-11-27T20:10:47.784608] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 1.03%
[2025-11-27T20:10:47.870685] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 1.38%
[2025-11-27T20:10:47.891637] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:47.895361] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 1.68%, Actual: 2.95%
[2025-11-27T20:10:47.954393] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 1.01%
[2025-11-27T20:10:48.036360] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.54%, Actual: 2.28%
[2025-11-27T20:10:48.054805] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:48.077989] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 0.76%
[2025-11-27T20:10:48.128774] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.75%, Actual: 0.14%
[2025-11-27T20:10:48.143534] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:10:48.143708] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:48.144444] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:48.144521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:48.149235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:48.151070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:48.151623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:48.152158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:48.201847] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.86%, Actual: 1.44%
[2025-11-27T20:10:48.245684] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.77%, Actual: 5.38%
[2025-11-27T20:10:48.260296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:48.300103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:48.300940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:48.302098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:48.309320] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 2.50%
[2025-11-27T20:10:48.369331] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:10:48.414746] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -4.15%, Actual: 1.69%
[2025-11-27T20:10:48.481557] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.24%
[2025-11-27T20:10:48.537949] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.72%
[2025-11-27T20:10:48.583714] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 4.09%, Actual: 6.99%
[2025-11-27T20:10:48.630930] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:48.646552] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -2.26%, Actual: 0.37%
[2025-11-27T20:10:48.646937] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 36.5744%
[2025-11-27T20:10:48.647106] [INFO ] [main      ] AAPD: DISCARDED add_volatility_decay_ratio (score: 36.57%)
[2025-11-27T20:10:48.647216] [INFO ] [main      ] AAPD: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:10:48.647268] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:10:48.647371] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:48.661800] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:48.662253] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:48.663111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:48.663197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:48.665511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:48.705473] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.12%
[2025-11-27T20:10:48.755266] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 1.36%
[2025-11-27T20:10:48.771959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:48.773162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:48.775018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:48.775565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:48.776708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:48.778771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:48.796793] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:48.878979] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 4.80%
[2025-11-27T20:10:48.885837] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:48.886110] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:48.886943] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:48.887096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:48.891859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:48.893617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:48.894182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:48.894713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:48.924361] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 2.23%
[2025-11-27T20:10:48.999055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:49.036655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:49.037504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:49.038687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:49.045750] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.06%
[2025-11-27T20:10:49.090876] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 2.59%
[2025-11-27T20:10:49.091194] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 53.4865%
[2025-11-27T20:10:49.091337] [INFO ] [main      ] AFCG: DISCARDED add_volatility_state_percentiles (score: 53.49%)
[2025-11-27T20:10:49.091441] [INFO ] [main      ] AFCG: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:10:49.091531] [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_overnight_gap_mag', 'add_volume_dispersion']
[2025-11-27T20:10:49.091602] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:49.104645] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:49.105207] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:49.106135] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:49.106264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:49.107760] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:49.111306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:49.113190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:49.113787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:49.114254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:49.115178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:49.117695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:49.211785] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.68%
[2025-11-27T20:10:49.230080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:49.231211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:49.232768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:49.273809] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:49.350029] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:10:49.350295] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:49.351108] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:49.351186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:49.353530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:49.364544] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:49.375112] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.10%
[2025-11-27T20:10:49.375343] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 44.0112%
[2025-11-27T20:10:49.375445] [INFO ] [main      ] ABUS: DISCARDED add_volume_dispersion (score: 44.01%)
[2025-11-27T20:10:49.375500] [INFO ] [main      ] ABUS: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:10:49.375543] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_flow_differentials']
[2025-11-27T20:10:49.375607] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:49.386453] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:49.387062] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:49.387922] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:49.388095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:49.389875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:49.390425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:49.390882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:49.477369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:49.478453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:49.480401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:49.481011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:49.482177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:49.484208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:49.498047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:49.500391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:49.503298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:49.528833] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:49.568159] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:49.619764] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:49.620039] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:49.620870] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:49.621000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:49.625800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:49.627546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:49.628145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:49.628668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:49.732397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:49.738731] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:49.769910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:49.770645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:49.771752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:49.807143] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.58% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-11-27T20:10:49.807387] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:49.808250] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:49.808375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:49.813209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:49.815039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:49.815597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:49.816051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:49.816968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:49.819382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:49.829369] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:49.834176] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:49.962772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:49.963897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:49.965500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.001279] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:50.063342] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:50.081966] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 2.69% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:10:50.082245] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:50.083136] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:50.083279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:50.085791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.099311] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:50.124011] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:10:50.124260] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:50.125059] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:50.125181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.126856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:50.127400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:50.127856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.196287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:50.197370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.199248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:50.199821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:50.200974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:50.203004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.237615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:50.240051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:50.242943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.261453] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:50.300650] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:50.351057] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:50.351329] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:50.352142] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:50.352277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:50.356954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.358806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:50.359355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:50.359881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.467390] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:50.468080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:50.505771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:50.506688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:50.507840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.529642] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:50.535405] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 3.54% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:10:50.535561] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:50.536516] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:50.536679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:50.541727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.543614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:50.544159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:50.544643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:50.545557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:50.547966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.583697] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:50.691561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:50.692184] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:50.692858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:50.694688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.761990] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:50.767150] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:50.767413] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:50.768215] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:50.768350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:50.770807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.825051] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.40% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:50.825305] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:50.826185] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:50.826313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.828056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:50.828661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:50.829133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:50.834118] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:10:50.876203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:50.877458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:50.879464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:50.880044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:50.881179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:50.883138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.941234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:50.943510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:50.946500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:50.997287] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:51.063296] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:10:51.086410] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:10:51.086690] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:10:51.087494] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:51.087644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:51.092347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:51.094172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:51.094723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:51.095226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:51.202770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:51.214271] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:10:51.232530] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:51.240902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:51.241791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:51.242966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:51.299165] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:10:51.299414] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:10:51.300212] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:51.300335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:51.305063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:51.306083] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:10:51.306855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:51.307390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:51.307849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:51.308776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:51.311141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:51.382181] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:51.434557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:51.435550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:51.437091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:51.457436] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:51.457701] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:10:51.458551] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:51.458746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:51.461066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:51.493096] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:51.554332] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -8.18% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:10:51.554595] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:10:51.555345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:51.555465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:51.557132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:51.557700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:51.558170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:51.567454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:51.568694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:51.569507] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:10:51.570512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:51.571089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:51.572221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:51.574191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:51.663761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:51.666049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:51.668888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:51.732708] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:51.768433] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:10:51.821481] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:10:51.821765] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:10:51.822587] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:51.822715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:51.827428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:51.829213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:51.829762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:51.830260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:51.903507] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:10:51.934301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:51.934497] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:51.971814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:51.972699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:51.973874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:52.001055] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:10:52.003471] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 2.08% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-11-27T20:10:52.003635] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:10:52.004436] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:52.004563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:52.009870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:52.011718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:52.012272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:52.012745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:52.013666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:52.016096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:52.080935] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:52.130751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:52.131832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:52.133345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:52.160556] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:10:52.160854] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:10:52.161752] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:52.161885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:52.164564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:52.185201] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:52.277975] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:10:52.278344] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:10:52.279650] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:52.279816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:52.282329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:52.283108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:52.283729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:52.294524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:52.296188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:52.299165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:52.300073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:52.301854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:52.304611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:52.333278] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:10:52.442404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:52.445965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:52.450416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:52.576493] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:52.618339] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:10:52.675052] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.59% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:10:52.675350] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:10:52.676306] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:52.676444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:52.681536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:52.683770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:52.684441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:52.685048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:52.799734] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:10:52.818992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:52.857998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:52.859117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:52.860314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:52.868415] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:52.898971] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:10:52.948264] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.07% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:10:52.948594] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:10:52.949819] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:52.949979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:52.957379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:52.960088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:52.960835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:52.961423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:52.962746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:52.966310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.006813] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:53.089250] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:53.090320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:53.091669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:53.093638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.098038] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:10:53.098287] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:10:53.099121] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:53.099228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:53.101723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.158959] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:10:53.159256] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:10:53.160246] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:53.160404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.162458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:53.163070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:53.163566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.216365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:53.217894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.220658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:53.221239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:53.222634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:53.223841] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:10:53.224901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.281749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:53.284270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:53.287524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.392539] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:53.457667] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:10:53.481561] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.70% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-27T20:10:53.481838] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:10:53.482651] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:53.482782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:53.487499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.489332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:53.489876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:53.490376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.572964] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:10:53.598433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:53.618203] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:10:53.637066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:53.637854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:53.639228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.653871] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:53.736326] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -3.18% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:10:53.736629] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:10:53.737597] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:53.737741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:53.743167] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:53.743552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.745869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:53.746552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:53.747115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:53.748313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:53.751409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.789523] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:10:53.817640] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:53.817902] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:10:53.818767] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:53.818913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:53.821356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.855296] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-27T20:10:53.855564] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:10:53.856513] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:53.856672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.858507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:53.859126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:53.859629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:53.883167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:53.884382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:53.886189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.927749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:53.928932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:53.930906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:53.931476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:53.932661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:53.934706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.975886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:53.978927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:53.982476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:53.990736] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:10:54.168597] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:54.258103] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-27T20:10:54.303949] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:10:54.318396] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:10:54.348734] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:10:54.427699] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.91%, Actual: 0.28%
[2025-11-27T20:10:54.485326] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:54.512467] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:54.527266] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:10:54.565341] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-11-27T20:10:54.565664] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:10:54.566650] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:54.566796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:54.569536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:54.583101] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 3.30% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-11-27T20:10:54.583385] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:10:54.584441] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:54.584590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:54.590075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:54.591862] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.73% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:10:54.592023] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:10:54.592183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:54.592743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:54.592943] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.04%, Actual: 0.97%
[2025-11-27T20:10:54.593192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:54.593549] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:54.593650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:54.594229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:54.595540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:54.596119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:54.596550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:54.597246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:54.680643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:54.681744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:54.683733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:54.684329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:54.685550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:54.687784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:54.712336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:54.713064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:54.713398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:54.714929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:54.715725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:54.719001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:54.759688] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.27%
[2025-11-27T20:10:54.928874] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 1.51%
[2025-11-27T20:10:55.022541] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:10:55.053298] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:10:55.077083] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:10:55.099200] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 1.10%
[2025-11-27T20:10:55.193412] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:55.235427] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:55.244458] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:10:55.268003] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-11-27T20:10:55.268295] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:10:55.269318] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:10:55.269448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:55.270180] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 1.34%
[2025-11-27T20:10:55.272022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:55.303288] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:10:55.303561] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:10:55.304486] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:55.304629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:55.306351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:55.306918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:55.307428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:55.312002] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -4.97% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:10:55.312238] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:10:55.313039] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:55.313186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:55.317971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:55.319759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:55.320319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:55.320780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:55.321697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:55.324083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:55.375561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:55.376523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:55.378272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:55.378894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:10:55.380040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:10:55.382043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:55.423325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:55.425845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:55.428739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:55.428812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:55.429633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:55.431042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:55.441670] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 2.27%
[2025-11-27T20:10:55.612760] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.59%, Actual: 0.75%
[2025-11-27T20:10:55.717418] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:10:55.770611] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:10:55.781430] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.70%, Actual: 1.67%
[2025-11-27T20:10:55.818818] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:10:55.892627] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:55.934845] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:55.953212] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.48%
[2025-11-27T20:10:55.953556] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 31.3124%
[2025-11-27T20:10:55.953770] [INFO ] [main      ] CBSH: DISCARDED add_vol_of_vol (score: 31.31%)
[2025-11-27T20:10:55.953882] [INFO ] [main      ] CBSH: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:10:55.953985] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio']
[2025-11-27T20:10:55.954110] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:10:55.965405] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:55.966098] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:10:55.966138] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-27T20:10:55.967049] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:55.967195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:55.972082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:55.973979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:55.974527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:55.975058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:55.984304] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:10:55.995919] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-27T20:10:55.996177] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:10:55.996994] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:55.997118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:55.998829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:55.999317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:55.999773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:56.049880] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.80% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-27T20:10:56.050142] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:10:56.050975] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:56.051112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:56.056466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:56.058294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:56.058841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:56.059286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:56.060195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:56.062605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:56.087471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:56.108299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:56.110973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:56.114146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:56.128880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:56.129727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:56.131052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:56.139946] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.60%, Actual: 0.07%
[2025-11-27T20:10:56.168957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:56.169818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:56.171297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:56.305841] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 2.69%, Actual: 1.33%
[2025-11-27T20:10:56.449018] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:10:56.469418] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:10:56.471860] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -0.88%, Actual: 1.61%
[2025-11-27T20:10:56.502874] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:10:56.612651] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:56.634555] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:56.637918] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.95%, Actual: 0.83%
[2025-11-27T20:10:56.668539] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:10:56.673128] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 0.5s | Global ETA: N/A
[2025-11-27T20:10:56.723432] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-11-27T20:10:56.723701] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:10:56.724546] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:56.724694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:56.729588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:56.731347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:56.731906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:56.732408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:56.733397] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.56% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-27T20:10:56.805277] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 1.03%
[2025-11-27T20:10:56.837214] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.44%, Actual: 1.38%
[2025-11-27T20:10:56.840121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:56.878964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:56.879840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:56.881079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:56.899639] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.58%, Actual: 2.81%
[2025-11-27T20:10:56.973688] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.01%
[2025-11-27T20:10:57.000424] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.40%, Actual: 2.28%
[2025-11-27T20:10:57.064866] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 3.54%, Actual: 3.56%
[2025-11-27T20:10:57.142485] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.14%
[2025-11-27T20:10:57.164942] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -8.18%, Actual: 1.44%
[2025-11-27T20:10:57.216616] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:10:57.232423] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.86%, Actual: 2.95%
[2025-11-27T20:10:57.309616] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 2.50%
[2025-11-27T20:10:57.329334] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.61%
[2025-11-27T20:10:57.382530] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:57.399087] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 0.76%
[2025-11-27T20:10:57.473005] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-11-27T20:10:57.473275] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:10:57.474095] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:57.474225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:57.474756] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 0.24%
[2025-11-27T20:10:57.479036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:57.480861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:57.481421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:57.481935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:57.494337] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 0.72%
[2025-11-27T20:10:57.566139] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.07%, Actual: 5.38%
[2025-11-27T20:10:57.588284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:57.625545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:57.626274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:57.627429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:57.641559] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 0.37%
[2025-11-27T20:10:57.641923] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 38.1347%
[2025-11-27T20:10:57.642087] [INFO ] [main      ] AAPD: DISCARDED add_volatility_state_percentiles (score: 38.13%)
[2025-11-27T20:10:57.642200] [INFO ] [main      ] AAPD: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:10:57.642303] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_volume_dispersion']
[2025-11-27T20:10:57.642406] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:10:57.656030] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:57.656801] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:10:57.657755] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:57.657886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:57.660145] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 1.12%
[2025-11-27T20:10:57.660375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:57.731734] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 1.69%
[2025-11-27T20:10:57.772085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:57.773066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:57.774665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:57.843089] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.73%, Actual: 4.80%
[2025-11-27T20:10:57.897481] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 3.30%, Actual: 6.99%
[2025-11-27T20:10:57.956854] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:10:58.021414] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.06%
[2025-11-27T20:10:58.061765] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -4.97%, Actual: 1.36%
[2025-11-27T20:10:58.113680] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:10:58.119140] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:58.200289] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 1.68%
[2025-11-27T20:10:58.209696] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-11-27T20:10:58.209831] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:10:58.210554] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:58.210636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:58.215286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:58.217128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:58.217630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:58.218095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:58.225897] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.80%, Actual: 2.23%
[2025-11-27T20:10:58.289649] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:58.324029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:58.361623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:58.362452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:58.362524] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:10:58.362852] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:10:58.363687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:58.363921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:58.363995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:58.366412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:58.381228] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.10%
[2025-11-27T20:10:58.381621] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 34.9924%
[2025-11-27T20:10:58.381784] [INFO ] [main      ] ABUS: DISCARDED add_volume_flow_differentials (score: 34.99%)
[2025-11-27T20:10:58.381900] [INFO ] [main      ] ABUS: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:10:58.382013] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_pressure_into_close']
[2025-11-27T20:10:58.382120] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:10:58.391180] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.56%, Actual: 2.59%
[2025-11-27T20:10:58.391497] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 50.7486%
[2025-11-27T20:10:58.391668] [INFO ] [main      ] AFCG: DISCARDED add_volume_dispersion (score: 50.75%)
[2025-11-27T20:10:58.391768] [INFO ] [main      ] AFCG: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:10:58.391864] [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_overnight_gap_mag', 'add_volume_flow_differentials']
[2025-11-27T20:10:58.391962] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:10:58.395852] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:58.396444] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:10:58.397442] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:58.397591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:58.399471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:58.400119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:58.400626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:58.405008] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:10:58.405432] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:10:58.406266] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:58.406337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:58.411084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:58.412853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:58.413350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:58.413763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:58.414666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:58.417047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:58.479287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:58.480343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:58.481988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:58.521530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:58.524197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:58.524511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:58.525259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:58.526532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:58.527963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:58.696642] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:10:58.819242] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:10:58.862851] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:10:58.871908] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:10:58.871907] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:10:58.952267] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:10:58.952532] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:10:58.953317] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:58.953451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:58.958526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:58.960389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:58.960960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:58.961487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:58.983139] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:59.035630] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:59.035791] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:10:59.053018] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -1.44% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:10:59.053303] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:10:59.054136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:59.054270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:59.056655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.070444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:59.096147] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:10:59.096301] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:10:59.097153] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:59.097276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:59.098927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:59.099465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:59.099932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.105489] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.84% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:10:59.105690] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:10:59.106472] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:59.106611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:59.110892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:59.111317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:59.111939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:59.113064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:59.113166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.113520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:59.113991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:59.114905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:59.117317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.161750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:59.162769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:59.164188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.209842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:59.212275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:59.214237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.223798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:59.224804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:59.227567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.455154] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:10:59.492438] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:10:59.554301] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:10:59.558993] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:10:59.625407] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:10:59.660399] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:10:59.716226] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-11-27T20:10:59.716500] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:10:59.717352] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:10:59.717487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:59.722623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:59.724471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:10:59.724682] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:59.725038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:59.725569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.726350] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:10:59.729048] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.45% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:10:59.729197] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:10:59.729998] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:10:59.730067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:59.732396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.788028] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.99% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:10:59.788288] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:10:59.789148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:10:59.789298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:59.791149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:59.791737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:59.792208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.797767] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:10:59.798009] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:10:59.798830] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:10:59.798953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:10:59.803729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:10:59.805511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:10:59.806054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:10:59.806528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:10:59.807432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:10:59.809877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:10:59.836849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:10:59.837278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:10:59.837885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:10:59.839355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.877363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:10:59.878149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:10:59.879501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.908739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:10:59.911256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:10:59.913122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:10:59.916631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:10:59.917556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:10:59.920388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:00.170462] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:11:00.245750] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:11:00.267001] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:11:00.283081] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:00.333622] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:00.401290] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 3.97% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:11:00.401551] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:11:00.402367] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:00.402496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:00.404887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:00.408705] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:00.431745] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:00.454198] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:00.468919] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.48% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:11:00.469185] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:11:00.470002] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:00.470124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:00.471795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:00.472341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:00.472798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:00.501440] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:11:00.501722] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:11:00.502513] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:00.502653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:00.507326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:00.509132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:00.509503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:00.509751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:00.510205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:00.510402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:00.511197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:00.511778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:00.513637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:00.545126] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:11:00.545411] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:00.546256] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:00.546393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:00.551393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:00.553257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:00.553849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:00.554372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:00.578034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:00.580099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:00.581785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:00.618742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:00.619888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:00.622735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:00.665708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:00.705971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:00.707042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:11:00.708360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:00.840526] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:11:00.911873] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:11:00.966968] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:11:01.054929] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:01.149407] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:01.153844] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:01.209327] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:01.247909] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-11-27T20:11:01.248036] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:11:01.248959] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:01.249044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:01.250671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:01.251164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:01.251670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:01.300945] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:01.323746] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 5.61% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:11:01.323901] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:11:01.325110] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:01.325196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:01.338215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:01.344183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:01.347997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:01.348733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:01.349948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:01.358150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:01.356543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:01.360383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:01.362114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:01.374652] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:11:01.374809] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:11:01.375951] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:01.376030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:01.381747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:01.393389] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-11-27T20:11:01.393642] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:01.394462] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:01.394608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:01.399537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:01.401386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:01.401942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:01.402445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:01.501776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:01.502961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:01.506000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:01.590862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:01.592051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:01.593592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:01.594982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:01.632815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:01.633742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:11:01.634905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:01.691515] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:11:01.923768] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:11:01.940055] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:01.994099] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:11:02.006210] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:02.006269] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:11:02.006406] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:11:02.007327] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:02.007418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:02.009444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:02.009987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:02.010398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.102022] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:02.121938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:02.124374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:02.126200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:02.173473] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-11-27T20:11:02.173770] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:11:02.174728] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:02.174862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:02.177448] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:02.179073] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:02.179744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:02.181622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:02.182381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:02.183000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:02.184341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:02.187035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.251037] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:11:02.251324] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:11:02.252226] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:02.252376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:02.255353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.284854] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.49% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-27T20:11:02.285117] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:02.285963] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:02.286089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:02.290810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:02.292562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:02.293118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:02.293631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.306828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:02.307948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:02.310956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:02.368860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:02.370094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:02.371699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:02.396112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:02.433109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:02.433924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:11:02.435158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:02.454082] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:11:02.629795] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:02.650983] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:11:02.690645] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:11:02.690784] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:11:02.691550] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:02.691635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:02.693303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:02.693999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:02.694462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.721939] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:11:02.763368] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:02.805961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:02.808526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:02.810510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:02.824396] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:02.895048] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:11:02.895323] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:11:02.896885] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:02.897049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:02.898065] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:02.902225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:02.904562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:02.905502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:02.906104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:02.907205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:02.910095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:02.928362] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:02.969455] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:11:02.969744] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:11:02.970643] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:02.970779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:02.973356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:03.017314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:03.017941] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.44% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:11:03.018268] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:03.018629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:03.019106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:03.019254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:03.022181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.024221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:03.026053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:03.026608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:03.027053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:03.082909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:03.084130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:03.085734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.132187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:03.142341] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:11:03.171035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:03.171842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:11:03.172988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.306178] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:03.356883] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:11:03.374242] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -3.26% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:11:03.374511] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:11:03.375330] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:03.375464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:03.377164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:03.377745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:03.378222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:03.417132] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:11:03.480675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:03.483024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:03.484823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.504178] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:03.527969] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:03.584131] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:03.596938] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-11-27T20:11:03.597090] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:11:03.598613] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:03.598735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:03.603675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:03.605533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:03.606101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:03.606553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:03.607506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:03.609922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:03.650412] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-27T20:11:03.650667] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:11:03.651466] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:03.651608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:03.653912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:03.682696] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:03.715268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:03.716388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:03.719279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.757539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:03.758387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:03.759869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:03.776071] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-11-27T20:11:03.815293] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:11:03.947336] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.66%, Actual: 0.28%
[2025-11-27T20:11:03.977925] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:04.036835] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:11:04.037100] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:11:04.037924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:04.038053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:04.039759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:04.040325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:04.040801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:04.053291] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:11:04.088975] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:11:04.118705] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.06%, Actual: 0.97%
[2025-11-27T20:11:04.143749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:04.146097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:04.147882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:04.223718] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:04.254499] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:04.291728] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.11%, Actual: 0.27%
[2025-11-27T20:11:04.297462] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:11:04.297743] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:11:04.298650] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:04.298777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:04.303864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:04.305924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:04.306553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:04.307065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:04.308008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:04.310511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:04.322719] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -2.60% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-27T20:11:04.322979] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:11:04.323857] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:04.323988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:04.326325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:04.415620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:04.416724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:04.419538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:04.430115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:04.431080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:04.432525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:04.465019] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 1.51%
[2025-11-27T20:11:04.478073] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:11:04.636619] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 1.10%
[2025-11-27T20:11:04.642426] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:04.699794] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-27T20:11:04.700065] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:11:04.700882] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:04.701010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:04.702710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:04.703263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:04.703738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:04.754809] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:11:04.759853] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:11:04.805687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:04.807979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:04.809711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:04.811303] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.34%
[2025-11-27T20:11:04.922866] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:04.923159] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:04.990406] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-27T20:11:04.991103] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-27T20:11:04.991352] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:11:04.992167] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:04.992290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:04.996984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:04.998755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:04.999278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:04.999738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:05.000638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:05.002935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:05.013484] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 2.27%
[2025-11-27T20:11:05.108697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:05.109822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:05.112629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:05.162015] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:11:05.173379] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.07%
[2025-11-27T20:11:05.200470] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.49%, Actual: 0.75%
[2025-11-27T20:11:05.337978] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:05.346278] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -1.44%, Actual: 1.33%
[2025-11-27T20:11:05.378081] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.44%, Actual: 1.67%
[2025-11-27T20:11:05.395825] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 0.4s | Global ETA: N/A
[2025-11-27T20:11:05.444803] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:11:05.512254] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.45%, Actual: 1.61%
[2025-11-27T20:11:05.555907] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.48%
[2025-11-27T20:11:05.556275] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 37.1725%
[2025-11-27T20:11:05.556434] [INFO ] [main      ] CBSH: DISCARDED add_volatility_decay_ratio (score: 37.17%)
[2025-11-27T20:11:05.556535] [INFO ] [main      ] CBSH: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:11:05.556647] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:11:05.556745] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:05.560986] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.61%, Actual: 1.38%
[2025-11-27T20:11:05.568460] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:05.569088] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:05.570086] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:05.570179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:05.575915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:05.577958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:05.578516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:05.578986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:05.611979] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:05.676027] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 3.97%, Actual: 0.83%
[2025-11-27T20:11:05.680968] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 3.38% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-11-27T20:11:05.689504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:05.728512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:05.729221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:05.730491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:05.730856] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.99%, Actual: 2.28%
[2025-11-27T20:11:05.732630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:05.842210] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.03%
[2025-11-27T20:11:05.856377] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.84%, Actual: 2.81%
[2025-11-27T20:11:05.914278] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.48%, Actual: 1.44%
[2025-11-27T20:11:06.005776] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 1.01%
[2025-11-27T20:11:06.020784] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 1.32%, Actual: 3.56%
[2025-11-27T20:11:06.064938] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:06.096608] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.61%
[2025-11-27T20:11:06.171728] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -2.25%, Actual: 0.14%
[2025-11-27T20:11:06.188624] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.08%, Actual: 2.95%
[2025-11-27T20:11:06.231489] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:06.296095] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 0.72%
[2025-11-27T20:11:06.328031] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-11-27T20:11:06.328288] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:06.329114] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:06.329203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:06.334151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:06.335920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:06.337275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:06.337797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:06.356365] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 2.50%
[2025-11-27T20:11:06.360095] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 5.61%, Actual: 0.76%
[2025-11-27T20:11:06.450675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:06.467947] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 0.81%, Actual: 1.12%
[2025-11-27T20:11:06.489512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:06.490435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:06.491616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:06.493644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:06.524751] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -2.60%, Actual: 0.24%
[2025-11-27T20:11:06.530379] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 5.38%
[2025-11-27T20:11:06.635692] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -3.26%, Actual: 4.80%
[2025-11-27T20:11:06.691024] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.37%
[2025-11-27T20:11:06.691206] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 36.8692%
[2025-11-27T20:11:06.691307] [INFO ] [main      ] AAPD: DISCARDED add_volume_dispersion (score: 36.87%)
[2025-11-27T20:11:06.691353] [INFO ] [main      ] AAPD: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:11:06.691387] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_volume_flow_differentials']
[2025-11-27T20:11:06.691424] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:11:06.698451] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 1.69%
[2025-11-27T20:11:06.704860] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:06.705435] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:11:06.706268] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:06.706341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:06.708946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:06.800212] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.06%
[2025-11-27T20:11:06.815122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:06.816124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:06.818969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:06.824330] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:06.871191] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 6.99%
[2025-11-27T20:11:06.964943] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.68%
[2025-11-27T20:11:06.988352] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:07.050935] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.50%, Actual: 1.36%
[2025-11-27T20:11:07.082101] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-11-27T20:11:07.082355] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:07.083150] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:07.083274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:07.088004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:07.089858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:07.090425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:07.090948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.131320] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 0.10%
[2025-11-27T20:11:07.131668] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 45.9524%
[2025-11-27T20:11:07.131825] [INFO ] [main      ] ABUS: DISCARDED add_volume_pressure_into_close (score: 45.95%)
[2025-11-27T20:11:07.131930] [INFO ] [main      ] ABUS: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:11:07.132028] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_zscore']
[2025-11-27T20:11:07.132143] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:11:07.143111] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:07.143815] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:11:07.144746] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:07.144875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:07.146595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:07.147167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:07.147648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.150696] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:11:07.213150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:07.217386] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.95%, Actual: 2.23%
[2025-11-27T20:11:07.251255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:07.252006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:07.253165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:07.255169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:07.255699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:07.258157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:07.260021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:07.338548] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:07.385289] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 3.38%, Actual: 2.59%
[2025-11-27T20:11:07.385595] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 39.1742%
[2025-11-27T20:11:07.385740] [INFO ] [main      ] AFCG: DISCARDED add_volume_flow_differentials (score: 39.17%)
[2025-11-27T20:11:07.385840] [INFO ] [main      ] AFCG: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:11:07.385929] [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_overnight_gap_mag', 'add_volume_pressure_into_close']
[2025-11-27T20:11:07.386027] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:11:07.399947] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:07.400640] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:11:07.401517] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:07.401662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:07.406377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:07.408187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:07.408749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:07.409190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:07.410102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:07.411106] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-11-27T20:11:07.411355] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:11:07.412164] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:07.412292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:07.412479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.414683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.518722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:07.519549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:07.521222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:07.523437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:07.524533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:07.527417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:07.585774] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:07.588840] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:11:07.751433] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:07.755131] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:07.819596] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:11:07.819864] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:11:07.820814] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:07.820948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:07.822778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:07.823380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:07.823983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.845522] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:11:07.845803] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:07.846612] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:07.846733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:07.848594] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:11:07.851631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:07.853503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:07.854082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:07.854614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:07.861767] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:11:07.942614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:07.945233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:07.947212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:07.964326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:08.004118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:08.005006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:08.006202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:08.008282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.011921] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:08.032016] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:08.083459] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -3.62% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:11:08.083704] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:11:08.084494] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:08.084649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:08.089359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:08.091126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:08.091676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:08.092117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:08.092972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:08.095325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.107291] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:11:08.107564] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:11:08.108473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:08.108617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:08.110972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.200858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:08.201709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:08.203357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.221231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:08.222491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:08.225477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.299645] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:11:08.348147] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:08.466942] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:08.525290] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:08.530124] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.90% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-11-27T20:11:08.530384] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:11:08.531409] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:08.531541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:08.533379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:08.534135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:08.534643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.539385] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:11:08.576550] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:11:08.638269] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-11-27T20:11:08.638430] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:08.639270] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:08.639468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:08.644530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:08.646418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:08.647000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:08.647208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:08.647600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.649553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:08.651310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.711380] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:08.745085] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:08.759330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:08.783921] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:11:08.784168] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:11:08.785543] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:08.785692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:08.790432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:08.792188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:08.792735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:08.793173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:08.794086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:08.796423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.800292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:08.801429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:08.802709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:08.804819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.818065] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -2.32% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-11-27T20:11:08.818348] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:11:08.819173] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:08.819302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:08.821696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:08.903506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:08.904366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:08.906073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:08.926771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:08.927962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:08.930811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:09.044361] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:11:09.147484] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:09.217160] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:09.234723] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:11:09.265182] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:11:09.281119] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -6.06% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:11:09.281422] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:11:09.282492] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:09.282670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:09.284450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:09.285050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:09.285538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:09.313678] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:09.398007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:09.398229] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:09.400269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:09.402085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:09.407434] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.67% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-11-27T20:11:09.407721] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:09.408612] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:09.408741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:09.413844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:09.415777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:09.416337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:09.416879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:09.430399] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:09.468382] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:11:09.468672] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:11:09.469519] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:09.469669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:09.474696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:09.476640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:09.477193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:09.477666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:09.478664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:09.481127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:09.502776] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:11:09.503040] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:11:09.503899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:09.504038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:09.506478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:09.527137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:09.568169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:09.569124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:09.570310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:09.572349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:09.594135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:09.595247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:09.597054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:09.614549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:09.615640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:09.618519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:09.727810] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:11:09.888041] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:09.918019] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:09.937277] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:11:09.947633] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.17% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:11:09.947780] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:11:09.948668] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:09.948798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:09.950469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:09.951035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:09.951492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:09.955694] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:11:10.055344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:10.057314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:10.059020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.099781] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:10.108786] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:10.123777] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:10.179131] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:11:10.179386] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:11:10.180221] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:10.180347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:10.185250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:10.187071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:10.187630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:10.188077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:10.189022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:10.191761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.195605] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-11-27T20:11:10.195859] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:10.196683] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:10.196751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:10.196659] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:11:10.196962] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:11:10.197900] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:10.198045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:10.200644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.203455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:10.205849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:10.206429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:10.207045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.302769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:10.303895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:10.305890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.310531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:10.310738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:10.311828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:10.314759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.349318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:10.350023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:10.351225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:10.353206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.384034] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:11:10.546058] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:10.604955] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-11-27T20:11:10.605219] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:11:10.606447] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:10.606599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:10.608282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:10.608862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:10.609320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.642548] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:11:10.647667] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:11:10.675198] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:10.712245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:10.714375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:10.716109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.810013] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:10.810370] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:10.836589] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:10.877468] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-11-27T20:11:10.877744] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:11:10.878606] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:10.878731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:10.881607] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -3.26% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-27T20:11:10.881881] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:11:10.882700] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:10.882827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:10.883504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:10.885143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.885339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:10.885913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:10.886374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:10.887300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:10.889911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.928941] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-11-27T20:11:10.929188] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:10.930015] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:10.930139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:10.934852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:10.936633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:10.937170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:10.937696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:10.988771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:10.989818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:10.992559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:10.995882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:10.997089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:10.999000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.042451] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:11:11.049824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:11.091878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:11.092764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:11.093951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:11.096071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.206108] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:11.265369] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-11-27T20:11:11.265652] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:11:11.266448] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:11.266603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:11.268278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:11.268859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:11.269321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:11.320624] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:11:11.358279] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:11:11.380166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:11.382426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:11.384212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.456503] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:11.486847] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:11.526640] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:11.558708] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-27T20:11:11.558969] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:11:11.559794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:11.559923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:11.562236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:11.594854] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:11:11.595112] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:11:11.595951] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:11.596077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:11.601019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:11.602880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:11.603427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:11.603897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:11.604898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:11.607324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:11.630669] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:11.664033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:11.665039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:11.667811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.710679] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:11:11.717369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:11.718485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:11.720327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.728866] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -4.37% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-11-27T20:11:11.729128] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:11.729988] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:11.730117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:11.735113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:11.737077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:11.737615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:11.738069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:11.857548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:11.875611] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:11.898436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:11.899303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:11.900535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:11.902678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:11.935456] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -2.92% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-11-27T20:11:11.935712] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:11:11.936526] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:11.936687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:11.938399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:11.938978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:11.939441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:12.028950] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:11:12.043862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:12.045987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:12.047669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:12.060898] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:11:12.208030] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:12.257191] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:12.264847] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:12.280182] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-11-27T20:11:12.280460] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:11:12.281298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:12.281430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:12.283857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:12.334382] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:11:12.334657] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:11:12.335488] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:12.335634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:12.340621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:12.342459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:12.343015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:12.343484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:12.344420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:12.346947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:12.376806] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:11:12.390566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:12.391823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:12.395179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:12.422528] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:12.454723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:12.455732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:12.457560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:12.519401] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.67% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:11:12.519585] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:12.520428] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:12.520612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:12.525756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:12.527704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:12.528275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:12.528807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:12.540901] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:12.600948] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-27T20:11:12.601216] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:11:12.602045] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:12.602174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:12.603854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:12.604420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:12.604902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:12.643262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:12.684295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:12.685319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:11:12.686623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:11:12.688726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:12.709093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:12.711270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:12.713059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:12.755095] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:11:12.796494] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:11:12.924172] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:12.968066] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:12.992011] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-11-27T20:11:12.992278] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:11:12.993103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:12.993232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:12.995540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:13.037991] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -4.31% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:11:13.038289] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:11:13.039163] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:13.039300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:13.040530] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:13.043428] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:11:13.044230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:13.046173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:13.046791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:13.047256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:13.048256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:13.050908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:13.097243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:13.098141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:13.100861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:13.154531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:13.155651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:13.157460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:13.208115] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:13.211340] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:13.265260] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-27T20:11:13.265517] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:11:13.266337] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:13.266485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:13.268188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:13.268761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:13.269213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:13.308431] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.45% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-11-27T20:11:13.377958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:13.380476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:13.382437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:13.430120] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:11:13.491176] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.16%, Actual: 0.28%
[2025-11-27T20:11:13.503484] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:11:13.595192] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:13.665002] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-11-27T20:11:13.670169] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.48%, Actual: 0.97%
[2025-11-27T20:11:13.671445] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:13.743165] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 3.64% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-11-27T20:11:13.743451] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:11:13.744338] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:13.744469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:13.749502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:13.751552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:13.752455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:13.752301] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:11:13.753285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:13.754681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:13.758145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:13.833201] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 2.34%, Actual: 0.07%
[2025-11-27T20:11:13.855834] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.99%, Actual: 0.27%
[2025-11-27T20:11:13.878600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:13.879714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:13.881537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:13.945657] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:13.996828] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 1.48%, Actual: 1.33%
[2025-11-27T20:11:14.009726] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 0.2s | Global ETA: N/A
[2025-11-27T20:11:14.035550] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 1.51%
[2025-11-27T20:11:14.161777] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -2.32%, Actual: 1.61%
[2025-11-27T20:11:14.189667] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.89%, Actual: 1.38%
[2025-11-27T20:11:14.212710] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:11:14.214594] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.10%
[2025-11-27T20:11:14.325906] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.83%
[2025-11-27T20:11:14.357266] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.90%, Actual: 2.28%
[2025-11-27T20:11:14.376384] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:14.393140] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 1.34%
[2025-11-27T20:11:14.442886] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.52% | Symbol ETA: 0.4s | Global ETA: N/A
[2025-11-27T20:11:14.488611] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.03%
[2025-11-27T20:11:14.523437] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.06%, Actual: 1.44%
[2025-11-27T20:11:14.561862] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 2.27%
[2025-11-27T20:11:14.607086] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.62%, Actual: 2.81%
[2025-11-27T20:11:14.652138] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -3.26%, Actual: 1.01%
[2025-11-27T20:11:14.687864] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 0.61%
[2025-11-27T20:11:14.725099] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -4.37%, Actual: 0.75%
[2025-11-27T20:11:14.773197] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 0.76%, Actual: 3.56%
[2025-11-27T20:11:14.821003] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.14%
[2025-11-27T20:11:14.853919] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.72%
[2025-11-27T20:11:14.889669] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.67%, Actual: 1.67%
[2025-11-27T20:11:14.944164] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 2.95%
[2025-11-27T20:11:14.987067] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 2.50%
[2025-11-27T20:11:15.022467] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 1.12%
[2025-11-27T20:11:15.053007] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 0.48%
[2025-11-27T20:11:15.053351] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 30.5375%
[2025-11-27T20:11:15.053498] [INFO ] [main      ] CBSH: DISCARDED add_volatility_state_percentiles (score: 30.54%)
[2025-11-27T20:11:15.053615] [INFO ] [main      ] CBSH: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:11:15.053707] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_volume_dispersion']
[2025-11-27T20:11:15.053802] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:15.065260] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:15.065812] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:15.066751] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:15.066871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:15.071601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:15.073402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:15.073961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:15.074457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:15.114960] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 0.76%
[2025-11-27T20:11:15.154329] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 0.24%
[2025-11-27T20:11:15.179920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:15.193223] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -2.92%, Actual: 4.80%
[2025-11-27T20:11:15.217874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:15.218836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:15.220289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:15.282981] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 5.38%
[2025-11-27T20:11:15.323168] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -2.16%, Actual: 0.37%
[2025-11-27T20:11:15.323560] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 42.3999%
[2025-11-27T20:11:15.323742] [INFO ] [main      ] AAPD: DISCARDED add_volume_flow_differentials (score: 42.40%)
[2025-11-27T20:11:15.323848] [INFO ] [main      ] AAPD: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:11:15.323955] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_volume_pressure_into_close']
[2025-11-27T20:11:15.324064] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:11:15.337821] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:15.338605] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:11:15.339597] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:15.339727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:15.342206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:15.357127] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.06%
[2025-11-27T20:11:15.448868] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 1.69%
[2025-11-27T20:11:15.453146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:15.454380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:15.456220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:15.524538] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 1.68%
[2025-11-27T20:11:15.545855] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:15.658504] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 6.99%
[2025-11-27T20:11:15.690717] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.10%
[2025-11-27T20:11:15.690970] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 45.9373%
[2025-11-27T20:11:15.691194] [INFO ] [main      ] ABUS: DISCARDED add_volume_zscore (score: 45.94%)
[2025-11-27T20:11:15.691304] [INFO ] [main      ] ABUS: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:11:15.691403] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_vwap_deviations']
[2025-11-27T20:11:15.691504] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:11:15.702566] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:15.703227] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 2
[2025-11-27T20:11:15.704143] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:15.704273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:15.706007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:15.706611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:15.707073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:15.708564] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:15.786489] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:11:15.801061] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.01% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-11-27T20:11:15.801216] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:15.802072] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:15.802265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:15.807100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:15.808952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:15.809502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:15.810026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:15.817656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:15.820654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:15.826719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:15.856305] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -4.31%, Actual: 1.36%
[2025-11-27T20:11:15.917943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:15.956764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:15.957569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:15.959030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:15.961679] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:16.025376] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.64%, Actual: 2.23%
[2025-11-27T20:11:16.035296] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:11:16.035611] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:11:16.036553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:16.036718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:16.039374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.153784] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-24
[2025-11-27T20:11:16.156542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:16.157847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:16.159941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:16.192394] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.52%, Actual: 2.59%
[2025-11-27T20:11:16.192785] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 40.0371%
[2025-11-27T20:11:16.192901] [INFO ] [main      ] AFCG: DISCARDED add_volume_pressure_into_close (score: 40.04%)
[2025-11-27T20:11:16.193013] [INFO ] [main      ] AFCG: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:11:16.193119] [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_overnight_gap_mag', 'add_volume_zscore']
[2025-11-27T20:11:16.193227] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:11:16.206567] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:16.207322] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:11:16.208340] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:16.208482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:16.213289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:16.215251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:16.215877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:16.216339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:16.217290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:16.219826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.289830] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:16.317274] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:16.330523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:16.331725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:16.333461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:16.378810] [INFO ] [main      ] ABUS: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:11:16.378955] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 3
[2025-11-27T20:11:16.379731] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:16.379814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:16.381420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:16.382040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:16.382497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.451054] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:16.487389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:16.489722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:16.495444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:16.533395] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:11:16.540617] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-11-27T20:11:16.540857] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:16.541665] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:16.541788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:16.546436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:16.548204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:16.548755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:16.549244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.652731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:16.675952] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:11:16.689469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:16.690198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:16.691592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:16.704791] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:16.774265] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-11-27T20:11:16.774540] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:11:16.775377] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:16.775507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:16.777864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.822001] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-21
[2025-11-27T20:11:16.840922] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:16.881620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:16.882790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:16.884566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:16.910641] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -2.61% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-11-27T20:11:16.910918] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:11:16.911775] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:16.911905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:16.916700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:16.918636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:16.919199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:16.919673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:16.920604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:16.922989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:16.986281] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:17.014773] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:17.027383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:17.028502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:17.030294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.048794] [INFO ] [main      ] ABUS: Lookback Days: 3, Magnitude: 7.88% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:11:17.049079] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 4
[2025-11-27T20:11:17.049922] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:17.050053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:17.051769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:17.052339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:17.052812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:17.157059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:17.159558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:17.165411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.176114] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:17.264971] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-11-27T20:11:17.265105] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:17.265876] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:17.265947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:17.270141] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:11:17.270605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:17.272295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:17.272919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:17.273413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:17.367386] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:11:17.377284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:17.413880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:17.414569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:17.415933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.438192] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:17.495334] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-20
[2025-11-27T20:11:17.508320] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-11-27T20:11:17.508601] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:11:17.509422] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:17.509551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:17.511895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:17.545027] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:17.618307] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:11:17.618622] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:11:17.619506] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:17.619647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:17.622153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:17.623223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:17.624744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:17.625069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.626637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:17.627238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:17.627742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:17.628711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:17.631231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:17.658962] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:17.720873] [INFO ] [main      ] ABUS: Lookback Days: 4, Magnitude: -5.89% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:11:17.721153] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 5
[2025-11-27T20:11:17.721987] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:17.722123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:17.723844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:17.724416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:17.724894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:17.739418] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:17.746673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:17.747707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:17.749725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.828231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:17.830687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:17.836379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:17.914221] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:17.966215] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:11:18.001924] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:11:18.002173] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:18.002984] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:18.003109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:18.007786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:18.009587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:18.010115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:18.010623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.114669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:18.123188] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:11:18.146151] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:18.151514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:18.152269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:18.153639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:18.165440] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-19
[2025-11-27T20:11:18.233533] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.51% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-11-27T20:11:18.233769] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:11:18.234854] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:18.235091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:18.237950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.292738] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:18.334612] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:18.347486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:18.348768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:18.350610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:18.361918] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -4.73% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-11-27T20:11:18.362186] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:11:18.363014] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:18.363138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:18.367897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:18.369727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:18.370286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:18.370761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:18.371680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:18.374101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.395977] [INFO ] [main      ] ABUS: Lookback Days: 5, Magnitude: -1.56% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-11-27T20:11:18.396262] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 6
[2025-11-27T20:11:18.397101] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:18.397232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:18.399739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:18.400549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:18.401062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.478060] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:18.480251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:18.481359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:18.483201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:18.510792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:18.513261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:18.519154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:18.639203] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:18.681117] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:11:18.729683] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-11-27T20:11:18.729947] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:18.730783] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:18.730905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:18.735562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:18.737312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:18.737859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:18.738408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.817601] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:11:18.842069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:18.846153] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:18.859255] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-18
[2025-11-27T20:11:18.878911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:18.879651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:18.881012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:18.916057] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-11-27T20:11:18.916344] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:11:18.917168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:18.917297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:18.919771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:18.981170] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:19.023428] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:19.027412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:19.028710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:19.030554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.050434] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: 8.80% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-11-27T20:11:19.050712] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:11:19.051546] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:19.051692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:19.056521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:19.058354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:19.058927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:19.059386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:19.060315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:19.062776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.084123] [INFO ] [main      ] ABUS: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-11-27T20:11:19.084275] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 7
[2025-11-27T20:11:19.085098] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:19.085310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:19.087069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:19.087658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:19.088146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.169777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:19.170609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:19.172271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.199503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:19.201838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:19.207693] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:19.207945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.362834] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:11:19.369884] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:19.456261] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:11:19.456512] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:19.457362] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:19.457485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:19.462177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:19.463939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:19.464466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:19.464976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.516180] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:11:19.527387] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:19.539497] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-17
[2025-11-27T20:11:19.567411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:19.596335] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-11-27T20:11:19.596636] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:11:19.597431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:19.597563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:19.600017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.604212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:19.604936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:19.606286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.697089] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:19.706141] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:19.711276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:19.712503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:19.714436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.767403] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-11-27T20:11:19.767711] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:11:19.768523] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:19.768691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:19.769065] [INFO ] [main      ] ABUS: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-11-27T20:11:19.769341] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 8
[2025-11-27T20:11:19.770189] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:19.770335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:19.772163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:19.772776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:19.773243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.773406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:19.775221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:19.775793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:19.776237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:19.777141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:19.779507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:19.881826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:19.882861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:19.883740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:19.884608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.886249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:19.892203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:19.934168] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:20.048946] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:11:20.097057] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:20.184701] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:11:20.184950] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:20.185763] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:20.185886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:20.190534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:20.192280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:20.192834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:20.193321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:20.212383] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:20.220867] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:11:20.222671] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-14
[2025-11-27T20:11:20.280291] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-11-27T20:11:20.280432] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:11:20.281201] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:20.281289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:20.283564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:20.296138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:20.333115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:20.333888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:20.335285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:20.386321] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:20.390345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:20.391495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:20.393295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:20.398007] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:20.449790] [INFO ] [main      ] ABUS: Lookback Days: 8, Magnitude: -3.33% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-11-27T20:11:20.450061] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 9
[2025-11-27T20:11:20.450986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:20.451122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:20.452897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:20.453483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:20.454013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:20.469987] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -2.32% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-11-27T20:11:20.470259] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:11:20.471210] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:20.471336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:20.476764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:20.478700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:20.479210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:20.479701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:20.480637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:20.483178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:20.569922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:20.572344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:20.578668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:20.599655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:20.600738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:20.602566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:20.664325] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:20.723746] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:11:20.826843] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:20.898279] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:20.914420] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.64% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:11:20.914694] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:20.915485] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:20.915563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:20.920244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:20.922018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:20.922491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:20.922993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:20.932110] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-13
[2025-11-27T20:11:20.948711] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:11:20.966107] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-11-27T20:11:20.966374] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:11:20.967243] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:20.967370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:20.969731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.024748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:21.061469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:21.062292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:21.063697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.071155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:21.072210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:21.074382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.110481] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:21.114707] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:21.173804] [INFO ] [main      ] ABUS: Lookback Days: 9, Magnitude: -0.83% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-11-27T20:11:21.174062] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 10
[2025-11-27T20:11:21.174976] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:21.175110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:21.176969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:21.177539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:21.178047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.181007] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-11-27T20:11:21.181263] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:11:21.182101] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:21.182224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:21.187211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:21.189151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:21.189733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:21.190200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:21.191150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:21.193657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.293048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:21.295340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:21.301354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.301642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:21.302654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:21.304557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.392461] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:21.405310] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:11:21.556844] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:21.572086] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:21.636530] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:11:21.640538] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-11-27T20:11:21.640813] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:11:21.641628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:21.641754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:21.644062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.645129] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.94% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-11-27T20:11:21.645384] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:21.646199] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:21.646323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:21.651015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:21.652810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:21.653333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:21.653840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.659613] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-12
[2025-11-27T20:11:21.745312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:21.746193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:21.747871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.757034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:21.794795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:21.795892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:11:21.797397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.802214] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:21.832807] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:21.872322] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-11-27T20:11:21.872591] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:11:21.873391] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:21.873516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:21.878212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:21.879968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:21.880515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:21.880979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:21.881895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:21.884262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.890839] [INFO ] [main      ] ABUS: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-11-27T20:11:21.891112] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 11
[2025-11-27T20:11:21.891933] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:11:21.892062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:21.893738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:21.894290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:21.894764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:21.986977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:21.988015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:21.989773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:21.995101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:11:21.997188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:22.002905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:22.077165] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:11:22.125403] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:22.244657] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:22.289893] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:22.316438] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:11:22.317559] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 0.3s | Global ETA: N/A
[2025-11-27T20:11:22.325986] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-11
[2025-11-27T20:11:22.377666] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.30% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-11-27T20:11:22.483646] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:22.488566] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: -0.39%, Actual: 0.07%
[2025-11-27T20:11:22.489129] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:22.545295] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.01%, Actual: 0.28%
[2025-11-27T20:11:22.547244] [INFO ] [main      ] ABUS: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 0.0s | Global ETA: N/A
[2025-11-27T20:11:22.552491] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-11-27T20:11:22.552774] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:11:22.553631] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:22.553753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:22.558479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:22.560284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:22.560843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:22.561297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:22.562247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:22.564653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:22.658346] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: 0.60%, Actual: 1.33%
[2025-11-27T20:11:22.672786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:22.673894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:22.675734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:22.712545] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -0.56%, Actual: 1.38%
[2025-11-27T20:11:22.716717] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.08%, Actual: 0.97%
[2025-11-27T20:11:22.825290] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.69%, Actual: 1.61%
[2025-11-27T20:11:22.876630] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 7.88%, Actual: 2.28%
[2025-11-27T20:11:22.882164] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.69%, Actual: 0.27%
[2025-11-27T20:11:22.995348] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 0.83%
[2025-11-27T20:11:23.008010] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:11:23.039125] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -5.89%, Actual: 1.44%
[2025-11-27T20:11:23.046527] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.51%
[2025-11-27T20:11:23.158626] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.94%, Actual: 1.03%
[2025-11-27T20:11:23.174851] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:23.200174] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -1.56%, Actual: 0.61%
[2025-11-27T20:11:23.208135] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.43%, Actual: 1.10%
[2025-11-27T20:11:23.242056] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.71% | Symbol ETA: 0.2s | Global ETA: N/A
[2025-11-27T20:11:23.322362] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 1.01%
[2025-11-27T20:11:23.362520] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.72%
[2025-11-27T20:11:23.371561] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 1.34%
[2025-11-27T20:11:23.406474] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -2.61%, Actual: 2.81%
[2025-11-27T20:11:23.488106] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.14%
[2025-11-27T20:11:23.525478] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 1.12%
[2025-11-27T20:11:23.535087] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 2.27%
[2025-11-27T20:11:23.571000] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.83%, Actual: 3.56%
[2025-11-27T20:11:23.653284] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 2.50%
[2025-11-27T20:11:23.689614] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -3.33%, Actual: 4.80%
[2025-11-27T20:11:23.700408] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.64%, Actual: 0.75%
[2025-11-27T20:11:23.738039] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -4.73%, Actual: 2.95%
[2025-11-27T20:11:23.818712] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.59%, Actual: 0.24%
[2025-11-27T20:11:23.854022] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.06%
[2025-11-27T20:11:23.866663] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.94%, Actual: 1.67%
[2025-11-27T20:11:23.923203] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: 8.80%, Actual: 0.76%
[2025-11-27T20:11:23.997433] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.37%
[2025-11-27T20:11:23.997832] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.5498%
[2025-11-27T20:11:23.998012] [INFO ] [main      ] AAPD: DISCARDED add_volume_pressure_into_close (score: 37.55%)
[2025-11-27T20:11:23.998141] [INFO ] [main      ] AAPD: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:11:23.998247] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_volume_zscore']
[2025-11-27T20:11:23.998351] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:11:24.017807] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 1.68%
[2025-11-27T20:11:24.031603] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.48%
[2025-11-27T20:11:24.031804] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 36.0283%
[2025-11-27T20:11:24.031891] [INFO ] [main      ] CBSH: DISCARDED add_volume_dispersion (score: 36.03%)
[2025-11-27T20:11:24.032124] [INFO ] [main      ] CBSH: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:11:24.032164] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_volume_flow_differentials']
[2025-11-27T20:11:24.032224] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:24.076818] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:24.077219] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:24.078078] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:24.078173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:24.079443] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:24.080026] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:11:24.080884] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:24.080978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:24.082950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:24.083471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:24.084720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:24.085217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:24.085679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:24.092285] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 5.38%
[2025-11-27T20:11:24.182539] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.10%
[2025-11-27T20:11:24.182787] [INFO ] [main      ] ABUS: Magnitude Forecast Confidence: 36.4007%
[2025-11-27T20:11:24.182881] [INFO ] [main      ] ABUS: DISCARDED add_vwap_deviations (score: 36.40%)
[2025-11-27T20:11:24.182924] [INFO ] [main      ] ABUS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:11:24.182957] [INFO ] [main      ] ABUS: Best accuracy: 54.70%
[2025-11-27T20:11:24.182993] [INFO ] [main      ] ABUS: Best feature set (5 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity']
[2025-11-27T20:11:24.183027] [INFO ] [main      ] ABUS: Improvement over baseline: 15.96%
[2025-11-27T20:11:24.183057] [INFO ] [main      ] ABUS: Total time: 7.3 minutes
[2025-11-27T20:11:24.183085] [INFO ] [main      ] ABUS: Average time per feature: 8.4 seconds
[2025-11-27T20:11:24.183113] [INFO ] [main      ] ABUS: Average speed: 0.12 features/sec
[2025-11-27T20:11:24.189816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:24.190940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:24.192202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:24.193084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:24.230627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:24.231293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:24.233970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:24.262222] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -2.32%, Actual: 1.69%
[2025-11-27T20:11:24.354762] [DEBUG] [METRICS   ] ABUS: 2025-11-25:2025-11-26: Predicted: -1.37%, Actual: 1.38%
[2025-11-27T20:11:24.430266] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 6.99%
[2025-11-27T20:11:24.526629] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:11:24.533379] [DEBUG] [METRICS   ] ABUS: 2025-11-24:2025-11-25: Predicted: 8.00%, Actual: 2.28%
[2025-11-27T20:11:24.565250] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:24.601653] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.36%
[2025-11-27T20:11:24.691095] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:24.707824] [DEBUG] [METRICS   ] ABUS: 2025-11-21:2025-11-24: Predicted: -6.59%, Actual: 1.44%
[2025-11-27T20:11:24.730185] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:24.760759] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.59% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-11-27T20:11:24.761024] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:11:24.761906] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:24.762038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:24.764444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:24.768448] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 2.23%
[2025-11-27T20:11:24.825325] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-11-27T20:11:24.825590] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:24.826384] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:24.826507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:24.831264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:24.833016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:24.833537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:24.834045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:24.882907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:24.884306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:24.884844] [DEBUG] [METRICS   ] ABUS: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.61%
[2025-11-27T20:11:24.886307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:24.936945] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.71%, Actual: 2.59%
[2025-11-27T20:11:24.937285] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 42.3444%
[2025-11-27T20:11:24.937434] [INFO ] [main      ] AFCG: DISCARDED add_volume_zscore (score: 42.34%)
[2025-11-27T20:11:24.937533] [INFO ] [main      ] AFCG: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:11:24.937644] [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_overnight_gap_mag', 'add_vwap_deviations']
[2025-11-27T20:11:24.937740] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:11:24.940038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:24.950719] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:24.951338] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 2
[2025-11-27T20:11:24.952210] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:24.952379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:24.957036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:24.958847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:24.959393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:24.959866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:24.960771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:24.963102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:24.979949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:24.981050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:24.983954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:25.061402] [DEBUG] [METRICS   ] ABUS: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 0.72%
[2025-11-27T20:11:25.071331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:25.072534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:25.078758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:25.238061] [DEBUG] [METRICS   ] ABUS: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 1.12%
[2025-11-27T20:11:25.241157] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:11:25.323298] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:25.408670] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-24
[2025-11-27T20:11:25.419486] [DEBUG] [METRICS   ] ABUS: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 4.80%
[2025-11-27T20:11:25.420160] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:25.489326] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:25.493495] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -3.85% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-11-27T20:11:25.493793] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:11:25.494675] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:25.494807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:25.497405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:25.573171] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:25.584107] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-11-27T20:11:25.584359] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:25.585169] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:25.585295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:25.590007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:25.591786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:25.592327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:25.592899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:25.596865] [DEBUG] [METRICS   ] ABUS: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.06%
[2025-11-27T20:11:25.613100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:25.614253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:25.616291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:25.643352] [INFO ] [main      ] AFCG: Lookback Days: 2, Magnitude: -1.91% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-11-27T20:11:25.643629] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 3
[2025-11-27T20:11:25.644535] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:25.644677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:25.649743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:25.651566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:25.652120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:25.652569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:25.653474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:25.655842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:25.704077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:25.743607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:25.744752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:25.747623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:25.764732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:25.765724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:25.771529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:25.774833] [DEBUG] [METRICS   ] ABUS: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 1.68%
[2025-11-27T20:11:25.947373] [DEBUG] [METRICS   ] ABUS: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.10%
[2025-11-27T20:11:25.948088] [INFO ] [LOCAL     ] Saved configuration for ABUS: 5 features, 54.70% accuracy -> ./output/feature-sets/ABUS.json
[2025-11-27T20:11:25.950522] [INFO ] [main      ] Progress: 1/10 symbols completed (10.0%). ABUS finished in 7m 27s. ETA: 1h 7m 1s. Rate: 0.13 symbols/min
[2025-11-27T20:11:25.953016] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:25.965046] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:25.965831] [INFO ] [main      ] COYA: Testing with 53 available features
[2025-11-27T20:11:25.965950] [INFO ] [main      ] COYA: Establishing baseline with no features...
[2025-11-27T20:11:25.966055] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:25.968430] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:11:25.976914] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:25.977334] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:11:25.978212] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:26.081202] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:26.108349] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-21
[2025-11-27T20:11:26.142157] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:26.217474] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 5.2s | Global ETA: 1h 7m 3s
[2025-11-27T20:11:26.217627] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:11:26.218531] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:26.218742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:26.221264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:26.250051] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:26.277170] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:26.306283] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:11:26.341867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:26.342968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:26.344952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:26.347815] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 5.8s | Global ETA: 1h 7m 4s
[2025-11-27T20:11:26.348043] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:26.348921] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:26.349050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:26.349988] [INFO ] [main      ] AFCG: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 5.6s | Global ETA: 1h 7m 4s
[2025-11-27T20:11:26.350224] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 4
[2025-11-27T20:11:26.351087] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:26.351215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:26.355506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:26.357057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:26.358741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:26.359934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:26.360623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:26.360663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:26.361119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:26.361175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:26.362142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:26.364633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:26.471778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:26.472968] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:26.478700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:26.479751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:26.485934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:26.510835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:26.511615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:26.514374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:26.534913] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.75%
[2025-11-27T20:11:26.535219] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:11:26.536002] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:26.701091] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:11:26.822267] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-20
[2025-11-27T20:11:26.849622] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:26.861333] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:11:26.875241] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:26.947616] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.84% | Symbol ETA: 4.5s | Global ETA: 1h 7m 10s
[2025-11-27T20:11:26.947878] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:11:26.948810] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:26.948945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:26.951338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:26.987923] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:27.013814] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:27.022950] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:27.057782] [INFO ] [main      ] AFCG: Lookback Days: 4, Magnitude: -3.00% | Symbol ETA: 4.9s | Global ETA: 1h 7m 11s
[2025-11-27T20:11:27.058046] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 5
[2025-11-27T20:11:27.058892] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:27.059017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:27.063727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:27.065480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:27.066051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:27.066513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:27.066699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:27.067424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:27.067737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:27.069565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:27.069837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:27.083849] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.04%
[2025-11-27T20:11:27.084145] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:11:27.084980] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:27.107916] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 5.1s | Global ETA: 1h 7m 11s
[2025-11-27T20:11:27.108184] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:27.109031] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:27.109156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:27.113830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:27.115587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:27.116108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:27.116607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:27.178020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:27.179185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:27.185296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:27.221155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:27.259051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:27.259813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:27.262482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:27.413261] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:11:27.421743] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:11:27.523911] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-19
[2025-11-27T20:11:27.577688] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:27.597880] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:27.602046] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:27.638917] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.90%
[2025-11-27T20:11:27.639253] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:11:27.640096] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:27.675339] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -2.67% | Symbol ETA: 3.8s | Global ETA: 1h 7m 16s
[2025-11-27T20:11:27.675498] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:11:27.676392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:27.676463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:27.679207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:27.695474] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:27.764405] [INFO ] [main      ] AFCG: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 4.2s | Global ETA: 1h 7m 17s
[2025-11-27T20:11:27.764668] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 6
[2025-11-27T20:11:27.765479] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:27.765351] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:27.765619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:27.770366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:27.772170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:27.772731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:27.773195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:27.774156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:27.776546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:27.795672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:27.796688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:27.798543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:27.859037] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 4.3s | Global ETA: 1h 7m 18s
[2025-11-27T20:11:27.859302] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:27.860162] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:27.860286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:27.865050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:27.866825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:27.867415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:27.867926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:27.884437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:27.885424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:27.891512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:27.970896] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:11:27.971908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:28.008943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:28.009902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:28.012710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:28.136703] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:28.148337] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:11:28.202906] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.04%
[2025-11-27T20:11:28.203217] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:11:28.204076] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:28.229482] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-18
[2025-11-27T20:11:28.324028] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:28.350172] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:28.395608] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -2.00% | Symbol ETA: 3.0s | Global ETA: 1h 7m 23s
[2025-11-27T20:11:28.395761] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:11:28.396734] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:28.396863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:28.398410] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:28.399344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:28.468406] [INFO ] [main      ] AFCG: Lookback Days: 6, Magnitude: 3.36% | Symbol ETA: 3.5s | Global ETA: 1h 7m 23s
[2025-11-27T20:11:28.468706] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 7
[2025-11-27T20:11:28.469587] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:28.469711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:28.474642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:28.476622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:28.477208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:28.477678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:28.478702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:28.481163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:28.514677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:28.515331] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:28.515869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:28.517697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:28.534818] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:11:28.591474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:28.592592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:28.598434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:28.608905] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 3.6s | Global ETA: 1h 7m 25s
[2025-11-27T20:11:28.609170] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:28.609986] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:28.610109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:28.614785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:28.616527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:28.617071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:28.617565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:28.699566] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:28.722823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:28.760227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:28.760471] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 11.10%
[2025-11-27T20:11:28.760802] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:11:28.761078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:28.761676] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:28.764016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:28.851504] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:11:28.989463] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-17
[2025-11-27T20:11:29.015960] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:29.085888] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 2.3s | Global ETA: 1h 7m 29s
[2025-11-27T20:11:29.086159] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:11:29.086996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:29.087123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:29.089525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:29.095058] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:11:29.099427] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:29.161538] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:29.192341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:29.193449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:29.195240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:29.230270] [INFO ] [main      ] AFCG: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 2.9s | Global ETA: 1h 7m 30s
[2025-11-27T20:11:29.230543] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 8
[2025-11-27T20:11:29.231420] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:29.231543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:29.236387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:29.238475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:29.239106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:29.239505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:29.240433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:29.242863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:29.261310] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:29.264993] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:29.322058] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.16%
[2025-11-27T20:11:29.322349] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:11:29.323134] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:29.346440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:29.347458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:29.353187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:29.356085] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 2.8s | Global ETA: 1h 7m 31s
[2025-11-27T20:11:29.356349] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:29.357174] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:29.357300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:29.362079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:29.363886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:29.364403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:29.364912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:29.467334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:29.504752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:29.505772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:29.508533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:29.521561] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:11:29.649172] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:11:29.685194] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-14
[2025-11-27T20:11:29.685824] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:29.754810] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 1.6s | Global ETA: 1h 7m 35s
[2025-11-27T20:11:29.755075] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:11:29.755911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:29.756038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:29.759075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:29.814143] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:29.849780] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:29.853854] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:29.875022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:29.875272] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.31%
[2025-11-27T20:11:29.875603] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:11:29.876191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:29.876457] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:29.878253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:29.917722] [INFO ] [main      ] AFCG: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 2.1s | Global ETA: 1h 7m 36s
[2025-11-27T20:11:29.917981] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 9
[2025-11-27T20:11:29.918810] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:29.918935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:29.923662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:29.925403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:29.925966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:29.926412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:29.927350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:29.929805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:30.027294] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:30.032691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:30.033671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:30.039410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:30.121771] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.40% | Symbol ETA: 2.1s | Global ETA: 1h 7m 38s
[2025-11-27T20:11:30.122213] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:30.123265] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:30.123391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:30.129128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:30.130970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:30.131729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:30.132233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:30.205269] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:11:30.226379] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:11:30.239006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:30.276278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:30.277012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:30.279774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:30.369040] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:30.373288] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-13
[2025-11-27T20:11:30.398970] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:30.435093] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.75%
[2025-11-27T20:11:30.435425] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:11:30.436281] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:30.467365] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 0.9s | Global ETA: 1h 7m 41s
[2025-11-27T20:11:30.467646] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:11:30.468494] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:30.468633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:30.470992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:30.539264] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:30.578793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:30.579887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:30.581757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:30.609137] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:30.610434] [INFO ] [main      ] AFCG: Lookback Days: 9, Magnitude: -4.69% | Symbol ETA: 1.4s | Global ETA: 1h 7m 43s
[2025-11-27T20:11:30.610593] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 10
[2025-11-27T20:11:30.611382] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:30.611504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:30.616186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:30.617963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:30.618523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:30.618984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:30.619884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:30.622299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:30.728622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:30.729613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:30.735360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:30.767376] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:11:30.772789] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:30.865195] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.83% | Symbol ETA: 1.3s | Global ETA: 1h 7m 45s
[2025-11-27T20:11:30.865432] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:30.866206] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:30.866329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:30.871119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:30.872886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:30.873428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:30.873938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:30.920709] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:11:30.931386] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:30.980018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:30.990377] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: 1.19%
[2025-11-27T20:11:30.990677] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:11:30.991494] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:31.018537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:31.019558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:11:31.022432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:31.067503] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-12
[2025-11-27T20:11:31.087320] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:31.157395] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 0.2s | Global ETA: 1h 7m 47s
[2025-11-27T20:11:31.231742] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:31.300426] [INFO ] [main      ] AFCG: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 0.7s | Global ETA: 1h 7m 49s
[2025-11-27T20:11:31.300665] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 11
[2025-11-27T20:11:31.301453] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:11:31.301598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:31.306526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:31.308359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:31.308919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:31.309362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:11:31.310254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:31.313070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:31.321924] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:11:31.325265] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.59%, Actual: 0.07%
[2025-11-27T20:11:31.365000] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:31.420485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:11:31.421397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:31.427381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:31.490135] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:31.499752] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -3.85%, Actual: 1.33%
[2025-11-27T20:11:31.533874] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:31.554386] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 1.25%
[2025-11-27T20:11:31.628507] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 0.5s | Global ETA: 1h 7m 52s
[2025-11-27T20:11:31.671685] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: 0.85%, Actual: 1.61%
[2025-11-27T20:11:31.724266] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.75%, Actual: 3.11%
[2025-11-27T20:11:31.767225] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-11
[2025-11-27T20:11:31.798050] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -0.44%, Actual: 0.28%
[2025-11-27T20:11:31.848559] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 0.83%
[2025-11-27T20:11:31.897509] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.04%, Actual: 1.88%
[2025-11-27T20:11:31.933895] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:31.966728] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -1.54%, Actual: 0.97%
[2025-11-27T20:11:32.001084] [INFO ] [main      ] AFCG: Lookback Days: 11, Magnitude: 7.07% | Symbol ETA: 0.0s | Global ETA: 1h 7m 55s
[2025-11-27T20:11:32.024978] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -2.67%, Actual: 1.03%
[2025-11-27T20:11:32.066725] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.90%, Actual: 2.24%
[2025-11-27T20:11:32.139429] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.00%, Actual: 0.27%
[2025-11-27T20:11:32.170367] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -1.91%, Actual: 2.81%
[2025-11-27T20:11:32.203553] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -2.00%, Actual: 1.01%
[2025-11-27T20:11:32.234748] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.04%, Actual: 1.37%
[2025-11-27T20:11:32.314395] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.65%, Actual: 1.51%
[2025-11-27T20:11:32.338262] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: -0.84%, Actual: 3.56%
[2025-11-27T20:11:32.377383] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.14%
[2025-11-27T20:11:32.399534] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 11.10%, Actual: 3.23%
[2025-11-27T20:11:32.488938] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.10%
[2025-11-27T20:11:32.504008] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -3.00%, Actual: 2.95%
[2025-11-27T20:11:32.554244] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 2.50%
[2025-11-27T20:11:32.565913] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.16%, Actual: 1.56%
[2025-11-27T20:11:32.662550] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 1.34%
[2025-11-27T20:11:32.668745] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 0.76%
[2025-11-27T20:11:32.729391] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 0.24%
[2025-11-27T20:11:32.733178] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 1.41%
[2025-11-27T20:11:32.834235] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 3.36%, Actual: 5.38%
[2025-11-27T20:11:32.837126] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 2.27%
[2025-11-27T20:11:32.897081] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.75%, Actual: 0.81%
[2025-11-27T20:11:32.904206] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.37%
[2025-11-27T20:11:32.904420] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 37.9907%
[2025-11-27T20:11:32.904512] [INFO ] [main      ] AAPD: DISCARDED add_volume_zscore (score: 37.99%)
[2025-11-27T20:11:32.904555] [INFO ] [main      ] AAPD: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:11:32.904611] [DEBUG] [main      ] Testing with features: ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps', 'add_vwap_deviations']
[2025-11-27T20:11:32.904677] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:11:32.918667] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:32.919247] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 2
[2025-11-27T20:11:32.920206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:32.920340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:32.923085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:33.002065] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.69%
[2025-11-27T20:11:33.011992] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 0.75%
[2025-11-27T20:11:33.037805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:33.039086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:33.045224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:33.063060] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: 1.19%, Actual: 1.30%
[2025-11-27T20:11:33.170872] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 6.99%
[2025-11-27T20:11:33.187144] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.83%, Actual: 1.67%
[2025-11-27T20:11:33.244659] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 1.93%
[2025-11-27T20:11:33.245025] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.6445%
[2025-11-27T20:11:33.245142] [INFO ] [main      ] COYA: Baseline score (no features): 39.6445%
[2025-11-27T20:11:33.245245] [INFO ] [main      ] COYA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:33.245343] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:11:33.245447] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:33.256224] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:33.256958] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:11:33.257885] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:33.258015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:33.262772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:33.342740] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -4.69%, Actual: 1.36%
[2025-11-27T20:11:33.362984] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -1.27%, Actual: 0.48%
[2025-11-27T20:11:33.363309] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 44.5654%
[2025-11-27T20:11:33.363460] [INFO ] [main      ] CBSH: DISCARDED add_volume_flow_differentials (score: 44.57%)
[2025-11-27T20:11:33.363585] [INFO ] [main      ] CBSH: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:11:33.363700] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_volume_pressure_into_close']
[2025-11-27T20:11:33.363820] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:33.375529] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:33.375955] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:33.376949] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:33.377035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:33.381991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:33.384043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:33.384607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:33.385149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:33.397832] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-24
[2025-11-27T20:11:33.502627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:33.511660] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 2.23%
[2025-11-27T20:11:33.545644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:33.546422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:33.548426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:33.588639] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:11:33.590614] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:33.666896] [INFO ] [main      ] AAPD: Lookback Days: 2, Magnitude: 1.73% | Symbol ETA: 6.7s | Global ETA: 1h 8m 10s
[2025-11-27T20:11:33.667179] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 3
[2025-11-27T20:11:33.668185] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:33.668321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:33.671005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:33.684310] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 7.07%, Actual: 2.59%
[2025-11-27T20:11:33.684699] [INFO ] [main      ] AFCG: Magnitude Forecast Confidence: 47.8571%
[2025-11-27T20:11:33.684874] [INFO ] [main      ] AFCG: DISCARDED add_vwap_deviations (score: 47.86%)
[2025-11-27T20:11:33.684993] [INFO ] [main      ] AFCG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:11:33.685085] [INFO ] [main      ] AFCG: Best accuracy: 65.17%
[2025-11-27T20:11:33.685189] [INFO ] [main      ] AFCG: Best feature set (8 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_overnight_gap_mag']
[2025-11-27T20:11:33.685291] [INFO ] [main      ] AFCG: Improvement over baseline: 20.56%
[2025-11-27T20:11:33.685378] [INFO ] [main      ] AFCG: Total time: 7.4 minutes
[2025-11-27T20:11:33.685463] [INFO ] [main      ] AFCG: Average time per feature: 8.6 seconds
[2025-11-27T20:11:33.685548] [INFO ] [main      ] AFCG: Average speed: 0.12 features/sec
[2025-11-27T20:11:33.755404] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:33.789569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:33.790838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:33.797086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:33.826049] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -2.99% | Symbol ETA: 5m 1s | Global ETA: 1h 8m 11s
[2025-11-27T20:11:33.826322] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:11:33.827166] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:33.827293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:33.832147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:33.854077] [DEBUG] [METRICS   ] AFCG: 2025-11-25:2025-11-26: Predicted: -3.91%, Actual: 2.81%
[2025-11-27T20:11:33.900847] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:34.022906] [DEBUG] [METRICS   ] AFCG: 2025-11-24:2025-11-25: Predicted: 2.17%, Actual: 3.56%
[2025-11-27T20:11:34.079144] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:34.151119] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-21
[2025-11-27T20:11:34.168792] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:11:34.175613] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 7.6s | Global ETA: 1h 8m 15s
[2025-11-27T20:11:34.175826] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:34.176678] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:34.176799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:34.181514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:34.183334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:34.183876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:34.184395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:34.193126] [DEBUG] [METRICS   ] AFCG: 2025-11-21:2025-11-24: Predicted: -2.75%, Actual: 2.95%
[2025-11-27T20:11:34.289196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:34.326612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:34.327526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:34.327859] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:34.329249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:34.333446] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:34.365474] [DEBUG] [METRICS   ] AFCG: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.76%
[2025-11-27T20:11:34.396857] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 5m 1s | Global ETA: 1h 8m 17s
[2025-11-27T20:11:34.397130] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:11:34.397942] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:34.398075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:34.403227] [INFO ] [main      ] AAPD: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 5.9s | Global ETA: 1h 8m 17s
[2025-11-27T20:11:34.403517] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 4
[2025-11-27T20:11:34.403849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:34.404424] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:34.404594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:34.407220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:34.523915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:34.525066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:34.531473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:34.538207] [DEBUG] [METRICS   ] AFCG: 2025-11-19:2025-11-20: Predicted: 4.92%, Actual: 5.38%
[2025-11-27T20:11:34.658369] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:34.706101] [DEBUG] [METRICS   ] AFCG: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.69%
[2025-11-27T20:11:34.737423] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:11:34.821369] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:34.876245] [DEBUG] [METRICS   ] AFCG: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 6.99%
[2025-11-27T20:11:34.889864] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-20
[2025-11-27T20:11:34.904269] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:34.912034] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 6.5s | Global ETA: 1h 8m 21s
[2025-11-27T20:11:34.912298] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:34.913121] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:34.913249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:34.917963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:34.919735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:34.920252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:34.920785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:34.970169] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.17% | Symbol ETA: 5m 1s | Global ETA: 1h 8m 22s
[2025-11-27T20:11:34.970430] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:11:34.971290] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:34.971417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:34.976222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:35.025389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:35.046126] [DEBUG] [METRICS   ] AFCG: 2025-11-14:2025-11-17: Predicted: -2.82%, Actual: 1.36%
[2025-11-27T20:11:35.064122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:35.064864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:35.066477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:35.067714] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:35.143100] [INFO ] [main      ] AAPD: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 5.2s | Global ETA: 1h 8m 23s
[2025-11-27T20:11:35.143393] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 5
[2025-11-27T20:11:35.144350] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:35.144485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:35.147068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:35.214426] [DEBUG] [METRICS   ] AFCG: 2025-11-13:2025-11-14: Predicted: 3.24%, Actual: 2.23%
[2025-11-27T20:11:35.266095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:35.267309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:35.273465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:35.315094] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:11:35.385421] [DEBUG] [METRICS   ] AFCG: 2025-11-12:2025-11-13: Predicted: 5.81%, Actual: 2.59%
[2025-11-27T20:11:35.386210] [INFO ] [LOCAL     ] Saved configuration for AFCG: 8 features, 65.17% accuracy -> ./output/feature-sets/AFCG.json
[2025-11-27T20:11:35.387204] [INFO ] [main      ] Progress: 2/10 symbols completed (20.0%). AFCG finished in 7m 36s. ETA: 30m 25s. Rate: 0.26 symbols/min
[2025-11-27T20:11:35.389931] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:11:35.392955] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:35.403953] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:35.404789] [INFO ] [main      ] FEMB: Testing with 53 available features
[2025-11-27T20:11:35.404852] [INFO ] [main      ] FEMB: Establishing baseline with no features...
[2025-11-27T20:11:35.404891] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:11:35.418818] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:35.419281] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:11:35.420200] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:35.491343] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:35.556323] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:35.557701] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.16% | Symbol ETA: 5m 3s | Global ETA: 30m 25s
[2025-11-27T20:11:35.557983] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:11:35.558872] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:35.559003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:35.563970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:35.627875] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-19
[2025-11-27T20:11:35.646039] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.73% | Symbol ETA: 5.7s | Global ETA: 30m 26s
[2025-11-27T20:11:35.646305] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:35.647161] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:35.647286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:35.652021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:35.653803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:35.654359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:35.654869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:35.758159] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:11:35.759635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:35.796397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:35.797076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:35.798761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:35.806067] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:35.881185] [INFO ] [main      ] AAPD: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 4.4s | Global ETA: 30m 27s
[2025-11-27T20:11:35.881465] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 6
[2025-11-27T20:11:35.882364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:35.882499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:35.885086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:35.893642] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:11:35.924529] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:35.976731] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.30%
[2025-11-27T20:11:35.977032] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:11:35.977912] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:36.001826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:36.003054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:36.009603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:36.058990] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:36.122766] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.77% | Symbol ETA: 5m 1s | Global ETA: 30m 28s
[2025-11-27T20:11:36.122905] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:11:36.123700] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:36.123769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:36.128547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:36.179368] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:36.309871] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:11:36.343843] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:36.369130] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-18
[2025-11-27T20:11:36.434403] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: 30m 29s
[2025-11-27T20:11:36.434655] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:36.435450] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:36.435587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:36.440301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:36.442064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:36.442626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:36.443142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:36.476789] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:11:36.479654] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:36.536769] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.76%
[2025-11-27T20:11:36.537023] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:11:36.537924] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:36.553566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:36.560559] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:36.591261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:36.592015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:36.593640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:36.633858] [INFO ] [main      ] AAPD: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 3.7s | Global ETA: 30m 30s
[2025-11-27T20:11:36.634128] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 7
[2025-11-27T20:11:36.634973] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:36.635104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:36.637556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:36.649099] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:36.711397] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.06% | Symbol ETA: 5m 2s | Global ETA: 30m 30s
[2025-11-27T20:11:36.711676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:11:36.712511] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:36.712654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:36.718964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:36.750377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:36.751633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:36.757843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:36.869547] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:11:36.916019] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:37.035169] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:37.049641] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:11:37.079767] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:37.087405] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.46%
[2025-11-27T20:11:37.087723] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:11:37.088597] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:37.097795] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-17
[2025-11-27T20:11:37.169237] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 4.2s | Global ETA: 30m 32s
[2025-11-27T20:11:37.169489] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:37.170316] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:37.170440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:37.175105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:37.176809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:37.177341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:37.177888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:37.215198] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:37.263413] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:37.279594] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 5m 1s | Global ETA: 30m 32s
[2025-11-27T20:11:37.279849] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:11:37.280664] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:37.280791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:37.281139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:37.285497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:37.317054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:37.317770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:37.319378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:37.332459] [INFO ] [main      ] AAPD: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 2.9s | Global ETA: 30m 32s
[2025-11-27T20:11:37.332754] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 8
[2025-11-27T20:11:37.333563] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:37.333707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:37.336060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:37.421938] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:11:37.442865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:37.444114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:37.450123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:37.589036] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:37.617259] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:11:37.640967] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.53%
[2025-11-27T20:11:37.641271] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:11:37.642260] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:37.646404] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:37.781590] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:37.784849] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-14
[2025-11-27T20:11:37.809850] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:37.845345] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.72% | Symbol ETA: 4m 59s | Global ETA: 30m 35s
[2025-11-27T20:11:37.845607] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:11:37.846408] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:37.846537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:37.851250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:37.899732] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 3.4s | Global ETA: 30m 35s
[2025-11-27T20:11:37.899975] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:37.900807] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:37.900931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:37.905683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:37.907493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:37.908023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:37.908522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:37.949436] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:37.975472] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:11:38.011023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:38.018107] [INFO ] [main      ] AAPD: Lookback Days: 8, Magnitude: -1.56% | Symbol ETA: 2.2s | Global ETA: 30m 35s
[2025-11-27T20:11:38.018395] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 9
[2025-11-27T20:11:38.019205] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:38.019336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:38.023112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:38.048722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:38.049442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:38.051055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:38.127179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:38.128349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:38.134025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:38.142497] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:38.181285] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:11:38.193751] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.08%
[2025-11-27T20:11:38.194032] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:11:38.194896] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:38.347091] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:38.377780] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:38.409816] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: 3.11% | Symbol ETA: 4m 58s | Global ETA: 30m 37s
[2025-11-27T20:11:38.410077] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:11:38.410898] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:38.411024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:38.415795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:38.469093] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-13
[2025-11-27T20:11:38.530274] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:11:38.541555] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:38.630690] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 2.6s | Global ETA: 30m 38s
[2025-11-27T20:11:38.630941] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:38.631752] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:38.631875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:38.636110] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:38.636685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:38.638432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:38.638974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:38.639478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:38.696772] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:38.705223] [INFO ] [main      ] AAPD: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 1.4s | Global ETA: 30m 38s
[2025-11-27T20:11:38.705488] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 10
[2025-11-27T20:11:38.706294] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:38.706424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:38.708804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:38.742355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:38.746709] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:11:38.748201] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.23%
[2025-11-27T20:11:38.748494] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:11:38.749368] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:38.778500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:38.779222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:38.780842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:38.813732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:38.814918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:38.821106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:38.912008] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:38.974974] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.26% | Symbol ETA: 4m 57s | Global ETA: 30m 39s
[2025-11-27T20:11:39.082049] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:11:39.107909] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:39.140396] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -2.99%, Actual: 3.11%
[2025-11-27T20:11:39.154670] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-12
[2025-11-27T20:11:39.249305] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:39.270498] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:39.299752] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.06%
[2025-11-27T20:11:39.300045] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:11:39.300932] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:39.306172] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.66%, Actual: 1.88%
[2025-11-27T20:11:39.318618] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:39.356926] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.64% | Symbol ETA: 1.9s | Global ETA: 30m 41s
[2025-11-27T20:11:39.357198] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:39.358006] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:39.358144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:39.362805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:39.364508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:39.365041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:39.365524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:39.388489] [INFO ] [main      ] AAPD: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 0.7s | Global ETA: 30m 41s
[2025-11-27T20:11:39.388781] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 11
[2025-11-27T20:11:39.389593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:39.389719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:11:39.392046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:39.468747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:39.469681] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.17%, Actual: 2.24%
[2025-11-27T20:11:39.495898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:11:39.496941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:39.502797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:39.505056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:39.505785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:39.507755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:39.634349] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.16%, Actual: 1.37%
[2025-11-27T20:11:39.634924] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:11:39.798604] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.77%, Actual: 3.23%
[2025-11-27T20:11:39.802333] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:39.837971] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:39.839019] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-11
[2025-11-27T20:11:39.853793] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.49%
[2025-11-27T20:11:39.854081] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:11:39.854897] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:39.963139] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.06%, Actual: 1.56%
[2025-11-27T20:11:40.001959] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:40.006038] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:40.075290] [INFO ] [main      ] AAPD: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.0s | Global ETA: 30m 43s
[2025-11-27T20:11:40.090365] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 1.1s | Global ETA: 30m 43s
[2025-11-27T20:11:40.090635] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:40.091424] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:40.091549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:40.096223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:40.097983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:40.098521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:40.099028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:40.125937] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.41%
[2025-11-27T20:11:40.188255] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:11:40.200962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:40.237694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:40.238435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:11:40.240065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:40.241426] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 1.73%, Actual: 0.07%
[2025-11-27T20:11:40.287805] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.72%, Actual: 0.81%
[2025-11-27T20:11:40.354428] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:40.404677] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.07%
[2025-11-27T20:11:40.404859] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:11:40.405622] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:40.410673] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.89%, Actual: 1.33%
[2025-11-27T20:11:40.454368] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: 3.11%, Actual: 1.30%
[2025-11-27T20:11:40.566235] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:40.579094] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.42%, Actual: 1.61%
[2025-11-27T20:11:40.617906] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.26%, Actual: 1.93%
[2025-11-27T20:11:40.618271] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 43.9218%
[2025-11-27T20:11:40.618394] [INFO ] [main      ] COYA: KEPT add_afternoon_v_morning_volatility_mix (score: 43.92%)
[2025-11-27T20:11:40.618498] [INFO ] [main      ] COYA: Testing feature 2/53: add_atr
[2025-11-27T20:11:40.618605] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:11:40.618706] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:40.629504] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:40.630018] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:11:40.630946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:40.631073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:40.635819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:40.637626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:40.638114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:40.729521] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:40.739782] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:11:40.750726] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 0.83%
[2025-11-27T20:11:40.816687] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 0.4s | Global ETA: 30m 46s
[2025-11-27T20:11:40.907663] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:40.919625] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 1.03%
[2025-11-27T20:11:40.958943] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.13%
[2025-11-27T20:11:40.973254] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:11:40.982523] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.54%, Actual: 0.28%
[2025-11-27T20:11:41.086272] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 1.01%
[2025-11-27T20:11:41.132552] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.30%, Actual: 0.46%
[2025-11-27T20:11:41.143931] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.51%, Actual: 0.97%
[2025-11-27T20:11:41.151537] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:41.222240] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 6m 21s | Global ETA: 30m 48s
[2025-11-27T20:11:41.222396] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:11:41.223232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:41.223438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:41.228542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:41.230607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:41.231182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:41.250358] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 0.14%
[2025-11-27T20:11:41.300064] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.76%, Actual: 0.32%
[2025-11-27T20:11:41.304867] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.73%, Actual: 0.27%
[2025-11-27T20:11:41.416191] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 2.50%
[2025-11-27T20:11:41.465990] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 1.51%
[2025-11-27T20:11:41.470296] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 0.35%
[2025-11-27T20:11:41.586453] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:11:41.591929] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.24%
[2025-11-27T20:11:41.630279] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 1.10%
[2025-11-27T20:11:41.645916] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 0.94%
[2025-11-27T20:11:41.762740] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.37%
[2025-11-27T20:11:41.762953] [INFO ] [main      ] AAPD: Magnitude Forecast Confidence: 42.3389%
[2025-11-27T20:11:41.763038] [INFO ] [main      ] AAPD: DISCARDED add_vwap_deviations (score: 42.34%)
[2025-11-27T20:11:41.763082] [INFO ] [main      ] AAPD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:11:41.763114] [INFO ] [main      ] AAPD: Best accuracy: 47.52%
[2025-11-27T20:11:41.763149] [INFO ] [main      ] AAPD: Best feature set (3 features): ['add_day_shape_ratios', 'add_directional_consistency', 'add_gaps']
[2025-11-27T20:11:41.763180] [INFO ] [main      ] AAPD: Improvement over baseline: 8.21%
[2025-11-27T20:11:41.763210] [INFO ] [main      ] AAPD: Total time: 7.6 minutes
[2025-11-27T20:11:41.763239] [INFO ] [main      ] AAPD: Average time per feature: 8.6 seconds
[2025-11-27T20:11:41.763267] [INFO ] [main      ] AAPD: Average speed: 0.12 features/sec
[2025-11-27T20:11:41.770306] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:41.795213] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 1.34%
[2025-11-27T20:11:41.815570] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.07%
[2025-11-27T20:11:41.836661] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 6m 21s | Global ETA: 30m 50s
[2025-11-27T20:11:41.836924] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:11:41.837751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:41.837878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:41.842706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:41.844544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:41.845104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:41.930380] [DEBUG] [METRICS   ] AAPD: 2025-11-25:2025-11-26: Predicted: 0.06%, Actual: 0.07%
[2025-11-27T20:11:41.960992] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 2.27%
[2025-11-27T20:11:41.991275] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.08%
[2025-11-27T20:11:42.100647] [DEBUG] [METRICS   ] AAPD: 2025-11-24:2025-11-25: Predicted: -0.54%, Actual: 1.33%
[2025-11-27T20:11:42.128682] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.64%, Actual: 0.75%
[2025-11-27T20:11:42.170421] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.18%
[2025-11-27T20:11:42.173313] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:11:42.291644] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 1.67%
[2025-11-27T20:11:42.329121] [DEBUG] [METRICS   ] AAPD: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 1.61%
[2025-11-27T20:11:42.334908] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:42.395799] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.49%
[2025-11-27T20:11:42.400509] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.61% | Symbol ETA: 6m 20s | Global ETA: 30m 53s
[2025-11-27T20:11:42.400775] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:11:42.401586] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:42.401722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:42.406410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:42.408220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:42.408777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:42.452921] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.91%, Actual: 0.48%
[2025-11-27T20:11:42.453278] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 36.4248%
[2025-11-27T20:11:42.453423] [INFO ] [main      ] CBSH: DISCARDED add_volume_pressure_into_close (score: 36.42%)
[2025-11-27T20:11:42.453523] [INFO ] [main      ] CBSH: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:11:42.453631] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_volume_zscore']
[2025-11-27T20:11:42.453730] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:42.464982] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:42.465536] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:42.466446] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:42.466585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:42.471373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:42.473126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:42.473715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:42.474208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:42.502353] [DEBUG] [METRICS   ] AAPD: 2025-11-20:2025-11-21: Predicted: 1.94%, Actual: 0.83%
[2025-11-27T20:11:42.568741] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.26%
[2025-11-27T20:11:42.582314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:42.620654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:42.621667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:42.623432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:42.670550] [DEBUG] [METRICS   ] AAPD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 1.03%
[2025-11-27T20:11:42.737347] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.37%
[2025-11-27T20:11:42.737711] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 53.5659%
[2025-11-27T20:11:42.737821] [INFO ] [main      ] FEMB: Baseline score (no features): 53.5659%
[2025-11-27T20:11:42.737916] [INFO ] [main      ] FEMB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:42.738007] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:11:42.738098] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:11:42.742458] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:11:42.751095] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:42.751763] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:11:42.752679] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:42.752751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:42.757977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:42.836442] [DEBUG] [METRICS   ] AAPD: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 1.01%
[2025-11-27T20:11:42.905222] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:42.948481] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:42.970895] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 6m 20s | Global ETA: 30m 55s
[2025-11-27T20:11:42.971157] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:11:42.971969] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:42.972100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:42.976803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:42.978567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:42.979063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:42.998569] [DEBUG] [METRICS   ] AAPD: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.14%
[2025-11-27T20:11:43.104512] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:11:43.111624] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:43.173363] [DEBUG] [METRICS   ] AAPD: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 2.50%
[2025-11-27T20:11:43.202757] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 6.8s | Global ETA: 30m 56s
[2025-11-27T20:11:43.202892] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:43.203675] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:43.203745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:43.208407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:43.210102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:43.210560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:43.211025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:43.270685] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:43.314422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:43.321668] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:11:43.332098] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 5m 7s | Global ETA: 30m 56s
[2025-11-27T20:11:43.332355] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:11:43.333211] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:43.333332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:43.338209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:43.343545] [DEBUG] [METRICS   ] AAPD: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 0.24%
[2025-11-27T20:11:43.351231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:43.351969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:43.353605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:43.485993] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:43.521956] [DEBUG] [METRICS   ] AAPD: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 0.37%
[2025-11-27T20:11:43.522727] [INFO ] [LOCAL     ] Saved configuration for AAPD: 3 features, 47.52% accuracy -> ./output/feature-sets/AAPD.json
[2025-11-27T20:11:43.523602] [INFO ] [main      ] Progress: 3/10 symbols completed (30.0%). AAPD finished in 7m 44s. ETA: 18m 3s. Rate: 0.39 symbols/min
[2025-11-27T20:11:43.529065] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:11:43.542993] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:43.543696] [INFO ] [main      ] ATHA: Testing with 53 available features
[2025-11-27T20:11:43.543765] [INFO ] [main      ] ATHA: Establishing baseline with no features...
[2025-11-27T20:11:43.543873] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:11:43.553623] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.84% | Symbol ETA: 6m 19s | Global ETA: 18m 3s
[2025-11-27T20:11:43.553784] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:11:43.554850] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:43.554981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:43.557321] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:43.557861] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:11:43.558852] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:43.560409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:43.562326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:43.562930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:43.677656] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:43.701744] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:11:43.840323] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:43.882608] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:43.892620] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:11:43.922331] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:11:43.931085] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 6.0s | Global ETA: 18m 4s
[2025-11-27T20:11:43.931339] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:43.932158] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:43.932286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:43.936994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:43.938773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:43.939325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:43.939833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:43.944051] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 5m 15s | Global ETA: 18m 4s
[2025-11-27T20:11:43.944325] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:11:43.945206] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:43.945332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:43.950825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.044644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:44.058771] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:44.081832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:44.082591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:44.084172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.102646] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:44.123151] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -6.46% | Symbol ETA: 6m 18s | Global ETA: 18m 5s
[2025-11-27T20:11:44.123421] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:11:44.124251] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:44.124395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:44.129121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:44.130916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:44.131461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.164589] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.24%
[2025-11-27T20:11:44.164908] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:11:44.165775] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:44.292161] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:11:44.411172] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:44.460891] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:44.461477] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:11:44.515630] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 5m 10s | Global ETA: 18m 6s
[2025-11-27T20:11:44.515876] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:11:44.516676] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:44.516794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:44.518036] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:11:44.521672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.576112] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:44.623808] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:44.667921] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 5.3s | Global ETA: 18m 6s
[2025-11-27T20:11:44.668212] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:44.669042] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:44.669169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:44.673880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:44.675716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:44.676246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:44.676751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:44.683838] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:44.688885] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 6m 18s | Global ETA: 18m 6s
[2025-11-27T20:11:44.689041] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:11:44.689915] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:44.690047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:44.694933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:44.696937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:44.697544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.740641] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -1.67%
[2025-11-27T20:11:44.740978] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:11:44.741864] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:44.780804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:44.818083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:44.819095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:44.820823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:44.926452] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:11:45.026560] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:11:45.070245] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:11:45.091447] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:45.146521] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 5m 15s | Global ETA: 18m 7s
[2025-11-27T20:11:45.146792] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:11:45.147598] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:45.147715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:45.150412] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:45.152462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:45.189755] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:45.234312] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:45.254337] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 6m 17s | Global ETA: 18m 7s
[2025-11-27T20:11:45.254622] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:11:45.255422] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:45.255551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:45.260399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:45.262208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:45.262756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:45.292484] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.18%
[2025-11-27T20:11:45.292834] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:11:45.293701] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:45.316546] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:45.409224] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 4.6s | Global ETA: 18m 8s
[2025-11-27T20:11:45.409499] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:45.410343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:45.410466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:45.415305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:45.417204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:45.417792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:45.418314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:45.489598] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:11:45.525084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:45.562886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:45.563924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:45.565675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:45.591996] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:11:45.641466] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:11:45.655773] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:45.710637] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 5m 11s | Global ETA: 18m 8s
[2025-11-27T20:11:45.710887] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:11:45.711741] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:45.711855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:45.716825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:45.756645] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:45.818625] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:45.821037] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.24% | Symbol ETA: 6m 17s | Global ETA: 18m 9s
[2025-11-27T20:11:45.821307] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:11:45.822146] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:45.822278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:45.827147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:45.829147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:45.829720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:45.878705] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.31%
[2025-11-27T20:11:45.879030] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:11:45.880086] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:45.901836] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:46.046096] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:11:46.067348] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:46.159542] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 3.9s | Global ETA: 18m 10s
[2025-11-27T20:11:46.159711] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:46.160611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:46.160733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:46.162876] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:11:46.165447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:46.167153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:46.167714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:46.168231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:46.214102] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:46.233399] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:11:46.267807] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 5m 7s | Global ETA: 18m 10s
[2025-11-27T20:11:46.268060] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:11:46.268890] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:46.269025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:46.270819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:46.273768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:46.307093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:46.307834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:46.309423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:46.325541] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:46.390421] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 12.24% | Symbol ETA: 6m 16s | Global ETA: 18m 10s
[2025-11-27T20:11:46.418446] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:46.485386] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.07%
[2025-11-27T20:11:46.485760] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:11:46.486893] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:46.557733] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.41%, Actual: 3.11%
[2025-11-27T20:11:46.607616] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:11:46.641269] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:46.723456] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.29%, Actual: 1.88%
[2025-11-27T20:11:46.773683] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:46.803833] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:46.819605] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:11:46.827973] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 5m 5s | Global ETA: 18m 11s
[2025-11-27T20:11:46.828247] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:11:46.829075] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:46.829197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:46.834077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:46.886653] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.61%, Actual: 2.24%
[2025-11-27T20:11:46.893672] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 3.1s | Global ETA: 18m 11s
[2025-11-27T20:11:46.893916] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:46.894729] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:46.894851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:46.899549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:46.901349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:46.901904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:46.902406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:46.983835] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:47.006088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:47.040042] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -1.74%
[2025-11-27T20:11:47.040363] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:11:47.041200] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:47.043291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:47.044113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:47.045744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:47.053373] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 1.37%
[2025-11-27T20:11:47.168380] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:11:47.219259] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.84%, Actual: 3.23%
[2025-11-27T20:11:47.336068] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:47.373536] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:11:47.374221] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:47.382919] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -6.46%, Actual: 1.56%
[2025-11-27T20:11:47.391660] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 5m 3s | Global ETA: 18m 12s
[2025-11-27T20:11:47.391916] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:11:47.392722] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:47.392841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:47.397718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:47.538159] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:47.538957] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:47.546383] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 1.41%
[2025-11-27T20:11:47.594918] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: 0.46%
[2025-11-27T20:11:47.595246] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:11:47.596122] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:47.624806] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 2.4s | Global ETA: 18m 13s
[2025-11-27T20:11:47.625070] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:47.625880] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:47.626004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:47.630679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:47.632423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:47.632972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:47.633473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:47.708244] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.81%
[2025-11-27T20:11:47.730601] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:11:47.736439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:47.774017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:47.774765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:47.776377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:47.871954] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.24%, Actual: 1.30%
[2025-11-27T20:11:47.895745] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:47.937092] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:11:47.949967] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 5m 1s | Global ETA: 18m 14s
[2025-11-27T20:11:47.950116] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:11:47.950995] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:47.951114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:47.955914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:48.036814] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 12.24%, Actual: 1.93%
[2025-11-27T20:11:48.037049] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.4041%
[2025-11-27T20:11:48.037114] [INFO ] [main      ] COYA: DISCARDED add_atr (score: 39.40%)
[2025-11-27T20:11:48.037164] [INFO ] [main      ] COYA: Testing feature 3/53: add_atr_10
[2025-11-27T20:11:48.037208] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:11:48.037256] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:48.049297] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:48.049775] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:11:48.050683] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:48.050766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:48.055646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:48.057466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:48.058001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:48.102259] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:48.117894] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:48.175714] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.11%
[2025-11-27T20:11:48.175936] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:11:48.176818] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:48.264903] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:48.284248] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:11:48.353619] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -3.62% | Symbol ETA: 1.7s | Global ETA: 18m 15s
[2025-11-27T20:11:48.353869] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:48.354681] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:48.354804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:48.359489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:48.361248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:48.361802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:48.362301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:48.393181] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:11:48.447852] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:48.468711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:48.504486] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 4m 59s | Global ETA: 18m 15s
[2025-11-27T20:11:48.505131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:48.505880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:48.507483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:48.533229] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:11:48.565035] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:48.632635] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 3m 11s | Global ETA: 18m 15s
[2025-11-27T20:11:48.632913] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:11:48.633753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:48.633881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:48.638687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:48.640447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:48.640998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:48.673174] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.69%, Actual: 0.46%
[2025-11-27T20:11:48.703764] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:48.758899] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 0.43%
[2025-11-27T20:11:48.759192] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:11:48.760104] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:11:48.836231] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:48.840331] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.68%, Actual: 0.32%
[2025-11-27T20:11:48.974236] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:11:49.000252] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:49.006751] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.49%, Actual: 0.35%
[2025-11-27T20:11:49.087677] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 3.84% | Symbol ETA: 0.9s | Global ETA: 18m 16s
[2025-11-27T20:11:49.087918] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:49.088749] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:49.088871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:49.091896] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:11:49.093542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:49.095382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:49.095937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:49.096444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:49.139563] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:49.171320] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.94%
[2025-11-27T20:11:49.199451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:49.206376] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 3m 10s | Global ETA: 18m 17s
[2025-11-27T20:11:49.206676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:11:49.207535] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:49.207688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:49.212704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:49.214782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:49.215427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:49.235231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:49.235956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:11:49.237527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:49.258159] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:49.313242] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.89%
[2025-11-27T20:11:49.336421] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.07%
[2025-11-27T20:11:49.486788] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.24%, Actual: 5.12%
[2025-11-27T20:11:49.502149] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.08%
[2025-11-27T20:11:49.545590] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:11:49.564648] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:49.665905] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -1.67%, Actual: 0.69%
[2025-11-27T20:11:49.668415] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.18%
[2025-11-27T20:11:49.711128] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:49.729660] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:49.777723] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.85% | Symbol ETA: 3m 9s | Global ETA: 18m 18s
[2025-11-27T20:11:49.777973] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:11:49.778797] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:49.778928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:49.783737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:49.785504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:49.786057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:49.818847] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 1.54% | Symbol ETA: 0.2s | Global ETA: 18m 18s
[2025-11-27T20:11:49.834457] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.18%, Actual: 5.02%
[2025-11-27T20:11:49.836524] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.49%
[2025-11-27T20:11:49.985119] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.13%, Actual: 0.28%
[2025-11-27T20:11:50.000253] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 0.49%
[2025-11-27T20:11:50.009130] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.26%
[2025-11-27T20:11:50.115685] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:11:50.145415] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: 0.31%, Actual: 0.97%
[2025-11-27T20:11:50.165146] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.07%, Actual: 0.58%
[2025-11-27T20:11:50.173132] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.37%
[2025-11-27T20:11:50.173470] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 56.8124%
[2025-11-27T20:11:50.173603] [INFO ] [main      ] FEMB: KEPT add_afternoon_v_morning_volatility_mix (score: 56.81%)
[2025-11-27T20:11:50.173705] [INFO ] [main      ] FEMB: Testing feature 2/53: add_atr
[2025-11-27T20:11:50.173800] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:11:50.173854] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:11:50.186340] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:50.186921] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:11:50.187820] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:50.187941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:50.192863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:50.194762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:50.195317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:50.282375] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:50.308386] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.87%, Actual: 0.27%
[2025-11-27T20:11:50.328040] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.85%
[2025-11-27T20:11:50.349419] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.36% | Symbol ETA: 3m 9s | Global ETA: 18m 19s
[2025-11-27T20:11:50.349705] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:11:50.350515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:50.350654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:50.355393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:50.357161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:50.357719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:50.471312] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 1.51%
[2025-11-27T20:11:50.494709] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 4.37%
[2025-11-27T20:11:50.525517] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:11:50.634613] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 1.10%
[2025-11-27T20:11:50.661118] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 2.73%
[2025-11-27T20:11:50.686778] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:11:50.691087] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:50.748659] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 6m 24s | Global ETA: 18m 20s
[2025-11-27T20:11:50.748919] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:11:50.749760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:50.749879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:50.754640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:50.756407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:50.757153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:50.799365] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: 0.57%, Actual: 1.34%
[2025-11-27T20:11:50.828186] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.58%
[2025-11-27T20:11:50.872317] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:50.938281] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.31% | Symbol ETA: 3m 8s | Global ETA: 18m 21s
[2025-11-27T20:11:50.938557] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:11:50.939365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:50.939498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:50.944265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:50.946091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:50.946648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:50.963546] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 1.45%, Actual: 2.27%
[2025-11-27T20:11:50.994254] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.89%, Actual: 0.82%
[2025-11-27T20:11:50.994617] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 39.8506%
[2025-11-27T20:11:50.994735] [INFO ] [main      ] ATHA: Baseline score (no features): 39.8506%
[2025-11-27T20:11:50.994916] [INFO ] [main      ] ATHA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:50.995013] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:11:50.995112] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:11:51.007548] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:51.008325] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:11:51.009226] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:51.009353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.014121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.098568] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:11:51.125850] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.62%, Actual: 0.75%
[2025-11-27T20:11:51.263278] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:51.271686] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:11:51.286276] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 3.84%, Actual: 1.67%
[2025-11-27T20:11:51.328954] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 6m 24s | Global ETA: 18m 22s
[2025-11-27T20:11:51.329211] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:11:51.330018] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:51.330139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.334864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:51.336678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:51.337210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.342917] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:11:51.438267] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:51.446867] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 1.54%, Actual: 0.48%
[2025-11-27T20:11:51.447017] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 45.8266%
[2025-11-27T20:11:51.447175] [INFO ] [main      ] CBSH: DISCARDED add_volume_zscore (score: 45.83%)
[2025-11-27T20:11:51.447278] [INFO ] [main      ] CBSH: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:11:51.447374] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude', 'add_vwap_deviations']
[2025-11-27T20:11:51.447492] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:11:51.460505] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:51.461028] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 2
[2025-11-27T20:11:51.461971] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:51.462095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.466840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:51.468632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:51.469099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:51.469567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:51.504741] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.11% | Symbol ETA: 3m 8s | Global ETA: 18m 22s
[2025-11-27T20:11:51.504876] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:11:51.505628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:51.505708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.510443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:51.511402] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:51.512427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:51.512994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.572835] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -2.50% | Symbol ETA: 4m 58s | Global ETA: 18m 22s
[2025-11-27T20:11:51.572977] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:11:51.573745] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:51.573909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.576421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:51.578803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.614262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:51.614998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:51.620903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.673461] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:11:51.839386] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:51.845258] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:11:51.896238] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 6m 23s | Global ETA: 18m 23s
[2025-11-27T20:11:51.896491] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:11:51.897304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:51.897424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:51.902444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:51.904275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:51.904908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:51.913359] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:11:51.949064] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-24
[2025-11-27T20:11:52.067756] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:52.081790] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:52.112659] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:52.133642] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 3.18% | Symbol ETA: 3m 7s | Global ETA: 18m 23s
[2025-11-27T20:11:52.133900] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:11:52.134721] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:52.134851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.139564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:52.141329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:52.141892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.141983] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.36% | Symbol ETA: 4m 59s | Global ETA: 18m 23s
[2025-11-27T20:11:52.142241] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:11:52.143080] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:52.143213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.148076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.204717] [INFO ] [main      ] CBSH: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 6.7s | Global ETA: 18m 24s
[2025-11-27T20:11:52.204984] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 3
[2025-11-27T20:11:52.205790] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:52.205929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.210700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:52.212436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:52.212987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:52.213478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:52.239740] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:11:52.317851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:52.354228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:52.354939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:52.360497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.403005] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:52.459725] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 6m 23s | Global ETA: 18m 24s
[2025-11-27T20:11:52.459877] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:11:52.460794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:52.460916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.465667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:52.467490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:52.468044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.473506] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:11:52.483943] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:11:52.639881] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:52.651313] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:52.687438] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-21
[2025-11-27T20:11:52.705719] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 3m 7s | Global ETA: 18m 25s
[2025-11-27T20:11:52.705871] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:11:52.706798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:52.706929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.709738] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 8.45% | Symbol ETA: 4m 59s | Global ETA: 18m 25s
[2025-11-27T20:11:52.710013] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:11:52.710861] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:52.710989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.712013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:52.713967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:52.714521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.715731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:52.797870] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:11:52.851375] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:52.944965] [INFO ] [main      ] CBSH: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 5.9s | Global ETA: 18m 25s
[2025-11-27T20:11:52.945198] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 4
[2025-11-27T20:11:52.946009] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:52.946132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:52.950975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:52.952737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:52.953265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:52.953771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:52.967013] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:53.023384] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 6m 22s | Global ETA: 18m 26s
[2025-11-27T20:11:53.023671] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:11:53.024506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:53.024665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.029590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:53.031421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:53.031969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.052678] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:11:53.054983] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:11:53.057898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:53.094408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:53.095053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:53.100644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.216684] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:53.221778] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:53.275658] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 4m 58s | Global ETA: 18m 26s
[2025-11-27T20:11:53.275799] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:11:53.276585] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:53.276781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.281588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.286697] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.06% | Symbol ETA: 3m 6s | Global ETA: 18m 26s
[2025-11-27T20:11:53.286915] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:11:53.287777] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:53.287910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.292910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:53.294799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:53.295348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.359638] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:11:53.426541] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-20
[2025-11-27T20:11:53.526213] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:53.583016] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 6m 21s | Global ETA: 18m 27s
[2025-11-27T20:11:53.583150] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:11:53.584079] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:53.584147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.588867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:53.590318] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:53.590617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:53.591082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.613978] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:11:53.636864] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:11:53.680220] [INFO ] [main      ] CBSH: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 5.2s | Global ETA: 18m 27s
[2025-11-27T20:11:53.680354] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 5
[2025-11-27T20:11:53.681132] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:53.681339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.686081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:53.687870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:53.688363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:53.688872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:53.787194] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:53.793376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:53.805284] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:53.831003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:53.831790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:53.837600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.848217] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.63% | Symbol ETA: 4m 58s | Global ETA: 18m 27s
[2025-11-27T20:11:53.848354] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:11:53.849106] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:53.849195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:53.853899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:53.871651] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 13.76% | Symbol ETA: 3m 5s | Global ETA: 18m 28s
[2025-11-27T20:11:53.923001] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:11:54.041766] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.69%, Actual: 3.11%
[2025-11-27T20:11:54.090192] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:54.145611] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 6m 21s | Global ETA: 18m 28s
[2025-11-27T20:11:54.145863] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:11:54.146701] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:54.146818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:54.151652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:54.153386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:54.153935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:54.165897] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-19
[2025-11-27T20:11:54.196610] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:11:54.210185] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.67%, Actual: 1.88%
[2025-11-27T20:11:54.330053] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:54.366307] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:54.373928] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.85%, Actual: 2.24%
[2025-11-27T20:11:54.422384] [INFO ] [main      ] CBSH: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 4.4s | Global ETA: 18m 29s
[2025-11-27T20:11:54.422635] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 6
[2025-11-27T20:11:54.423464] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:54.423603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:54.425286] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.05% | Symbol ETA: 4m 58s | Global ETA: 18m 29s
[2025-11-27T20:11:54.425586] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:11:54.426426] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:54.426596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:54.428328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:54.432686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:54.433228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:54.433746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:54.433829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:54.491591] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:11:54.538789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:54.540398] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.36%, Actual: 1.37%
[2025-11-27T20:11:54.575980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:54.576685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:54.582522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:54.658537] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:54.708524] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.31%, Actual: 3.23%
[2025-11-27T20:11:54.714245] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 6m 20s | Global ETA: 18m 29s
[2025-11-27T20:11:54.714500] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:11:54.715298] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:54.715418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:54.720206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:54.722044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:54.722537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:54.766443] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:11:54.874019] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.11%, Actual: 1.56%
[2025-11-27T20:11:54.911516] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-18
[2025-11-27T20:11:54.934448] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:54.992611] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -6.07% | Symbol ETA: 4m 58s | Global ETA: 18m 30s
[2025-11-27T20:11:54.992851] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:11:54.993670] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:54.993787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:54.998444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:55.038309] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 3.18%, Actual: 1.41%
[2025-11-27T20:11:55.058181] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:11:55.073734] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:55.164674] [INFO ] [main      ] CBSH: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 3.7s | Global ETA: 18m 31s
[2025-11-27T20:11:55.164919] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 7
[2025-11-27T20:11:55.165715] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:55.165836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:55.170525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:55.172280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:55.172826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:55.173319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:55.203670] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.81%
[2025-11-27T20:11:55.225256] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:55.277173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:55.280285] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 6m 20s | Global ETA: 18m 31s
[2025-11-27T20:11:55.280553] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:11:55.281419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:55.281546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:55.286327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:55.288096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:55.288686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:55.313357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:55.314096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:55.319704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:55.331904] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:11:55.368250] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.06%, Actual: 1.30%
[2025-11-27T20:11:55.495835] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:55.531041] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 13.76%, Actual: 1.93%
[2025-11-27T20:11:55.531391] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.8099%
[2025-11-27T20:11:55.531544] [INFO ] [main      ] COYA: DISCARDED add_atr_10 (score: 42.81%)
[2025-11-27T20:11:55.531670] [INFO ] [main      ] COYA: Testing feature 4/53: add_atr_5
[2025-11-27T20:11:55.531720] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-27T20:11:55.531820] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:11:55.551291] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:55.551933] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:11:55.552828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:55.552954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:55.553268] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 4m 57s | Global ETA: 18m 31s
[2025-11-27T20:11:55.553542] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:11:55.554315] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:55.554442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:55.557718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:55.559193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:55.559556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:55.560056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:55.616435] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:11:55.644731] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-17
[2025-11-27T20:11:55.782819] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:55.807477] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:55.839125] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 6m 19s | Global ETA: 18m 32s
[2025-11-27T20:11:55.887804] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:11:55.888847] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:11:55.899126] [INFO ] [main      ] CBSH: Lookback Days: 7, Magnitude: -1.68% | Symbol ETA: 3.0s | Global ETA: 18m 32s
[2025-11-27T20:11:55.899375] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 8
[2025-11-27T20:11:55.900175] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:55.900298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:55.905079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:55.906840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:55.907363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:55.907878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:56.009386] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.44%, Actual: 0.46%
[2025-11-27T20:11:56.012023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:56.048103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:56.048840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:56.051855] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:56.054362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:56.055565] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:56.114369] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 4m 56s | Global ETA: 18m 33s
[2025-11-27T20:11:56.114645] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:11:56.115396] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:11:56.115523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:56.118485] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 2m 8s | Global ETA: 18m 33s
[2025-11-27T20:11:56.118631] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:11:56.119364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:56.119434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:56.120455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:56.124077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:56.125939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:56.126479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:56.174862] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.62%, Actual: 0.32%
[2025-11-27T20:11:56.341296] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:11:56.379401] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-14
[2025-11-27T20:11:56.450948] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:11:56.479693] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:11:56.526003] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.94%
[2025-11-27T20:11:56.541188] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:56.623835] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:56.630103] [INFO ] [main      ] CBSH: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 2.2s | Global ETA: 18m 34s
[2025-11-27T20:11:56.630298] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 9
[2025-11-27T20:11:56.631101] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:56.631223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:56.635916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:56.637668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:56.638229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:56.638813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:56.649441] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:56.683328] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.14% | Symbol ETA: 4m 55s | Global ETA: 18m 34s
[2025-11-27T20:11:56.699092] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:11:56.716933] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 2m 7s | Global ETA: 18m 34s
[2025-11-27T20:11:56.717175] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:11:56.717992] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:56.718136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:56.722847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:56.724601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:56.725133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:56.742978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:56.779797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:56.780449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:56.786108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:56.848678] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -2.50%, Actual: 5.12%
[2025-11-27T20:11:56.863613] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:11:57.014374] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.36%, Actual: 0.69%
[2025-11-27T20:11:57.036469] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.18%
[2025-11-27T20:11:57.074197] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:11:57.110820] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-13
[2025-11-27T20:11:57.189800] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 8.45%, Actual: 5.02%
[2025-11-27T20:11:57.208285] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.49%
[2025-11-27T20:11:57.243530] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:57.276054] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:11:57.310556] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.61% | Symbol ETA: 2m 7s | Global ETA: 18m 36s
[2025-11-27T20:11:57.310852] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:11:57.311700] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:57.311833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:57.316848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:57.318728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:57.319278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:57.366462] [INFO ] [main      ] CBSH: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 1.5s | Global ETA: 18m 36s
[2025-11-27T20:11:57.366757] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 10
[2025-11-27T20:11:57.367564] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:57.367720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:57.369086] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 0.49%
[2025-11-27T20:11:57.372420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:57.374066] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.26%
[2025-11-27T20:11:57.374228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:57.374826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:57.375323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:57.478784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:57.515398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:57.516161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:57.521931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:57.543948] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.37%
[2025-11-27T20:11:57.544265] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 65.0283%
[2025-11-27T20:11:57.544404] [INFO ] [main      ] FEMB: KEPT add_atr (score: 65.03%)
[2025-11-27T20:11:57.544516] [INFO ] [main      ] FEMB: Testing feature 3/53: add_atr_10
[2025-11-27T20:11:57.544649] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10']
[2025-11-27T20:11:57.544745] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:11:57.549966] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.63%, Actual: 0.58%
[2025-11-27T20:11:57.557198] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:57.557911] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:11:57.558861] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:57.558980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:57.563740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:57.565564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:57.566070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:57.566606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:57.650091] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:11:57.726429] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.05%, Actual: 1.85%
[2025-11-27T20:11:57.814731] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:57.851101] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-12
[2025-11-27T20:11:57.881201] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 2m 6s | Global ETA: 18m 37s
[2025-11-27T20:11:57.881354] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:11:57.882219] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:57.882347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:57.887133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:57.888956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:57.889457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:57.901859] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -6.07%, Actual: 4.37%
[2025-11-27T20:11:57.924614] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:11:58.013070] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:11:58.071038] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 2.73%
[2025-11-27T20:11:58.090691] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:58.101818] [INFO ] [main      ] CBSH: Lookback Days: 10, Magnitude: 2.38% | Symbol ETA: 0.7s | Global ETA: 18m 37s
[2025-11-27T20:11:58.102081] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 11
[2025-11-27T20:11:58.102881] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:11:58.103004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.107785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.109552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:58.110134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:58.110646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:11:58.148791] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 3m 10s | Global ETA: 18m 38s
[2025-11-27T20:11:58.148928] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:11:58.149702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:58.149769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.154503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.156267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:58.156805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:58.157243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.213663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:11:58.220887] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:11:58.235439] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 0.58%
[2025-11-27T20:11:58.250041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:11:58.250764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:11:58.256968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.384436] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:11:58.400323] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.14%, Actual: 0.82%
[2025-11-27T20:11:58.400700] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 43.9326%
[2025-11-27T20:11:58.400821] [INFO ] [main      ] ATHA: KEPT add_afternoon_v_morning_volatility_mix (score: 43.93%)
[2025-11-27T20:11:58.400925] [INFO ] [main      ] ATHA: Testing feature 2/53: add_atr
[2025-11-27T20:11:58.401022] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:11:58.401121] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:11:58.413776] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:11:58.414478] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:11:58.415376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:58.415508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.420426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.422315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:58.422931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.449592] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.84% | Symbol ETA: 2m 5s | Global ETA: 18m 38s
[2025-11-27T20:11:58.449864] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:11:58.450705] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:58.450832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.455607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.457360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:58.457910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.490178] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:11:58.582352] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-11
[2025-11-27T20:11:58.654486] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:58.711704] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 3m 9s | Global ETA: 18m 39s
[2025-11-27T20:11:58.711956] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:11:58.712771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:58.712892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.717615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.719455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:58.720025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:58.720518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.742863] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:11:58.751535] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:11:58.803088] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:11:58.832045] [INFO ] [main      ] CBSH: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 0.0s | Global ETA: 18m 39s
[2025-11-27T20:11:58.916679] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:11:58.974019] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:11:58.977428] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 6m 23s | Global ETA: 18m 39s
[2025-11-27T20:11:58.977708] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:11:58.978527] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:58.978674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:58.983398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:58.985183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:58.985745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:58.997070] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: -1.18%, Actual: 0.28%
[2025-11-27T20:11:59.040075] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -6.46% | Symbol ETA: 2m 5s | Global ETA: 18m 40s
[2025-11-27T20:11:59.040226] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:11:59.041115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:59.041246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:59.046009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:59.047827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:59.048400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:59.061470] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:11:59.158505] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.10%, Actual: 0.97%
[2025-11-27T20:11:59.226316] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:11:59.283756] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 3m 8s | Global ETA: 18m 40s
[2025-11-27T20:11:59.283890] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:11:59.284648] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:59.284714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:59.289397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:59.291145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:59.291647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:59.292085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:59.314522] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:11:59.320115] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 0.27%
[2025-11-27T20:11:59.386237] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:11:59.478293] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:11:59.484847] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 1.51%
[2025-11-27T20:11:59.538932] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.59% | Symbol ETA: 6m 22s | Global ETA: 18m 41s
[2025-11-27T20:11:59.539166] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:11:59.540014] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:59.540140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:59.544921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:59.546757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:59.547300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:59.561835] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:11:59.631222] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 2m 4s | Global ETA: 18m 41s
[2025-11-27T20:11:59.631375] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:11:59.632475] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:11:59.632632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:59.637548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:59.639684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:11:59.640421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:59.654174] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 1.10%
[2025-11-27T20:11:59.660620] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:11:59.822497] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 1.34%
[2025-11-27T20:11:59.826136] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:11:59.876675] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:11:59.883173] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 3m 8s | Global ETA: 18m 42s
[2025-11-27T20:11:59.883433] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:11:59.884242] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:11:59.884380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:11:59.889493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:11:59.891239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:11:59.891781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:11:59.892268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:11:59.980331] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:11:59.990667] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 2.27%
[2025-11-27T20:12:00.054044] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:00.120396] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 6m 22s | Global ETA: 18m 42s
[2025-11-27T20:12:00.120686] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:00.121624] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:00.121754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:00.127084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:00.129124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:00.129712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:00.149916] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:00.170367] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -2.69%, Actual: 0.75%
[2025-11-27T20:12:00.215465] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 2m 4s | Global ETA: 18m 42s
[2025-11-27T20:12:00.215740] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:00.216593] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:00.216722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:00.221803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:00.223554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:00.224140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:00.227618] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:00.338928] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 2.38%, Actual: 1.67%
[2025-11-27T20:12:00.393039] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:00.453501] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 3m 7s | Global ETA: 18m 43s
[2025-11-27T20:12:00.453777] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:00.454516] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:00.454652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:00.459466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:00.461227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:00.461772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:00.462260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:00.484036] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:00.506242] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.48%
[2025-11-27T20:12:00.506626] [INFO ] [main      ] CBSH: Magnitude Forecast Confidence: 42.7161%
[2025-11-27T20:12:00.506796] [INFO ] [main      ] CBSH: DISCARDED add_vwap_deviations (score: 42.72%)
[2025-11-27T20:12:00.506895] [INFO ] [main      ] CBSH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:12:00.506985] [INFO ] [main      ] CBSH: Best accuracy: 59.87%
[2025-11-27T20:12:00.507092] [INFO ] [main      ] CBSH: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state', 'add_overnight_gap_amplitude']
[2025-11-27T20:12:00.507187] [INFO ] [main      ] CBSH: Improvement over baseline: 15.36%
[2025-11-27T20:12:00.507270] [INFO ] [main      ] CBSH: Total time: 7.9 minutes
[2025-11-27T20:12:00.507354] [INFO ] [main      ] CBSH: Average time per feature: 9.1 seconds
[2025-11-27T20:12:00.507438] [INFO ] [main      ] CBSH: Average speed: 0.11 features/sec
[2025-11-27T20:12:00.560275] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:00.656223] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:00.672603] [DEBUG] [METRICS   ] CBSH: 2025-11-25:2025-11-26: Predicted: 0.07%, Actual: 0.28%
[2025-11-27T20:12:00.720816] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 6m 21s | Global ETA: 18m 44s
[2025-11-27T20:12:00.720976] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:00.721819] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:00.722245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:00.727632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:00.729858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:00.730432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:00.734263] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:00.792435] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:00.799540] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.24% | Symbol ETA: 2m 3s | Global ETA: 18m 44s
[2025-11-27T20:12:00.799692] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:00.800436] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:00.800510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:00.805198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:00.806997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:00.807526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:00.840459] [DEBUG] [METRICS   ] CBSH: 2025-11-24:2025-11-25: Predicted: -0.91%, Actual: 0.97%
[2025-11-27T20:12:01.015776] [DEBUG] [METRICS   ] CBSH: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.27%
[2025-11-27T20:12:01.017243] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:01.076014] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 3m 7s | Global ETA: 18m 44s
[2025-11-27T20:12:01.076269] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:01.077142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:01.077271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:01.082596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:01.084689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:01.085445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:01.085975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:01.187344] [DEBUG] [METRICS   ] CBSH: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 1.51%
[2025-11-27T20:12:01.198355] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:01.252146] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:01.386520] [DEBUG] [METRICS   ] CBSH: 2025-11-19:2025-11-20: Predicted: -1.84%, Actual: 1.10%
[2025-11-27T20:12:01.489989] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:01.505154] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:01.576530] [DEBUG] [METRICS   ] CBSH: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 1.34%
[2025-11-27T20:12:01.617652] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:01.642746] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 12.24% | Symbol ETA: 2m 2s | Global ETA: 18m 46s
[2025-11-27T20:12:01.762324] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 6m 21s | Global ETA: 18m 46s
[2025-11-27T20:12:01.762491] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:01.763592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:01.763673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:01.764397] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:01.764761] [DEBUG] [METRICS   ] CBSH: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 2.27%
[2025-11-27T20:12:01.770450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:01.773052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:01.773735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:01.844977] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.41%, Actual: 3.11%
[2025-11-27T20:12:01.848413] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 3m 6s | Global ETA: 18m 46s
[2025-11-27T20:12:01.848773] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:01.850111] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:01.850285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:01.857846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:01.860762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:01.861528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:01.862218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:02.029997] [DEBUG] [METRICS   ] CBSH: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 0.75%
[2025-11-27T20:12:02.071759] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.29%, Actual: 1.88%
[2025-11-27T20:12:02.277387] [DEBUG] [METRICS   ] CBSH: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.67%
[2025-11-27T20:12:02.318339] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.61%, Actual: 2.24%
[2025-11-27T20:12:02.325624] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:02.384137] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:02.488941] [DEBUG] [METRICS   ] CBSH: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 0.48%
[2025-11-27T20:12:02.489703] [INFO ] [LOCAL     ] Saved configuration for CBSH: 7 features, 59.87% accuracy -> ./output/feature-sets/CBSH.json
[2025-11-27T20:12:02.491225] [INFO ] [main      ] Progress: 4/10 symbols completed (40.0%). CBSH finished in 8m 3s. ETA: 12m 5s. Rate: 0.50 symbols/min
[2025-11-27T20:12:02.493821] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:02.494209] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 1.37%
[2025-11-27T20:12:02.506765] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:02.507690] [INFO ] [main      ] DIBS: Testing with 53 available features
[2025-11-27T20:12:02.507813] [INFO ] [main      ] DIBS: Establishing baseline with no features...
[2025-11-27T20:12:02.507913] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:02.520245] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:02.520811] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:02.521789] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:02.544074] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:02.556496] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:02.601319] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 3m 6s | Global ETA: 12m 5s
[2025-11-27T20:12:02.601603] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:02.602465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:02.602614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:02.608075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:02.610056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:02.610664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:02.611205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:02.620806] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 5.23% | Symbol ETA: 6m 21s | Global ETA: 12m 5s
[2025-11-27T20:12:02.621086] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:02.622013] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:02.622151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:02.627506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:02.629539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:02.630205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:02.661668] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.84%, Actual: 3.23%
[2025-11-27T20:12:02.831507] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -6.46%, Actual: 1.56%
[2025-11-27T20:12:02.873701] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:02.953058] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:02.995718] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:02.998224] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 1.41%
[2025-11-27T20:12:03.039122] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:03.090959] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.00%
[2025-11-27T20:12:03.091243] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:03.092045] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:03.121167] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:03.165287] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.81%
[2025-11-27T20:12:03.176517] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 3m 5s | Global ETA: 12m 6s
[2025-11-27T20:12:03.176812] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:03.177648] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:03.177778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:03.182502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:03.184287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:03.184843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:03.185341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:03.217716] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:03.277653] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.71% | Symbol ETA: 6m 20s | Global ETA: 12m 6s
[2025-11-27T20:12:03.277929] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:03.278776] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:03.278904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:03.283714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:03.285486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:03.286044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:03.329524] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.24%, Actual: 1.30%
[2025-11-27T20:12:03.417413] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:03.497841] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 12.24%, Actual: 1.93%
[2025-11-27T20:12:03.498203] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.4041%
[2025-11-27T20:12:03.498349] [INFO ] [main      ] COYA: DISCARDED add_atr_5 (score: 39.40%)
[2025-11-27T20:12:03.498450] [INFO ] [main      ] COYA: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:12:03.498539] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-27T20:12:03.498648] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:03.510832] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:03.511366] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:03.512273] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:03.512394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:03.512441] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:03.517257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:03.518194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:03.582962] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:03.614527] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:03.635029] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.00%
[2025-11-27T20:12:03.635304] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:03.636109] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:03.676767] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:03.732320] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 3m 4s | Global ETA: 12m 7s
[2025-11-27T20:12:03.782104] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:03.843159] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.53% | Symbol ETA: 6m 19s | Global ETA: 12m 7s
[2025-11-27T20:12:03.843418] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:03.844304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:03.844437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:03.849020] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:03.849497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:03.851290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:03.851915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:03.897506] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.50%, Actual: 0.46%
[2025-11-27T20:12:03.965694] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:04.014647] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:04.073644] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.74%, Actual: 0.32%
[2025-11-27T20:12:04.080593] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 1m 41s | Global ETA: 12m 7s
[2025-11-27T20:12:04.080859] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:04.081688] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:04.081808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:04.086569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:04.087467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:04.132798] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:04.188117] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00%
[2025-11-27T20:12:04.188438] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:04.188968] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:04.189320] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:04.250875] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.51%, Actual: 0.35%
[2025-11-27T20:12:04.353986] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:04.413239] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.65% | Symbol ETA: 6m 18s | Global ETA: 12m 8s
[2025-11-27T20:12:04.413509] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:04.414350] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:04.414479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:04.419249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:04.420570] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:04.421068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:04.421649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:04.421838] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.94%
[2025-11-27T20:12:04.532302] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:04.588264] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:04.588880] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.07%
[2025-11-27T20:12:04.652466] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 1m 40s | Global ETA: 12m 8s
[2025-11-27T20:12:04.652738] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:04.653486] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:04.653620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:04.658421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:04.659284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:04.697233] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:04.748936] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.08%
[2025-11-27T20:12:04.749267] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:04.750524] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:04.753136] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:04.754368] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:12:04.921175] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.18%
[2025-11-27T20:12:04.921461] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:04.981933] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 6m 18s | Global ETA: 12m 9s
[2025-11-27T20:12:04.992867] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:05.084961] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:05.088041] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.49%
[2025-11-27T20:12:05.148823] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.18%, Actual: 5.12%
[2025-11-27T20:12:05.157120] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:05.220330] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.40% | Symbol ETA: 1m 40s | Global ETA: 12m 9s
[2025-11-27T20:12:05.220596] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:05.221389] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:05.221508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:05.226191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:05.227053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:05.250861] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:05.253681] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 0.26%
[2025-11-27T20:12:05.302393] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.84%
[2025-11-27T20:12:05.302686] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:05.303490] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:05.316023] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.59%, Actual: 0.69%
[2025-11-27T20:12:05.419665] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.37%
[2025-11-27T20:12:05.420035] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 44.5937%
[2025-11-27T20:12:05.420154] [INFO ] [main      ] FEMB: DISCARDED add_atr_10 (score: 44.59%)
[2025-11-27T20:12:05.420255] [INFO ] [main      ] FEMB: Testing feature 4/53: add_atr_5
[2025-11-27T20:12:05.420357] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-27T20:12:05.420462] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:05.432947] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:05.433491] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:05.434389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:05.434520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:05.439293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:05.441111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:05.441666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:05.442062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:05.482653] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 0.10%, Actual: 5.02%
[2025-11-27T20:12:05.557794] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:05.631479] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:05.649435] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 0.49%
[2025-11-27T20:12:05.721851] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:05.777445] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:05.786032] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.44% | Symbol ETA: 1m 39s | Global ETA: 12m 10s
[2025-11-27T20:12:05.786280] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:05.787118] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:05.787246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:05.792054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:05.793018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:05.802277] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:05.814351] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.58%
[2025-11-27T20:12:05.852814] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00%
[2025-11-27T20:12:05.853087] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:05.853889] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:05.941357] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:05.978880] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 5.23%, Actual: 1.85%
[2025-11-27T20:12:05.997759] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 2m 14s | Global ETA: 12m 10s
[2025-11-27T20:12:05.997894] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:05.998672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:05.998752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:06.003438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:06.005168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:06.005652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:06.006034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:06.120873] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:06.145465] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.71%, Actual: 4.37%
[2025-11-27T20:12:06.188145] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:06.287073] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:06.315272] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.53%, Actual: 2.73%
[2025-11-27T20:12:06.350096] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.61% | Symbol ETA: 1m 38s | Global ETA: 12m 11s
[2025-11-27T20:12:06.350350] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:06.351173] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:06.351295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:06.356002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:06.356871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:06.385775] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:06.405109] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:06.438939] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.00%
[2025-11-27T20:12:06.439225] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:06.440079] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:06.481316] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.65%, Actual: 0.58%
[2025-11-27T20:12:06.580737] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:06.641534] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 2m 13s | Global ETA: 12m 11s
[2025-11-27T20:12:06.641720] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:06.642493] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:06.642584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:06.646520] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.65%, Actual: 0.82%
[2025-11-27T20:12:06.646766] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 33.5097%
[2025-11-27T20:12:06.646884] [INFO ] [main      ] ATHA: DISCARDED add_atr (score: 33.51%)
[2025-11-27T20:12:06.646988] [INFO ] [main      ] ATHA: Testing feature 3/53: add_atr_10
[2025-11-27T20:12:06.647084] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:12:06.647183] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:06.647605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:06.649357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:06.649865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:06.650350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:06.659732] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:06.660207] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:06.661098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:06.661226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:06.665958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:06.667752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:06.668305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:06.701067] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:06.801007] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:06.870771] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:06.934115] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -7.90% | Symbol ETA: 1m 38s | Global ETA: 12m 12s
[2025-11-27T20:12:06.934263] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:06.935117] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:06.935237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:06.939979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:06.940849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:06.969078] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:06.981826] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:06.992736] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:07.020338] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.08%
[2025-11-27T20:12:07.020629] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:07.021433] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:07.148994] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:07.154677] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:07.205274] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 2m 13s | Global ETA: 12m 12s
[2025-11-27T20:12:07.205544] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:07.206360] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:07.206505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:07.211201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:07.212958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:07.213485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:07.213945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:07.215107] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 3.96% | Symbol ETA: 3m 31s | Global ETA: 12m 12s
[2025-11-27T20:12:07.215366] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:07.216196] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:07.216264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:07.221049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:07.222807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:07.223299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:07.275071] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:07.351566] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:07.441522] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:07.504176] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.51% | Symbol ETA: 1m 37s | Global ETA: 12m 12s
[2025-11-27T20:12:07.504428] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:07.505236] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:07.505356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:07.510102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:07.510984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:07.520968] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:07.548176] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:07.558529] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:07.570680] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.45%
[2025-11-27T20:12:07.570965] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:07.571775] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:12:07.711442] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:07.730831] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:07.771280] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -1.81% | Symbol ETA: 3m 31s | Global ETA: 12m 13s
[2025-11-27T20:12:07.771547] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:07.772354] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:07.772483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:07.777193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:07.778973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:07.779511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:07.788323] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 2m 12s | Global ETA: 12m 13s
[2025-11-27T20:12:07.788623] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:07.789485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:07.789628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:07.794715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:07.796648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:07.797244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:07.797730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:07.841135] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:07.904227] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:08.008096] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:08.071221] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.74% | Symbol ETA: 1m 37s | Global ETA: 12m 13s
[2025-11-27T20:12:08.071455] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:08.072051] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:08.072329] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:08.072400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.077212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:08.078113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.104297] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:08.121493] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.82%
[2025-11-27T20:12:08.150047] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:08.267518] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:08.293125] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 1.85%
[2025-11-27T20:12:08.324703] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:08.327785] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.37% | Symbol ETA: 3m 30s | Global ETA: 12m 14s
[2025-11-27T20:12:08.328051] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:08.328899] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:08.329026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.333703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:08.335483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:08.336052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.380969] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 2m 12s | Global ETA: 12m 14s
[2025-11-27T20:12:08.381239] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:08.382135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:08.382242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.387194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:08.389156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:08.389697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:08.390129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.414273] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:08.475466] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 8.44%
[2025-11-27T20:12:08.584030] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:08.647872] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:08.656223] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.84% | Symbol ETA: 1m 36s | Global ETA: 12m 14s
[2025-11-27T20:12:08.656508] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:08.657435] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:08.657592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.663724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:08.664821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.687495] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:08.719950] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:08.815016] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 6.85%
[2025-11-27T20:12:08.852167] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:08.884194] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:08.913219] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 3m 30s | Global ETA: 12m 15s
[2025-11-27T20:12:08.913482] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:08.914313] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:08.914445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.919569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:08.921455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:08.922028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.939798] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 2m 11s | Global ETA: 12m 15s
[2025-11-27T20:12:08.940074] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:08.941082] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:08.941215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:08.946158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:08.947973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:08.948539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:08.949016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:08.982880] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 6.22%
[2025-11-27T20:12:09.055992] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:09.149862] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:09.223351] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:09.263388] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:09.282855] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:09.287151] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 12.27% | Symbol ETA: 1m 36s | Global ETA: 12m 15s
[2025-11-27T20:12:09.319667] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.00%
[2025-11-27T20:12:09.431927] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:09.447327] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:09.452515] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.50%, Actual: 3.11%
[2025-11-27T20:12:09.485028] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.63%
[2025-11-27T20:12:09.491130] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 3m 29s | Global ETA: 12m 15s
[2025-11-27T20:12:09.491397] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:09.492216] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:09.492361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:09.497114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:09.498942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:09.499513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:09.502187] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 2m 10s | Global ETA: 12m 15s
[2025-11-27T20:12:09.502323] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:09.503081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:09.503148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:09.507804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:09.509506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:09.509986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:09.510365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:09.625643] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.09%, Actual: 1.88%
[2025-11-27T20:12:09.651621] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.45%, Actual: 0.72%
[2025-11-27T20:12:09.796262] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.40%, Actual: 2.24%
[2025-11-27T20:12:09.817843] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.82%, Actual: 2.58%
[2025-11-27T20:12:09.818201] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 19.8970%
[2025-11-27T20:12:09.818310] [INFO ] [main      ] DIBS: Baseline score (no features): 19.8970%
[2025-11-27T20:12:09.818408] [INFO ] [main      ] DIBS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:09.818496] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:12:09.818600] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:09.827708] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:09.829413] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:09.829994] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:09.830834] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:09.830898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:09.835519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:09.840031] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:09.963089] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.44%, Actual: 1.37%
[2025-11-27T20:12:09.991721] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:10.010813] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:10.051621] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 6.73% | Symbol ETA: 3m 28s | Global ETA: 12m 16s
[2025-11-27T20:12:10.051756] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:10.052506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:10.052603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.057255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:10.059173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:10.059731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.068405] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 2m 10s | Global ETA: 12m 16s
[2025-11-27T20:12:10.068705] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:10.069617] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:10.069754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.074681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:10.076623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:10.077201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:10.077688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.127983] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.61%, Actual: 3.23%
[2025-11-27T20:12:10.176457] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:10.295941] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -7.90%, Actual: 1.56%
[2025-11-27T20:12:10.347132] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:10.386557] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:10.402066] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 5m 2s | Global ETA: 12m 17s
[2025-11-27T20:12:10.402323] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:10.403151] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:10.403274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.407605] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:10.408239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.465999] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.51%, Actual: 1.41%
[2025-11-27T20:12:10.555298] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:10.570673] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:10.615820] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.44% | Symbol ETA: 3m 28s | Global ETA: 12m 17s
[2025-11-27T20:12:10.616084] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:10.617129] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:10.617277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.622502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:10.624378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:10.624947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.625343] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2m 9s | Global ETA: 12m 17s
[2025-11-27T20:12:10.625623] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:10.626417] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:10.626538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.631284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:10.633036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:10.633562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:10.634025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.635955] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.74%, Actual: 0.81%
[2025-11-27T20:12:10.756687] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:10.804756] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.84%, Actual: 1.30%
[2025-11-27T20:12:10.925157] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:10.952181] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:10.962261] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:10.971272] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 12.27%, Actual: 1.93%
[2025-11-27T20:12:10.971632] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 31.7816%
[2025-11-27T20:12:10.971787] [INFO ] [main      ] COYA: DISCARDED add_close_to_open_alignment (score: 31.78%)
[2025-11-27T20:12:10.971886] [INFO ] [main      ] COYA: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:12:10.971976] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-27T20:12:10.972068] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:10.980101] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5m 4s | Global ETA: 12m 18s
[2025-11-27T20:12:10.980359] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:10.981183] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:10.981304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.983015] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:10.983629] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:10.984505] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:10.984568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:10.986246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:10.989454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:10.990559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:11.127838] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:11.133809] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:11.184009] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 2m 9s | Global ETA: 12m 18s
[2025-11-27T20:12:11.192464] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 3.75% | Symbol ETA: 3m 27s | Global ETA: 12m 18s
[2025-11-27T20:12:11.192728] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:11.193515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:11.193656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:11.198314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:11.200072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:11.200636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:11.335446] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:11.338977] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:11.349288] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.44%, Actual: 0.46%
[2025-11-27T20:12:11.502064] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:11.504549] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:11.515622] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.62%, Actual: 0.32%
[2025-11-27T20:12:11.526516] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:11.559129] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5m 4s | Global ETA: 12m 19s
[2025-11-27T20:12:11.559394] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:11.560203] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:11.560322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:11.565009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:11.575246] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 1m 16s | Global ETA: 12m 19s
[2025-11-27T20:12:11.575462] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:11.576274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:11.576400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:11.581807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:11.582878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:11.693303] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:11.698782] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:12:11.752096] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.66% | Symbol ETA: 3m 27s | Global ETA: 12m 19s
[2025-11-27T20:12:11.752370] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:11.753184] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:11.753313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:11.758099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:11.759890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:11.760445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:11.877069] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.94%
[2025-11-27T20:12:11.903034] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:11.923262] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:12.054897] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:12:12.070373] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:12.092765] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:12.096404] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:12.126289] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 5m 2s | Global ETA: 12m 19s
[2025-11-27T20:12:12.126497] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:12.127366] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:12.127484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:12.132270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:12.164854] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -3.99% | Symbol ETA: 1m 15s | Global ETA: 12m 19s
[2025-11-27T20:12:12.165105] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:12.165940] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:12.166066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:12.171304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:12.172370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:12.228355] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:12:12.262149] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:12.324728] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.51% | Symbol ETA: 3m 26s | Global ETA: 12m 20s
[2025-11-27T20:12:12.406388] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.18%
[2025-11-27T20:12:12.481719] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:12.494654] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 3.96%, Actual: 5.12%
[2025-11-27T20:12:12.521529] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:12.583819] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.49%
[2025-11-27T20:12:12.647965] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:12.661942] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -1.81%, Actual: 0.69%
[2025-11-27T20:12:12.695128] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:12.701517] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 5m 1s | Global ETA: 12m 20s
[2025-11-27T20:12:12.701800] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:12.702631] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:12.702747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:12.707492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:12.758518] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.26%
[2025-11-27T20:12:12.766072] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.64% | Symbol ETA: 1m 14s | Global ETA: 12m 20s
[2025-11-27T20:12:12.766360] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:12.767362] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:12.767499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:12.772488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:12.773528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:12.827127] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.37%, Actual: 5.02%
[2025-11-27T20:12:12.925647] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.37%
[2025-11-27T20:12:12.926031] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 65.0283%
[2025-11-27T20:12:12.926242] [INFO ] [main      ] FEMB: KEPT add_atr_5 (score: 65.03%)
[2025-11-27T20:12:12.926351] [INFO ] [main      ] FEMB: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:12:12.926438] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment']
[2025-11-27T20:12:12.926551] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:12.939639] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:12.940380] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:12.941349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:12.941485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:12.946500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:12.948489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:12.949072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:12.949547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:12.950382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:12.994718] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.99%, Actual: 0.49%
[2025-11-27T20:12:13.035025] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:13.110754] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:13.160451] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 0.58%
[2025-11-27T20:12:13.197660] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:13.251678] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4m 59s | Global ETA: 12m 21s
[2025-11-27T20:12:13.251942] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:13.252777] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:13.252899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:13.257775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:13.283536] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:13.304906] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:13.324799] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 6.73%, Actual: 1.85%
[2025-11-27T20:12:13.353164] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.38% | Symbol ETA: 1m 14s | Global ETA: 12m 21s
[2025-11-27T20:12:13.353421] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:13.354271] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:13.354398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:13.359990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:13.361102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:13.489717] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.44%, Actual: 4.37%
[2025-11-27T20:12:13.506460] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:13.567190] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 1m 36s | Global ETA: 12m 22s
[2025-11-27T20:12:13.567470] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:13.568359] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:13.568493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:13.573506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:13.575468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:13.576084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:13.576613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:13.577449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:13.593777] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:13.656169] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 3.75%, Actual: 2.73%
[2025-11-27T20:12:13.698836] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:13.761711] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:13.816698] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4m 58s | Global ETA: 12m 22s
[2025-11-27T20:12:13.816957] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:13.817800] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:13.817922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:13.822955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:13.822819] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.66%, Actual: 0.58%
[2025-11-27T20:12:13.865520] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:13.918386] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:13.934372] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.83% | Symbol ETA: 1m 13s | Global ETA: 12m 22s
[2025-11-27T20:12:13.934676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:13.935560] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:13.935737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:13.941188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:13.942304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:13.996837] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.51%, Actual: 0.82%
[2025-11-27T20:12:13.997231] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 51.2087%
[2025-11-27T20:12:13.997438] [INFO ] [main      ] ATHA: KEPT add_atr_10 (score: 51.21%)
[2025-11-27T20:12:13.997557] [INFO ] [main      ] ATHA: Testing feature 4/53: add_atr_5
[2025-11-27T20:12:13.997674] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-11-27T20:12:13.997779] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:14.011433] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:14.012058] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:14.013143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:14.013282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.018798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:14.020923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:14.021486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:14.022062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.084043] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:14.141942] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 1m 35s | Global ETA: 12m 22s
[2025-11-27T20:12:14.142216] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:14.143002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:14.143134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.148192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:14.150162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:14.150730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:14.151192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:14.152011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.161425] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:14.299209] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:14.331462] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:14.381302] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:14.386174] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 4m 57s | Global ETA: 12m 23s
[2025-11-27T20:12:14.386308] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:14.387058] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:14.387124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.391864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.467455] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:14.489119] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:14.531266] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.58% | Symbol ETA: 1m 13s | Global ETA: 12m 23s
[2025-11-27T20:12:14.531515] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:14.532344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:14.532465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.537157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:14.538158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.551186] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:14.613422] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 2.66% | Symbol ETA: 2m 5s | Global ETA: 12m 23s
[2025-11-27T20:12:14.613703] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:14.614539] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:14.614684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.619683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:14.621750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:14.622360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:14.622884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.655147] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:14.710728] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 1m 34s | Global ETA: 12m 23s
[2025-11-27T20:12:14.710877] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:14.711630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:14.711821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.716590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:14.718390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:14.718938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:14.719391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:14.720188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.726974] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:14.870508] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:14.891835] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:14.945701] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.86% | Symbol ETA: 4m 56s | Global ETA: 12m 24s
[2025-11-27T20:12:14.945973] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:14.946808] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:12:14.946930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:14.951801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:14.958965] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:15.036055] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:15.043767] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:15.101644] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 1m 12s | Global ETA: 12m 24s
[2025-11-27T20:12:15.101896] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:15.102709] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:15.102830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.107540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:15.108621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.124933] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:15.186639] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.14% | Symbol ETA: 2m 5s | Global ETA: 12m 24s
[2025-11-27T20:12:15.186892] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:15.187705] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:15.187832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.192509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:15.194324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:15.194869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:15.195363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.207622] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:15.264129] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 1m 34s | Global ETA: 12m 24s
[2025-11-27T20:12:15.264384] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:15.265160] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:15.265286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.270107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:15.271948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:15.272483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:15.272952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:15.273748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.288057] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:15.438412] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:15.456939] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:15.511281] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.35% | Symbol ETA: 4m 55s | Global ETA: 12m 24s
[2025-11-27T20:12:15.524772] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:15.600165] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:15.604144] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:15.670362] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 1m 11s | Global ETA: 12m 25s
[2025-11-27T20:12:15.670647] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:15.671556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:15.671701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.676510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:15.677680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.681380] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.55%, Actual: 1.85%
[2025-11-27T20:12:15.695231] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:15.758853] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.81% | Symbol ETA: 2m 4s | Global ETA: 12m 25s
[2025-11-27T20:12:15.759116] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:15.759997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:15.760138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.762790] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:15.765156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:15.767025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:15.767590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:15.768105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.818585] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 1m 33s | Global ETA: 12m 25s
[2025-11-27T20:12:15.818853] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:15.819665] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:15.819792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:15.824509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:15.826291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:15.826844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:15.827295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:15.828089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:15.850818] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 8.44%
[2025-11-27T20:12:16.005110] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:16.018930] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:16.095080] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:16.159171] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:16.168545] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:16.186068] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 6.85%
[2025-11-27T20:12:16.233808] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.47% | Symbol ETA: 1m 11s | Global ETA: 12m 26s
[2025-11-27T20:12:16.233964] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:16.234770] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:16.234953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:16.239723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:16.240712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:16.258884] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:16.320040] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 2m 4s | Global ETA: 12m 26s
[2025-11-27T20:12:16.320292] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:16.321126] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:16.321271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:16.322355] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:16.326036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:16.327820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:16.328400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:16.329031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:16.353369] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 6.22%
[2025-11-27T20:12:16.377962] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 1m 32s | Global ETA: 12m 26s
[2025-11-27T20:12:16.378231] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:16.379040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:16.379167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:16.383900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:16.385680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:16.386206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:16.386672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:16.387444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:16.531380] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:16.572149] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:16.660830] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:16.704697] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.00%
[2025-11-27T20:12:16.719854] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:16.739089] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:16.802612] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 10.82% | Symbol ETA: 1m 10s | Global ETA: 12m 26s
[2025-11-27T20:12:16.846168] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:16.873070] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.63%
[2025-11-27T20:12:16.883503] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:16.907388] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.57% | Symbol ETA: 2m 3s | Global ETA: 12m 27s
[2025-11-27T20:12:16.907693] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:16.908622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:16.908755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:16.913668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:16.915506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:16.916067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:16.916591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:16.938713] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 12m 27s
[2025-11-27T20:12:16.938988] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:16.939798] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:16.939926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:16.944705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:16.946504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:16.947046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:16.947496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:16.948310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:16.968265] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.93%, Actual: 3.11%
[2025-11-27T20:12:17.045038] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.86%, Actual: 0.72%
[2025-11-27T20:12:17.133424] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -3.99%, Actual: 1.88%
[2025-11-27T20:12:17.214441] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.35%, Actual: 2.58%
[2025-11-27T20:12:17.214796] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 24.9632%
[2025-11-27T20:12:17.214910] [INFO ] [main      ] DIBS: KEPT add_afternoon_v_morning_volatility_mix (score: 24.96%)
[2025-11-27T20:12:17.215003] [INFO ] [main      ] DIBS: Testing feature 2/53: add_atr
[2025-11-27T20:12:17.215091] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:12:17.215198] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:17.226242] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:17.226941] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:17.227882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:17.228005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:17.232881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:17.234720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:17.235254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:17.258183] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:17.294999] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:17.299556] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.64%, Actual: 2.24%
[2025-11-27T20:12:17.425066] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:17.464171] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.38%, Actual: 1.37%
[2025-11-27T20:12:17.473902] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:17.487097] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.01% | Symbol ETA: 2m 2s | Global ETA: 12m 27s
[2025-11-27T20:12:17.487239] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:17.488043] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:17.488111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:17.492783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:17.494464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:17.494938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:17.495357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:17.529119] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 1m 31s | Global ETA: 12m 27s
[2025-11-27T20:12:17.529249] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:17.530002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:17.530070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:17.534661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:17.536334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:17.536815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:17.537188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:17.537895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:17.594489] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:17.631923] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.83%, Actual: 3.23%
[2025-11-27T20:12:17.759446] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:17.805745] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.58%, Actual: 1.56%
[2025-11-27T20:12:17.819020] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6m 23s | Global ETA: 12m 28s
[2025-11-27T20:12:17.819304] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:17.820114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:17.820236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:17.825191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:17.825928] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:17.827248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:17.827829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:17.865102] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:17.974528] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.31%, Actual: 1.41%
[2025-11-27T20:12:17.990835] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:18.029304] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:18.050653] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.50% | Symbol ETA: 2m 2s | Global ETA: 12m 28s
[2025-11-27T20:12:18.050909] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:18.051667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:18.051793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.056450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:18.058221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:18.058769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:18.059263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.085065] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 1m 31s | Global ETA: 12m 28s
[2025-11-27T20:12:18.085338] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:18.086145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:18.086275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.091109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:18.092976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:18.093519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:18.094000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:18.094804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.138770] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.69%, Actual: 0.81%
[2025-11-27T20:12:18.159787] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:18.307206] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.47%, Actual: 1.30%
[2025-11-27T20:12:18.329277] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:18.386200] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 6m 22s | Global ETA: 12m 29s
[2025-11-27T20:12:18.386455] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:18.387302] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:18.387425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.391450] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:18.392439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:18.394379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:18.394947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.440032] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:18.476567] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 10.82%, Actual: 1.93%
[2025-11-27T20:12:18.476914] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 36.6483%
[2025-11-27T20:12:18.477060] [INFO ] [main      ] COYA: DISCARDED add_composite_volatility_context (score: 36.65%)
[2025-11-27T20:12:18.477164] [INFO ] [main      ] COYA: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:12:18.477256] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-27T20:12:18.477386] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:18.489991] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:18.490654] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:18.491547] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:18.491693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.496634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:18.499214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.556300] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:18.616762] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 2m 1s | Global ETA: 12m 29s
[2025-11-27T20:12:18.617016] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:18.617826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:18.617953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.618260] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:18.622701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:18.624467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:18.625008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:18.625508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.677310] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 1m 30s | Global ETA: 12m 29s
[2025-11-27T20:12:18.735130] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:18.829841] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:18.847134] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.50%, Actual: 0.46%
[2025-11-27T20:12:18.908735] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:18.955373] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:18.964799] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6m 21s | Global ETA: 12m 30s
[2025-11-27T20:12:18.965058] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:18.965873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:18.966001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:18.970880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:18.972721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:18.973255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:18.998321] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:19.013230] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.68%, Actual: 0.32%
[2025-11-27T20:12:19.068348] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.45% | Symbol ETA: 1m 3s | Global ETA: 12m 30s
[2025-11-27T20:12:19.068609] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:19.069390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:19.069509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:19.074306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:19.076777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:19.121296] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:19.179163] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 0.35%
[2025-11-27T20:12:19.181472] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 4.55% | Symbol ETA: 2m 1s | Global ETA: 12m 30s
[2025-11-27T20:12:19.181750] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:19.182549] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:19.182734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:19.187438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:19.189248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:19.189794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:19.190327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:19.303293] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:19.345864] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.94%
[2025-11-27T20:12:19.406853] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:19.467086] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:19.511037] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:12:19.520493] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:19.522685] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 6m 21s | Global ETA: 12m 30s
[2025-11-27T20:12:19.522938] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:19.523756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:19.523875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:19.528625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:19.530429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:19.530977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:19.574537] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:19.645776] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -3.34% | Symbol ETA: 1m 2s | Global ETA: 12m 31s
[2025-11-27T20:12:19.646050] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:19.646882] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:19.647006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:19.651995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:19.654480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:19.676853] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.08%
[2025-11-27T20:12:19.685398] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:19.745369] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 2m 0s | Global ETA: 12m 31s
[2025-11-27T20:12:19.843449] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.18%
[2025-11-27T20:12:19.862710] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:19.910998] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 2.66%, Actual: 5.12%
[2025-11-27T20:12:19.988529] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:20.009880] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:12:20.032053] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:20.073624] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.14%, Actual: 0.69%
[2025-11-27T20:12:20.091922] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 20s | Global ETA: 12m 31s
[2025-11-27T20:12:20.092223] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:20.093069] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:20.093195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.099625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:20.102138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:20.102860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.153350] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:20.174524] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.26%
[2025-11-27T20:12:20.222075] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.16% | Symbol ETA: 1m 2s | Global ETA: 12m 32s
[2025-11-27T20:12:20.222321] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:20.223142] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:20.223264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.227980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:20.230395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.236371] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.81%, Actual: 5.02%
[2025-11-27T20:12:20.338695] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.37%
[2025-11-27T20:12:20.339031] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 46.3414%
[2025-11-27T20:12:20.339151] [INFO ] [main      ] FEMB: DISCARDED add_close_to_open_alignment (score: 46.34%)
[2025-11-27T20:12:20.339256] [INFO ] [main      ] FEMB: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:12:20.339354] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context']
[2025-11-27T20:12:20.339454] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:20.352086] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:20.352650] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:20.353536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:20.353685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.358468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:20.360304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:20.360856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:20.361313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:20.362233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.400382] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.81%, Actual: 0.49%
[2025-11-27T20:12:20.435751] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:20.578987] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:20.580633] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.57%, Actual: 0.58%
[2025-11-27T20:12:20.601719] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:20.657705] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6m 20s | Global ETA: 12m 32s
[2025-11-27T20:12:20.657940] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:20.658839] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:20.658918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.663907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:20.665796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:20.666323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.693493] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:20.750174] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:20.750926] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.01%, Actual: 1.85%
[2025-11-27T20:12:20.820652] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.55% | Symbol ETA: 1m 1s | Global ETA: 12m 32s
[2025-11-27T20:12:20.820787] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:20.821540] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:20.821622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.826477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:20.828969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.859791] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:20.918238] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 1m 15s | Global ETA: 12m 33s
[2025-11-27T20:12:20.918517] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:20.919551] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:20.919718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:20.920353] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.50%, Actual: 4.37%
[2025-11-27T20:12:20.924616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:20.926441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:20.927003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:20.927466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:20.928423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:20.999969] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:21.085974] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 2.73%
[2025-11-27T20:12:21.163592] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:21.167940] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:21.218335] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 6m 19s | Global ETA: 12m 33s
[2025-11-27T20:12:21.218597] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:21.219383] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:21.219503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.224180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:21.225993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:21.226518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.251770] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 4.55%, Actual: 0.58%
[2025-11-27T20:12:21.260501] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:21.330271] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:21.397231] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.24% | Symbol ETA: 1m 0s | Global ETA: 12m 33s
[2025-11-27T20:12:21.397481] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:21.398303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:21.398441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.403218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:21.405647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.418748] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 0.82%
[2025-11-27T20:12:21.419129] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 44.2530%
[2025-11-27T20:12:21.419254] [INFO ] [main      ] ATHA: DISCARDED add_atr_5 (score: 44.25%)
[2025-11-27T20:12:21.419361] [INFO ] [main      ] ATHA: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:12:21.419464] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment']
[2025-11-27T20:12:21.419568] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:21.425989] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:21.432266] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:21.432840] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:21.433796] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:21.433927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.438979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:21.440907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:21.441472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:21.442365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.484381] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 1m 14s | Global ETA: 12m 33s
[2025-11-27T20:12:21.484516] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:21.485317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:21.485385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.490268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:21.492188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:21.492753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:21.493205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:21.494127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.559447] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:21.733018] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:21.741682] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:21.780193] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:21.788225] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 6m 18s | Global ETA: 12m 34s
[2025-11-27T20:12:21.788505] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:21.789553] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:21.789710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.794478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:21.796297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:21.796843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.830011] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:21.906973] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:21.948269] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:21.973014] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.79% | Symbol ETA: 59.9s | Global ETA: 12m 34s
[2025-11-27T20:12:21.973277] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:21.974080] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:21.974202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:21.979127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:21.981591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:21.997087] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:22.010468] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 2.51% | Symbol ETA: 1m 34s | Global ETA: 12m 34s
[2025-11-27T20:12:22.010618] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:22.011393] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:22.011463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.016393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:22.018440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:22.019020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:22.019918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.055266] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 1m 14s | Global ETA: 12m 34s
[2025-11-27T20:12:22.055529] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:22.056364] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:22.056493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.061382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:22.063168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:22.063747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:22.064198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:22.065114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.128240] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:22.296720] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:22.313910] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:22.348924] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:22.352369] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.12% | Symbol ETA: 6m 18s | Global ETA: 12m 35s
[2025-11-27T20:12:22.352665] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:22.353514] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:22.353654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.358607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:22.360495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:22.361019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.396642] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:22.476967] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:22.515302] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:22.543934] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 59.3s | Global ETA: 12m 35s
[2025-11-27T20:12:22.544213] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:22.545047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:22.545168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.549973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:22.552396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.562022] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:22.577133] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 1m 34s | Global ETA: 12m 35s
[2025-11-27T20:12:22.577384] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:22.578219] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:22.578348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.583113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:22.584906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:22.585469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:22.586277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.619662] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 1m 13s | Global ETA: 12m 35s
[2025-11-27T20:12:22.619909] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:22.620728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:22.620857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:22.625677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:22.627459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:22.628010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:22.628482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:22.629430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:22.703541] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:22.871465] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:22.883251] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:22.919807] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:22.926816] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.38% | Symbol ETA: 6m 17s | Global ETA: 12m 36s
[2025-11-27T20:12:22.957050] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:23.046514] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:23.087237] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:23.100145] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 1.85%
[2025-11-27T20:12:23.112616] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.38% | Symbol ETA: 58.7s | Global ETA: 12m 36s
[2025-11-27T20:12:23.112880] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:23.113731] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:23.113862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.118713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:23.119004] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:23.121301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.148039] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 2.02% | Symbol ETA: 1m 33s | Global ETA: 12m 36s
[2025-11-27T20:12:23.148314] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:23.149147] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:23.149274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.154067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:23.155836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:23.156380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:23.157200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.175048] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 1m 13s | Global ETA: 12m 36s
[2025-11-27T20:12:23.175313] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:23.176120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:23.176248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.180974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:23.182729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:23.183267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:23.183750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:23.184680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.265927] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 8.44%
[2025-11-27T20:12:23.433254] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:23.448218] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:23.491130] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:23.510552] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:23.598922] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.65%, Actual: 6.85%
[2025-11-27T20:12:23.613391] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:23.659344] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:23.674143] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:23.678687] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -1.11% | Symbol ETA: 58.1s | Global ETA: 12m 37s
[2025-11-27T20:12:23.678949] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:23.679796] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:23.679915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.684714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:23.687129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.721410] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 1m 32s | Global ETA: 12m 37s
[2025-11-27T20:12:23.721706] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:23.722610] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:23.722739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.727781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:23.729699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:23.730196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:23.731045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.731050] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 1m 12s | Global ETA: 12m 37s
[2025-11-27T20:12:23.731325] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:23.732178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:23.732311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:23.737047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:23.738817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:23.739391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:23.739858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:23.740769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:23.765475] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 6.22%
[2025-11-27T20:12:23.931003] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:24.022937] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:24.068984] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:24.069869] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:24.096973] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 1.00%
[2025-11-27T20:12:24.195699] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:24.236356] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:24.239102] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:24.263859] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.63%
[2025-11-27T20:12:24.265223] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.34% | Symbol ETA: 57.5s | Global ETA: 12m 38s
[2025-11-27T20:12:24.293398] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 1m 11s | Global ETA: 12m 38s
[2025-11-27T20:12:24.293682] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:24.294479] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:24.294620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:24.299457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:24.301286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:24.301388] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.98% | Symbol ETA: 1m 32s | Global ETA: 12m 38s
[2025-11-27T20:12:24.301670] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:24.301844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:24.302316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:24.302496] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:24.302651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:24.303237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:24.307695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:24.309549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:24.310118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:24.311009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:24.429346] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.12%, Actual: 0.72%
[2025-11-27T20:12:24.437899] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.45%, Actual: 3.11%
[2025-11-27T20:12:24.604248] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 2.58%
[2025-11-27T20:12:24.604622] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 20.8209%
[2025-11-27T20:12:24.604738] [INFO ] [main      ] DIBS: DISCARDED add_atr (score: 20.82%)
[2025-11-27T20:12:24.604851] [INFO ] [main      ] DIBS: Testing feature 3/53: add_atr_10
[2025-11-27T20:12:24.604941] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:12:24.605034] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:24.616284] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:24.616820] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:24.617789] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:24.617911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:24.619666] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -3.34%, Actual: 1.88%
[2025-11-27T20:12:24.623218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:24.625205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:24.625771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:24.633361] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:24.645055] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:24.800605] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:24.811296] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:24.822318] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.16%, Actual: 2.24%
[2025-11-27T20:12:24.857584] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 1m 11s | Global ETA: 12m 38s
[2025-11-27T20:12:24.857863] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:24.858715] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:24.858844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:24.863697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:24.865480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:24.866123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:24.866633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:24.867546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:24.871868] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -2.27% | Symbol ETA: 1m 31s | Global ETA: 12m 38s
[2025-11-27T20:12:24.872125] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:24.872941] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:24.873074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:24.877890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:24.879711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:24.880248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:24.881061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:24.977147] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:24.998438] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.55%, Actual: 1.37%
[2025-11-27T20:12:25.146474] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:25.180251] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.24%, Actual: 3.23%
[2025-11-27T20:12:25.195221] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:25.202825] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 3m 10s | Global ETA: 12m 39s
[2025-11-27T20:12:25.203076] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:25.203912] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:25.204029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:25.208773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:25.210646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:25.211174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:25.213532] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:25.348562] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.79%, Actual: 1.56%
[2025-11-27T20:12:25.359313] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:25.379752] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:25.415608] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 1m 10s | Global ETA: 12m 39s
[2025-11-27T20:12:25.415856] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:25.416668] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:25.416797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:25.421613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:25.423351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:25.423904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:25.424356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:25.425273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:25.439459] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.32% | Symbol ETA: 1m 31s | Global ETA: 12m 39s
[2025-11-27T20:12:25.439741] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:25.440538] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:25.440681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:25.445403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:25.447219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:25.447771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:25.448637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:25.514248] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 1.41%
[2025-11-27T20:12:25.542431] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:25.682589] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.38%, Actual: 0.81%
[2025-11-27T20:12:25.708728] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:25.752307] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:25.764750] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 9s | Global ETA: 12m 40s
[2025-11-27T20:12:25.765010] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:25.765773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:25.765891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:25.770652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:25.772435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:25.772982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:25.780859] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:25.848086] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 1.30%
[2025-11-27T20:12:25.915267] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:25.949951] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:25.971252] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 1m 10s | Global ETA: 12m 40s
[2025-11-27T20:12:26.009985] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.40% | Symbol ETA: 1m 30s | Global ETA: 12m 40s
[2025-11-27T20:12:26.010253] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:26.011089] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:26.011165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.012311] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.34%, Actual: 1.93%
[2025-11-27T20:12:26.012637] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.8503%
[2025-11-27T20:12:26.012732] [INFO ] [main      ] COYA: DISCARDED add_day_shape_ratios (score: 38.85%)
[2025-11-27T20:12:26.012832] [INFO ] [main      ] COYA: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:12:26.012920] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-27T20:12:26.013013] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:26.016067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:26.017791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:26.018291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:26.019040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.130841] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:26.131512] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:26.132419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:26.132538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.134559] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.37%, Actual: 0.46%
[2025-11-27T20:12:26.137370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:26.158963] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:26.243982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.297769] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.51%, Actual: 0.32%
[2025-11-27T20:12:26.322823] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:26.350391] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:26.378232] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 3m 9s | Global ETA: 12m 41s
[2025-11-27T20:12:26.378494] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:26.379292] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:26.379414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.384082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:26.385905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:26.386435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.461162] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.40%, Actual: 0.35%
[2025-11-27T20:12:26.516103] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:26.573844] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:26.576775] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 1m 30s | Global ETA: 12m 41s
[2025-11-27T20:12:26.577030] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:26.577871] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:26.578000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.582735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:26.584525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:26.585077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:26.585924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.624715] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.94%
[2025-11-27T20:12:26.718912] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:26.742249] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:26.786699] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.07%
[2025-11-27T20:12:26.808973] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 54.5s | Global ETA: 12m 41s
[2025-11-27T20:12:26.809229] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:26.810058] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:26.810183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.815026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:26.883196] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:26.918613] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:26.923893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.937989] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 3m 8s | Global ETA: 12m 42s
[2025-11-27T20:12:26.938248] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:26.939051] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:26.939170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:26.943892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:26.945706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:26.946240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:26.949370] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 0.08%
[2025-11-27T20:12:27.087891] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:27.114156] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18%
[2025-11-27T20:12:27.149329] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 1m 29s | Global ETA: 12m 42s
[2025-11-27T20:12:27.266250] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:27.272406] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:27.292393] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.49%
[2025-11-27T20:12:27.317409] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 2.51%, Actual: 5.12%
[2025-11-27T20:12:27.431112] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:27.434353] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:27.457149] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.26%
[2025-11-27T20:12:27.483465] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.32%, Actual: 0.69%
[2025-11-27T20:12:27.488864] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 3m 8s | Global ETA: 12m 42s
[2025-11-27T20:12:27.489120] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:27.489938] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:27.490057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:27.494708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:27.495864] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 53.9s | Global ETA: 12m 42s
[2025-11-27T20:12:27.496124] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:27.496530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:27.496987] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:27.497091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:27.497120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:27.503084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:27.608596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:27.619878] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.37%
[2025-11-27T20:12:27.620250] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 44.4543%
[2025-11-27T20:12:27.620428] [INFO ] [main      ] FEMB: DISCARDED add_composite_volatility_context (score: 44.45%)
[2025-11-27T20:12:27.620538] [INFO ] [main      ] FEMB: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:12:27.620650] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios']
[2025-11-27T20:12:27.620750] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:27.632399] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:27.632954] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:27.633816] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:27.633947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:27.638710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:27.640541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:27.641100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:27.641548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:27.643957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:27.652129] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 2.02%, Actual: 5.02%
[2025-11-27T20:12:27.819490] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.88%, Actual: 0.49%
[2025-11-27T20:12:27.823512] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:27.935035] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:27.971866] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:27.987521] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:27.987476] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.98%, Actual: 0.58%
[2025-11-27T20:12:28.041697] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 7s | Global ETA: 12m 43s
[2025-11-27T20:12:28.041850] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:28.042722] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:28.042840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.047623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:28.049438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:28.049989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.100705] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:28.137202] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:28.154623] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 1.85%
[2025-11-27T20:12:28.165201] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.96% | Symbol ETA: 53.2s | Global ETA: 12m 43s
[2025-11-27T20:12:28.165456] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:28.166300] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:28.166423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.171400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:28.197882] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 1m 1s | Global ETA: 12m 43s
[2025-11-27T20:12:28.198165] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:28.198992] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:28.199121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.203895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:28.205681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:28.206219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:28.206692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:28.209122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.279266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.320492] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 4.37%
[2025-11-27T20:12:28.376848] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:28.490590] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.40%, Actual: 2.73%
[2025-11-27T20:12:28.538635] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:28.540558] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:28.595243] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 6s | Global ETA: 12m 44s
[2025-11-27T20:12:28.595502] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:28.596296] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:28.596415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.601147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:28.602929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:28.603456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.632213] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:28.658989] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 0.58%
[2025-11-27T20:12:28.702981] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:28.761969] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.92% | Symbol ETA: 1m 0s | Global ETA: 12m 44s
[2025-11-27T20:12:28.762228] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:28.763063] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:28.763191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.767943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:28.769741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:28.770279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:28.770767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:28.773145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.800044] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:28.827840] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.73%, Actual: 0.82%
[2025-11-27T20:12:28.828207] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 45.1706%
[2025-11-27T20:12:28.828362] [INFO ] [main      ] ATHA: DISCARDED add_close_to_open_alignment (score: 45.17%)
[2025-11-27T20:12:28.828475] [INFO ] [main      ] ATHA: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:12:28.828589] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context']
[2025-11-27T20:12:28.828695] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:28.841423] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:28.841980] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:28.842920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:28.843049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.847797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:28.849669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:28.850211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:28.851182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:28.865464] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.28% | Symbol ETA: 52.5s | Global ETA: 12m 44s
[2025-11-27T20:12:28.865730] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:28.866527] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:28.866660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:28.871625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:28.932774] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:28.984286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.100507] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:29.100940] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:29.155687] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 3m 6s | Global ETA: 12m 45s
[2025-11-27T20:12:29.155948] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:29.156746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:29.156864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.161637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.163508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:29.164050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.186143] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:29.264369] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:29.317826] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:29.322536] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 59.8s | Global ETA: 12m 45s
[2025-11-27T20:12:29.322803] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:29.323630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:29.323755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.328541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.330333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:29.330888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:29.331344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:29.333722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.352508] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:29.414916] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 1m 15s | Global ETA: 12m 45s
[2025-11-27T20:12:29.415172] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:29.415991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:29.416127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.420955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.422787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:29.423320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:29.424303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.485293] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:29.491786] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:29.550465] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 4.46% | Symbol ETA: 51.9s | Global ETA: 12m 46s
[2025-11-27T20:12:29.550740] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:29.551565] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:29.551715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.556718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:29.657477] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:29.660233] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:29.671781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.712558] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.11% | Symbol ETA: 3m 5s | Global ETA: 12m 46s
[2025-11-27T20:12:29.712828] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:29.713639] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:29.713759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.719033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.720992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:29.721545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.758190] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:29.823483] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:29.882136] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 59.2s | Global ETA: 12m 46s
[2025-11-27T20:12:29.882408] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:29.883251] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:29.883378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.888309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.890093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:29.890652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:29.891098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:29.893509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:29.925685] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:29.987517] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.97% | Symbol ETA: 1m 14s | Global ETA: 12m 46s
[2025-11-27T20:12:29.987795] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:29.988623] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:29.988748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:29.993439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:29.995219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:29.995771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:29.996721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:30.021401] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:30.051036] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:30.201457] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:30.216224] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:30.217895] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:30.265697] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.60% | Symbol ETA: 51.2s | Global ETA: 12m 47s
[2025-11-27T20:12:30.265862] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:30.266779] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:30.266902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:30.270201] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.53% | Symbol ETA: 3m 5s | Global ETA: 12m 47s
[2025-11-27T20:12:30.271842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:30.331020] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:30.379050] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:30.379148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:30.433886] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 1.85%
[2025-11-27T20:12:30.436678] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 58.6s | Global ETA: 12m 47s
[2025-11-27T20:12:30.436948] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:30.437793] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:30.437922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:30.442722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:30.444520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:30.445071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:30.445523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:30.447956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:30.499743] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:30.562935] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 7.55% | Symbol ETA: 1m 14s | Global ETA: 12m 47s
[2025-11-27T20:12:30.563216] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:30.564090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:30.564231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:30.569253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:30.571182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:30.571777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:30.572744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:30.600952] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 8.44%
[2025-11-27T20:12:30.721543] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:30.770778] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:30.773153] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:30.891608] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:30.911803] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:30.938318] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:30.939398] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 6.85%
[2025-11-27T20:12:30.956829] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 50.5s | Global ETA: 12m 48s
[2025-11-27T20:12:30.957101] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:30.957976] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:30.958100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:30.962919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:30.995876] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 58.1s | Global ETA: 12m 48s
[2025-11-27T20:12:30.996142] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:30.996953] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:30.997082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.001788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:31.003533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:31.004087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:31.004540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:31.006923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.071217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.084217] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:31.108617] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 6.22%
[2025-11-27T20:12:31.147847] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 1m 13s | Global ETA: 12m 48s
[2025-11-27T20:12:31.148147] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:31.149053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:31.149188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.154093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:31.156069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:31.156657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:31.157660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.274275] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:31.336015] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:31.401277] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:31.438048] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.00%
[2025-11-27T20:12:31.499144] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:31.502534] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:31.557699] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 57.5s | Global ETA: 12m 49s
[2025-11-27T20:12:31.557934] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:31.558790] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:31.558918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.563647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:31.565398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:31.565947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:31.566144] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:31.566397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:31.568806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.606644] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.63%
[2025-11-27T20:12:31.630829] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 49.8s | Global ETA: 12m 49s
[2025-11-27T20:12:31.630976] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:31.631763] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:31.631830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.636560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:31.683349] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:31.743891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.748832] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.07% | Symbol ETA: 1m 13s | Global ETA: 12m 49s
[2025-11-27T20:12:31.749085] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:31.749940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:31.750070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.754832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:31.756663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:31.757198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:31.758153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:31.777353] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.11%, Actual: 0.72%
[2025-11-27T20:12:31.903009] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:31.948190] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.53%, Actual: 2.58%
[2025-11-27T20:12:31.948421] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 19.9363%
[2025-11-27T20:12:31.948524] [INFO ] [main      ] DIBS: DISCARDED add_atr_10 (score: 19.94%)
[2025-11-27T20:12:31.948589] [INFO ] [main      ] DIBS: Testing feature 4/53: add_atr_5
[2025-11-27T20:12:31.948693] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-27T20:12:31.948736] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:31.959911] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:31.960488] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:31.961354] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:31.961473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:31.966531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:31.968464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:31.968970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.066011] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:32.078883] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:32.096457] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:32.123403] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 56.9s | Global ETA: 12m 49s
[2025-11-27T20:12:32.123665] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:32.124459] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:32.124599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.129333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:32.131115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:32.131685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:32.132135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:32.134516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.260122] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:32.261741] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:32.297431] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:32.322810] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.64% | Symbol ETA: 49.1s | Global ETA: 12m 50s
[2025-11-27T20:12:32.323056] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:32.323234] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 1m 12s | Global ETA: 12m 50s
[2025-11-27T20:12:32.323515] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:32.323890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:32.324020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.324378] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:32.324524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.328820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:32.329473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:32.331290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:32.331874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:32.332862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.431697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.460040] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:32.470606] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:32.515267] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: 12m 50s
[2025-11-27T20:12:32.515523] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:32.516319] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:32.516443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.521174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:32.522988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:32.523509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.636036] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:32.666944] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:32.693271] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 56.4s | Global ETA: 12m 50s
[2025-11-27T20:12:32.693546] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:32.694368] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:32.694499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.699223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:32.701012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:32.701546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:32.702011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:32.704383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.759991] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:32.830407] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:32.863181] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:32.890862] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 1m 11s | Global ETA: 12m 51s
[2025-11-27T20:12:32.891127] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:32.891954] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:32.892084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:32.896824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:32.898666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:32.899205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:32.900148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:32.923691] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:32.987042] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 10.22% | Symbol ETA: 48.4s | Global ETA: 12m 51s
[2025-11-27T20:12:33.029509] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:33.036601] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:33.088774] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 12m 51s
[2025-11-27T20:12:33.089017] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:33.089838] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:33.089961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:33.094735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:33.096563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:33.097096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:33.156654] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -2.23%, Actual: 3.11%
[2025-11-27T20:12:33.205960] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:33.232948] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:33.263856] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 55.8s | Global ETA: 12m 51s
[2025-11-27T20:12:33.322484] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.01%, Actual: 1.88%
[2025-11-27T20:12:33.397793] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:33.429691] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:33.435487] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.30%, Actual: 0.46%
[2025-11-27T20:12:33.461657] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 3.04% | Symbol ETA: 1m 11s | Global ETA: 12m 51s
[2025-11-27T20:12:33.461935] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:33.462761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:33.462898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:33.467659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:33.469421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:33.469976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:33.470914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:33.487802] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.96%, Actual: 2.24%
[2025-11-27T20:12:33.598338] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:33.599680] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.92%, Actual: 0.32%
[2025-11-27T20:12:33.651671] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.28%, Actual: 1.37%
[2025-11-27T20:12:33.654480] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 12m 52s
[2025-11-27T20:12:33.654754] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:33.655529] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:33.655664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:33.660477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:33.662286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:33.662827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:33.763091] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 0.35%
[2025-11-27T20:12:33.807184] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:33.813803] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 4.46%, Actual: 3.23%
[2025-11-27T20:12:33.926327] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.94%
[2025-11-27T20:12:33.970850] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:33.976604] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.60%, Actual: 1.56%
[2025-11-27T20:12:33.993966] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:34.032240] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 8.55% | Symbol ETA: 1m 10s | Global ETA: 12m 52s
[2025-11-27T20:12:34.032529] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:34.033533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:34.033691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:34.038621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:34.040430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:34.041043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:34.042011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:34.089491] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.07%
[2025-11-27T20:12:34.140160] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 1.41%
[2025-11-27T20:12:34.158525] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:34.213494] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 2m 3s | Global ETA: 12m 52s
[2025-11-27T20:12:34.213785] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:34.214564] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:34.214698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:34.219606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:34.221387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:34.221918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:34.253189] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.08%
[2025-11-27T20:12:34.302825] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.81%
[2025-11-27T20:12:34.374068] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:34.418834] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.18%
[2025-11-27T20:12:34.470900] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.64%, Actual: 1.30%
[2025-11-27T20:12:34.548795] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:34.555087] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:34.583814] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.49%
[2025-11-27T20:12:34.610582] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 3.10% | Symbol ETA: 1m 10s | Global ETA: 12m 53s
[2025-11-27T20:12:34.635104] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 10.22%, Actual: 1.93%
[2025-11-27T20:12:34.635406] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.9124%
[2025-11-27T20:12:34.635546] [INFO ] [main      ] COYA: DISCARDED add_directional_consistency (score: 39.91%)
[2025-11-27T20:12:34.635668] [INFO ] [main      ] COYA: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:12:34.635763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range']
[2025-11-27T20:12:34.635856] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:34.646528] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:34.647033] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:34.647936] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:34.648056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:34.652929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:34.654673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:34.723753] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:34.750543] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.26%
[2025-11-27T20:12:34.774860] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.05%, Actual: 5.12%
[2025-11-27T20:12:34.779395] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 3s | Global ETA: 12m 53s
[2025-11-27T20:12:34.779678] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:34.780552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:34.780735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:34.785728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:34.787662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:34.788227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:34.920276] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.37%
[2025-11-27T20:12:34.920635] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 53.8496%
[2025-11-27T20:12:34.920803] [INFO ] [main      ] FEMB: DISCARDED add_day_shape_ratios (score: 53.85%)
[2025-11-27T20:12:34.920912] [INFO ] [main      ] FEMB: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:12:34.921012] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency']
[2025-11-27T20:12:34.921114] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:34.932656] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:34.933183] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:34.934102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:34.934234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:34.938148] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.97%, Actual: 0.69%
[2025-11-27T20:12:34.939064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:34.940912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:34.941452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:34.941920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:34.981126] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:35.048440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.107334] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 7.55%, Actual: 5.02%
[2025-11-27T20:12:35.125596] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:35.144783] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:35.209169] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.37% | Symbol ETA: 52.5s | Global ETA: 12m 54s
[2025-11-27T20:12:35.209417] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:35.210236] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:35.210355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:35.215084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:35.216792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.273342] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 0.49%
[2025-11-27T20:12:35.290143] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:35.344459] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2m 2s | Global ETA: 12m 54s
[2025-11-27T20:12:35.344738] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:35.345522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:35.345657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:35.350437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:35.352247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:35.352786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.377150] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:35.443002] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.07%, Actual: 0.58%
[2025-11-27T20:12:35.540225] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:35.545818] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:35.597949] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 52.9s | Global ETA: 12m 55s
[2025-11-27T20:12:35.598227] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:35.599089] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:35.599218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:35.603937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:35.605719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:35.606250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:35.606728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:35.612407] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 1.85%
[2025-11-27T20:12:35.682489] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:35.711570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.714474] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:35.777455] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 51.9s | Global ETA: 12m 55s
[2025-11-27T20:12:35.777731] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:35.778543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:35.778678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:35.780933] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: 1.06%, Actual: 4.37%
[2025-11-27T20:12:35.783348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:35.785058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.847625] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:35.902350] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 2m 2s | Global ETA: 12m 55s
[2025-11-27T20:12:35.902617] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:35.903357] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:35.903478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:35.908230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:35.910064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:35.910602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:35.944963] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 3.04%, Actual: 2.73%
[2025-11-27T20:12:36.040791] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:36.113511] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:36.115401] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 8.55%, Actual: 0.58%
[2025-11-27T20:12:36.203951] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:36.239793] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:36.260360] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 52.2s | Global ETA: 12m 56s
[2025-11-27T20:12:36.260511] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:36.261382] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:36.261512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.266250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:36.268043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:36.268645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:36.269092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:36.277434] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:36.285786] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 3.10%, Actual: 0.82%
[2025-11-27T20:12:36.286028] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 31.8019%
[2025-11-27T20:12:36.286127] [INFO ] [main      ] ATHA: DISCARDED add_composite_volatility_context (score: 31.80%)
[2025-11-27T20:12:36.286183] [INFO ] [main      ] ATHA: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:12:36.286231] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios']
[2025-11-27T20:12:36.286282] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:36.299462] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:36.299939] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:36.300818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:36.300887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.305785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:36.307640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:36.308150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:36.310520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.341452] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 51.4s | Global ETA: 12m 56s
[2025-11-27T20:12:36.341603] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:36.342352] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:36.342412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.347101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:36.348761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.373552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.405698] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:36.459862] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 2m 1s | Global ETA: 12m 56s
[2025-11-27T20:12:36.459994] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:36.460777] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:36.460843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.465514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:36.467294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:36.467786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.664436] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:36.679975] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:36.700448] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:36.799213] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:36.837791] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:36.843627] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:36.862476] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:36.903320] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 1m 3s | Global ETA: 12m 57s
[2025-11-27T20:12:36.903454] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:36.904275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:36.904486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.907889] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.35% | Symbol ETA: 50.8s | Global ETA: 12m 57s
[2025-11-27T20:12:36.908178] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:36.909010] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:36.909133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.909391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:36.911251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:36.911853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:36.913913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:36.914310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.915628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:36.918633] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 51.6s | Global ETA: 12m 57s
[2025-11-27T20:12:36.918848] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:36.919673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:36.919803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:36.924545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:36.926335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:36.926891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:36.927340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:36.963868] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:37.017742] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.12% | Symbol ETA: 2m 1s | Global ETA: 12m 57s
[2025-11-27T20:12:37.017994] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:37.018923] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:37.019043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:37.023761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:37.025556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:37.026089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:37.030625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:37.243099] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:37.255760] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:37.358913] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:37.360514] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:37.408177] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:37.422996] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:37.471491] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.04% | Symbol ETA: 50.2s | Global ETA: 12m 57s
[2025-11-27T20:12:37.471767] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:37.472693] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:37.472810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:37.477507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:37.479215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:37.489930] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.13% | Symbol ETA: 1m 2s | Global ETA: 12m 57s
[2025-11-27T20:12:37.490201] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:37.491117] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:37.491249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:37.496115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:37.498102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:37.498719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:37.501106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:37.525210] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:37.528508] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:37.582657] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 50.9s | Global ETA: 12m 58s
[2025-11-27T20:12:37.582789] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:37.583407] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.38% | Symbol ETA: 1m 60s | Global ETA: 12m 58s
[2025-11-27T20:12:37.583520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:37.583606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:37.588387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:37.590220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:37.590782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:37.591232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:37.695979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:37.755014] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 1.85%
[2025-11-27T20:12:37.824564] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:37.835154] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:37.925058] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 8.44%
[2025-11-27T20:12:37.991416] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:38.001597] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:38.030430] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:38.054481] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -5.36% | Symbol ETA: 49.7s | Global ETA: 12m 58s
[2025-11-27T20:12:38.054738] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:38.055530] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:38.055690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.060382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:38.062113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:38.065243] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 1m 1s | Global ETA: 12m 58s
[2025-11-27T20:12:38.065374] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:38.066126] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:38.066194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.070847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:38.072696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:38.073231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:38.075549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:38.092449] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:38.195843] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:38.253160] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 50.2s | Global ETA: 12m 59s
[2025-11-27T20:12:38.253435] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:38.254259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:38.254387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.260204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:38.262246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:38.262998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:38.263448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:38.266165] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.65%, Actual: 6.85%
[2025-11-27T20:12:38.368547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:38.393365] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:38.408888] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:38.437193] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 6.22%
[2025-11-27T20:12:38.559970] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:38.576428] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:38.612328] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:38.623649] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 49.1s | Global ETA: 12m 59s
[2025-11-27T20:12:38.623913] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:38.624755] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:38.624873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.629678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:38.631387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:38.640792] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 1m 1s | Global ETA: 12m 59s
[2025-11-27T20:12:38.641042] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:38.641873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:38.642001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.646820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:38.648680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:38.649224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:38.651617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:38.697030] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:38.781105] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 1.00%
[2025-11-27T20:12:38.861419] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:38.918476] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 49.6s | Global ETA: 12m 60s
[2025-11-27T20:12:38.918768] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:38.919617] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:38.919747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:38.924526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:38.926366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:38.926979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:38.927431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:38.953155] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.63%
[2025-11-27T20:12:38.964644] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:38.988046] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:39.031928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.126072] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.12%, Actual: 0.72%
[2025-11-27T20:12:39.131966] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:39.154901] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:39.196048] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.48% | Symbol ETA: 48.6s | Global ETA: 12m 60s
[2025-11-27T20:12:39.196302] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:39.197096] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:39.197217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.202020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:39.203721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.218560] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -6.94% | Symbol ETA: 1m 0s | Global ETA: 13m 0s
[2025-11-27T20:12:39.218713] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:39.219453] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:39.219516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.224201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:39.226126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:39.226743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:39.229239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.294061] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 2.58%
[2025-11-27T20:12:39.294263] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 20.8209%
[2025-11-27T20:12:39.294342] [INFO ] [main      ] DIBS: DISCARDED add_atr_5 (score: 20.82%)
[2025-11-27T20:12:39.294385] [INFO ] [main      ] DIBS: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:12:39.294419] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-27T20:12:39.294457] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:39.305212] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:39.305631] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:39.306611] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:39.306732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.311460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:39.312337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.360542] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:39.523085] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:39.533566] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:39.560529] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:39.578836] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 48.9s | Global ETA: 13m 1s
[2025-11-27T20:12:39.579127] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:39.579951] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:39.580077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.584864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:39.586647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:39.587181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:39.587665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:39.642273] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:39.690333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.698415] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:39.728282] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:39.761279] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.74% | Symbol ETA: 48.0s | Global ETA: 13m 1s
[2025-11-27T20:12:39.761545] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:39.762362] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:39.762482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.767249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:39.769014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.790986] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.94% | Symbol ETA: 59.5s | Global ETA: 13m 1s
[2025-11-27T20:12:39.791258] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:39.792069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:39.792197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.796971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:39.798770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:39.799354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:39.801796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:39.811403] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:39.866719] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 13m 1s
[2025-11-27T20:12:39.866959] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:39.867779] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:39.867892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:39.872672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:39.873512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:40.019708] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:40.137117] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:40.158930] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:40.183138] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:40.207985] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:40.238770] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 48.3s | Global ETA: 13m 2s
[2025-11-27T20:12:40.238906] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:40.239649] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:40.239742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:40.244453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:40.246293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:40.246853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:40.247302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:40.304315] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:40.324253] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:40.348807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:40.365022] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.00% | Symbol ETA: 58.9s | Global ETA: 13m 2s
[2025-11-27T20:12:40.365299] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:40.366115] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:40.366243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:40.371150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:40.372921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:40.373449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:40.375851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:40.378250] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:40.388250] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.71% | Symbol ETA: 47.4s | Global ETA: 13m 2s
[2025-11-27T20:12:40.434456] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 1m 33s | Global ETA: 13m 2s
[2025-11-27T20:12:40.434711] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:40.435499] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:40.435634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:40.440641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:40.441506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:40.558701] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.37%, Actual: 3.11%
[2025-11-27T20:12:40.676094] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:40.718346] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:40.722874] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.90%, Actual: 1.88%
[2025-11-27T20:12:40.783239] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:40.839725] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:40.883842] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:40.887670] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 0.97%, Actual: 2.24%
[2025-11-27T20:12:40.895691] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 47.6s | Global ETA: 13m 3s
[2025-11-27T20:12:40.895952] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:40.896765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:40.896893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:40.901600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:40.903352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:40.903916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:40.904361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:40.945406] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.15% | Symbol ETA: 58.3s | Global ETA: 13m 3s
[2025-11-27T20:12:40.945710] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:40.946502] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:40.946650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:40.951483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:40.953273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:40.953820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:40.954628] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:40.956206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:41.005612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:41.010761] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 13m 3s
[2025-11-27T20:12:41.011003] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:41.011844] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:41.011967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:41.016919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:41.017824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:41.052372] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.35%, Actual: 1.37%
[2025-11-27T20:12:41.219630] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.04%, Actual: 3.23%
[2025-11-27T20:12:41.283995] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:41.332207] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:41.353641] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:41.384113] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -5.36%, Actual: 1.56%
[2025-11-27T20:12:41.446694] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:41.495836] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:41.508154] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.76% | Symbol ETA: 57.8s | Global ETA: 13m 3s
[2025-11-27T20:12:41.508398] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:41.509251] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:41.509378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:41.514156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:41.515930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:41.516464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:41.518873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:41.520733] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:41.551865] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 46.9s | Global ETA: 13m 4s
[2025-11-27T20:12:41.552867] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 1.41%
[2025-11-27T20:12:41.576329] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.60% | Symbol ETA: 1m 32s | Global ETA: 13m 4s
[2025-11-27T20:12:41.576602] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:41.577418] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:41.577541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:41.582405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:41.583320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:41.719199] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.38%, Actual: 0.46%
[2025-11-27T20:12:41.720621] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.48%, Actual: 0.81%
[2025-11-27T20:12:41.849669] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:41.883282] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.69%, Actual: 0.32%
[2025-11-27T20:12:41.889746] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.74%, Actual: 1.30%
[2025-11-27T20:12:41.920329] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:42.019730] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:42.053773] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:12:42.062049] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.71%, Actual: 1.93%
[2025-11-27T20:12:42.062341] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 37.5828%
[2025-11-27T20:12:42.062494] [INFO ] [main      ] COYA: DISCARDED add_fullday_parkinson_range (score: 37.58%)
[2025-11-27T20:12:42.062612] [INFO ] [main      ] COYA: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:12:42.062706] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state']
[2025-11-27T20:12:42.062800] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:42.074863] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:42.075342] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:42.076229] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:42.076349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:42.081328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:42.082488] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -6.74% | Symbol ETA: 57.2s | Global ETA: 13m 4s
[2025-11-27T20:12:42.090373] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:42.120653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:42.145248] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 1m 31s | Global ETA: 13m 4s
[2025-11-27T20:12:42.145513] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:42.146336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:42.146458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:42.151235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:42.152129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:42.222093] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.94%
[2025-11-27T20:12:42.248440] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.44%, Actual: 5.12%
[2025-11-27T20:12:42.389603] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.07%
[2025-11-27T20:12:42.412841] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.13%, Actual: 0.69%
[2025-11-27T20:12:42.457348] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:42.483874] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:42.554944] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.08%
[2025-11-27T20:12:42.584537] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 0.91%, Actual: 5.02%
[2025-11-27T20:12:42.621473] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:42.650888] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:42.689392] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 41.0s | Global ETA: 13m 5s
[2025-11-27T20:12:42.689639] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:42.690426] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:42.690546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:42.695324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:42.705260] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 30s | Global ETA: 13m 5s
[2025-11-27T20:12:42.705515] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:42.706333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:42.706454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:42.711341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:42.712242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:42.720986] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.18%
[2025-11-27T20:12:42.733362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:42.754790] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 0.49%
[2025-11-27T20:12:42.887308] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.49%
[2025-11-27T20:12:42.917884] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -6.94%, Actual: 0.58%
[2025-11-27T20:12:43.046012] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:43.052541] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.26%
[2025-11-27T20:12:43.064369] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:43.082531] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.94%, Actual: 1.85%
[2025-11-27T20:12:43.213793] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:43.217700] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.37%
[2025-11-27T20:12:43.218049] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 54.2034%
[2025-11-27T20:12:43.218242] [INFO ] [main      ] FEMB: DISCARDED add_directional_consistency (score: 54.20%)
[2025-11-27T20:12:43.218351] [INFO ] [main      ] FEMB: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:12:43.218455] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range']
[2025-11-27T20:12:43.218562] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:43.230748] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:43.230924] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:43.231516] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:43.232409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:43.232538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.237311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:43.239168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:43.239734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:43.240187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:43.241850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.245822] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.00%, Actual: 4.37%
[2025-11-27T20:12:43.267290] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 30s | Global ETA: 13m 6s
[2025-11-27T20:12:43.267549] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:43.268370] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:43.268489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.273244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:43.274110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.298050] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -1.84% | Symbol ETA: 40.4s | Global ETA: 13m 6s
[2025-11-27T20:12:43.298219] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:43.299039] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:43.299108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.304048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:43.343233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.409484] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.15%, Actual: 2.73%
[2025-11-27T20:12:43.574077] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.76%, Actual: 0.58%
[2025-11-27T20:12:43.580519] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:43.605247] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:43.674139] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:43.738396] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -6.74%, Actual: 0.82%
[2025-11-27T20:12:43.738717] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.1700%
[2025-11-27T20:12:43.738868] [INFO ] [main      ] ATHA: DISCARDED add_day_shape_ratios (score: 37.17%)
[2025-11-27T20:12:43.738975] [INFO ] [main      ] ATHA: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:12:43.739072] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency']
[2025-11-27T20:12:43.739173] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:43.751570] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:43.751596] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:43.752264] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:43.753170] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:43.753238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.757957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:43.759789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:43.760260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:43.774725] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:43.811125] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 50.8s | Global ETA: 13m 7s
[2025-11-27T20:12:43.811262] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:43.812102] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:43.812172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.817214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:43.819142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:43.819669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:43.820071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:43.821836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.829438] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 1m 29s | Global ETA: 13m 7s
[2025-11-27T20:12:43.829681] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:43.830483] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:43.830636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.835515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:43.836437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.838877] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:43.866049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:43.904827] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.46% | Symbol ETA: 39.8s | Global ETA: 13m 7s
[2025-11-27T20:12:43.905074] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:43.905887] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:43.906007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:43.910794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:43.948716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.162733] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:44.174919] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:44.196559] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:44.280842] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:44.332765] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:44.343504] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:44.371767] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:44.392690] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 50.3s | Global ETA: 13m 8s
[2025-11-27T20:12:44.392959] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:44.393824] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:44.393950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:44.397208] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.57% | Symbol ETA: 1m 29s | Global ETA: 13m 8s
[2025-11-27T20:12:44.397473] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:44.398320] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:44.398450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:44.398788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:44.400566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:44.401128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:44.401594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:44.403191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.403355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:12:44.404266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.434656] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 54.0s | Global ETA: 13m 8s
[2025-11-27T20:12:44.434937] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:44.435785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:44.435934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:44.441022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:44.442897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:44.443460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:44.446383] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:44.513967] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.86% | Symbol ETA: 39.1s | Global ETA: 13m 8s
[2025-11-27T20:12:44.514122] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:44.515015] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:44.515133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:44.519882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:44.554308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.558786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.731534] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:44.755144] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:44.888397] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:44.898286] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:44.904090] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:44.933219] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:44.957750] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.55% | Symbol ETA: 49.7s | Global ETA: 13m 9s
[2025-11-27T20:12:44.957883] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:44.958650] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:44.958716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:44.963383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:44.965220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:44.965774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:44.966236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:44.967896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:44.990244] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.48% | Symbol ETA: 1m 28s | Global ETA: 13m 9s
[2025-11-27T20:12:45.057557] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:45.080926] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:45.122999] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.69% | Symbol ETA: 38.5s | Global ETA: 13m 9s
[2025-11-27T20:12:45.123147] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:45.123914] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:45.124090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:45.128896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:45.142535] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.22% | Symbol ETA: 53.5s | Global ETA: 13m 9s
[2025-11-27T20:12:45.142717] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:45.143509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:45.143602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:45.148519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:45.150463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:45.151049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:45.167612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:45.168332] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 1.85%
[2025-11-27T20:12:45.261613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:45.301181] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:45.343663] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: -0.09%, Actual: 8.44%
[2025-11-27T20:12:45.469047] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:45.501255] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:45.520434] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 1.25%
[2025-11-27T20:12:45.527446] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 49.1s | Global ETA: 13m 9s
[2025-11-27T20:12:45.527730] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:45.528566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:45.528743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:45.533636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:45.535407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:45.535972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:45.536432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:45.538107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:45.595165] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:45.669004] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:45.698261] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 6.85%
[2025-11-27T20:12:45.734725] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.97% | Symbol ETA: 37.9s | Global ETA: 13m 10s
[2025-11-27T20:12:45.734980] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:45.735793] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:45.735914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:45.740759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:45.770401] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:45.779796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:45.833598] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 52.8s | Global ETA: 13m 10s
[2025-11-27T20:12:45.833892] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:45.834730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:45.834864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:45.839721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:45.841555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:45.842125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:45.874186] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:45.875059] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 6.22%
[2025-11-27T20:12:45.954736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.039158] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:46.045947] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 2.95%
[2025-11-27T20:12:46.096553] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 48.5s | Global ETA: 13m 10s
[2025-11-27T20:12:46.096835] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:46.097669] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:46.097799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.102738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:46.104558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:46.105155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:46.105633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:46.107311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.110599] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:46.214528] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.00%
[2025-11-27T20:12:46.277253] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:46.304775] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:46.342543] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 37.3s | Global ETA: 13m 11s
[2025-11-27T20:12:46.342799] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:46.343623] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:46.343767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.348779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:46.388291] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.63%
[2025-11-27T20:12:46.389263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.440373] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:46.476277] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:46.539104] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 52.1s | Global ETA: 13m 11s
[2025-11-27T20:12:46.539388] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:46.540249] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:46.540381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.545401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:46.547495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:46.548117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:46.555037] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.57%, Actual: 0.72%
[2025-11-27T20:12:46.606638] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:46.665001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.667477] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 47.9s | Global ETA: 13m 11s
[2025-11-27T20:12:46.667722] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:46.668566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:46.668718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.673566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:46.675378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:46.675946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:46.676407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:46.678164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.723299] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:46.725057] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.48%, Actual: 2.58%
[2025-11-27T20:12:46.725259] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 19.0082%
[2025-11-27T20:12:46.725345] [INFO ] [main      ] DIBS: DISCARDED add_close_to_open_alignment (score: 19.01%)
[2025-11-27T20:12:46.725389] [INFO ] [main      ] DIBS: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:12:46.725424] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-27T20:12:46.725462] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:46.736801] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:46.737247] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:46.738089] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:46.738182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.742843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:46.743787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:46.886346] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:46.951210] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.14% | Symbol ETA: 36.7s | Global ETA: 13m 12s
[2025-11-27T20:12:46.951359] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:46.952236] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:46.952356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:46.957124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:46.994079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.000531] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:47.010075] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:47.077705] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:47.172154] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:47.175841] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:47.232463] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 47.3s | Global ETA: 13m 12s
[2025-11-27T20:12:47.232728] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:47.233527] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:47.233659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.234718] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 51.4s | Global ETA: 13m 12s
[2025-11-27T20:12:47.234934] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:47.235744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:47.235846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.238443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:47.240243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:47.240772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:47.240874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:47.241193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:47.242748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:47.242891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.243306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:47.243721] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:47.300604] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 1m 15s | Global ETA: 13m 12s
[2025-11-27T20:12:47.300881] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:47.301699] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:47.301808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.306726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:47.307744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.326719] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:47.355242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.492565] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:47.557118] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.21% | Symbol ETA: 36.1s | Global ETA: 13m 13s
[2025-11-27T20:12:47.557373] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:47.558210] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:47.558330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.563127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:47.576689] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:47.600357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.641416] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:47.695160] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:47.743037] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:47.799758] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 46.8s | Global ETA: 13m 13s
[2025-11-27T20:12:47.800018] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:47.800838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:47.800963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.805780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:47.807564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:47.808162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:47.808238] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:47.808638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:47.810255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.864977] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 1m 14s | Global ETA: 13m 13s
[2025-11-27T20:12:47.864916] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:47.865150] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:47.866052] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:47.866177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.871154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:47.872185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:47.925957] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.07% | Symbol ETA: 50.7s | Global ETA: 13m 13s
[2025-11-27T20:12:47.926265] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:47.927131] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:47.927263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:47.932093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:47.933932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:47.934485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:47.934832] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:48.044562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:48.096980] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:48.144131] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:48.161852] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.53% | Symbol ETA: 35.5s | Global ETA: 13m 13s
[2025-11-27T20:12:48.206307] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:48.310502] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:48.328197] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.81%, Actual: 3.11%
[2025-11-27T20:12:48.367074] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 46.2s | Global ETA: 13m 14s
[2025-11-27T20:12:48.367339] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:48.368195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:48.368327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:48.372449] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:48.373135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:48.374966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:48.375515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:48.375984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:48.377607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:48.380934] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:48.430073] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 1m 14s | Global ETA: 13m 14s
[2025-11-27T20:12:48.430211] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:48.430960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:48.431025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:48.435776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:48.436704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:48.491232] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -1.84%, Actual: 1.88%
[2025-11-27T20:12:48.547749] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:48.607009] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.86% | Symbol ETA: 50.0s | Global ETA: 13m 14s
[2025-11-27T20:12:48.607142] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:48.607895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:48.607962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:48.612640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:48.614479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:48.615046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:48.658278] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.46%, Actual: 2.24%
[2025-11-27T20:12:48.711018] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:48.719942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:48.769900] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:48.842315] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.86%, Actual: 1.37%
[2025-11-27T20:12:48.882672] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:48.942847] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 45.6s | Global ETA: 13m 15s
[2025-11-27T20:12:48.944142] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:49.005834] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 1m 13s | Global ETA: 13m 15s
[2025-11-27T20:12:49.006083] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:49.006924] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:49.007048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:49.012379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:49.013613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:49.037440] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.69%, Actual: 3.23%
[2025-11-27T20:12:49.064052] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:49.120882] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 0.46%
[2025-11-27T20:12:49.228151] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.97%, Actual: 1.56%
[2025-11-27T20:12:49.244403] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:49.292458] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.67%, Actual: 0.32%
[2025-11-27T20:12:49.333044] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 49.3s | Global ETA: 13m 15s
[2025-11-27T20:12:49.333379] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:49.334637] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:49.334799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:49.342101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:49.345000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:49.345859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:49.432895] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 1.41%
[2025-11-27T20:12:49.491550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:49.522405] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.55%, Actual: 0.35%
[2025-11-27T20:12:49.528492] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:49.642591] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.81%
[2025-11-27T20:12:49.784809] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:49.848938] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.94%
[2025-11-27T20:12:49.854608] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 1m 13s | Global ETA: 13m 16s
[2025-11-27T20:12:49.854884] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:49.855809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:49.855953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:49.862094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:49.863703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:49.899943] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.21%, Actual: 1.30%
[2025-11-27T20:12:49.904536] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:50.094046] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.53%, Actual: 1.93%
[2025-11-27T20:12:50.094409] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 47.3320%
[2025-11-27T20:12:50.094618] [INFO ] [main      ] COYA: KEPT add_gap_fill_state (score: 47.33%)
[2025-11-27T20:12:50.094723] [INFO ] [main      ] COYA: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:12:50.094848] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gap_morning_composite']
[2025-11-27T20:12:50.094958] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:50.100113] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.07%
[2025-11-27T20:12:50.107776] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:50.108288] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:50.109290] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:50.109466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:50.115346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:50.155198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:50.156608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:50.166379] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:50.237129] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:50.240752] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 6.05% | Symbol ETA: 48.6s | Global ETA: 13m 17s
[2025-11-27T20:12:50.241030] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:50.241994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:50.242129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:50.247161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:50.249174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:50.249767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:12:50.269630] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.08%
[2025-11-27T20:12:50.358011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:50.415423] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:50.441094] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 0.18%
[2025-11-27T20:12:50.470208] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 1m 12s | Global ETA: 13m 17s
[2025-11-27T20:12:50.470472] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:50.471234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:50.471353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:50.476200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:50.477192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:50.484964] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:50.607076] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.49%
[2025-11-27T20:12:50.649679] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:50.719656] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -6.18% | Symbol ETA: 39.2s | Global ETA: 13m 17s
[2025-11-27T20:12:50.719910] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:50.720764] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:50.720886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:50.725898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:50.765892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:50.767013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:50.774482] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.26%
[2025-11-27T20:12:50.781623] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:50.806273] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:50.940984] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.37%
[2025-11-27T20:12:50.941349] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 55.1357%
[2025-11-27T20:12:50.941514] [INFO ] [main      ] FEMB: DISCARDED add_fullday_parkinson_range (score: 55.14%)
[2025-11-27T20:12:50.941652] [INFO ] [main      ] FEMB: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:12:50.941756] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state']
[2025-11-27T20:12:50.941858] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:50.950495] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:50.954368] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:50.954953] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:50.955857] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:50.955928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:50.960870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:50.962657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:50.963148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:50.963531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:50.972417] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:51.002208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:51.011681] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 2.15% | Symbol ETA: 47.9s | Global ETA: 13m 18s
[2025-11-27T20:12:51.028201] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 2.03% | Symbol ETA: 1m 12s | Global ETA: 13m 18s
[2025-11-27T20:12:51.028343] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:51.029148] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:51.029215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:51.034023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:51.035135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:51.097788] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:51.183332] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -0.20%, Actual: 5.12%
[2025-11-27T20:12:51.261298] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:51.330255] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 38.6s | Global ETA: 13m 18s
[2025-11-27T20:12:51.330514] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:51.331309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:51.331435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:51.332016] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:51.336160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:51.356370] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.22%, Actual: 0.69%
[2025-11-27T20:12:51.368672] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:51.373884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:51.374945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:51.497726] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:51.521063] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 0.95%, Actual: 5.02%
[2025-11-27T20:12:51.536168] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:51.558474] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 42.3s | Global ETA: 13m 19s
[2025-11-27T20:12:51.558642] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:51.559448] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:51.559530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:51.564328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:51.566204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:51.566783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:51.567260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:51.591127] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1m 11s | Global ETA: 13m 19s
[2025-11-27T20:12:51.591325] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:51.592140] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:51.592306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:51.597120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:51.598135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:51.606885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:51.691425] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 0.49%
[2025-11-27T20:12:51.702243] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:51.861372] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 0.58%
[2025-11-27T20:12:51.869380] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:51.929472] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:51.934981] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:51.936332] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.09% | Symbol ETA: 38.0s | Global ETA: 13m 19s
[2025-11-27T20:12:51.936470] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:51.937223] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:51.937304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:51.942002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:51.980594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:51.981607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.028590] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.07%, Actual: 1.85%
[2025-11-27T20:12:52.093511] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:52.097108] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:52.149006] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.48% | Symbol ETA: 1m 10s | Global ETA: 13m 19s
[2025-11-27T20:12:52.149269] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:52.150076] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:12:52.150196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:52.154912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:52.155364] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 41.7s | Global ETA: 13m 19s
[2025-11-27T20:12:52.155644] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:52.155896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.156438] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:52.156598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:52.161308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:52.163087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:52.163648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:52.164098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:52.200557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.200842] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.86%, Actual: 4.37%
[2025-11-27T20:12:52.316234] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:12:52.364845] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 2.73%
[2025-11-27T20:12:52.479520] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:52.482999] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:52.524768] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:12:52.539745] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 6.05%, Actual: 0.58%
[2025-11-27T20:12:52.546253] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.07% | Symbol ETA: 37.4s | Global ETA: 13m 20s
[2025-11-27T20:12:52.546503] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:12:52.547314] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:52.547434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:52.552163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:52.590876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:52.591993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.647680] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:52.688097] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:52.701681] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.46% | Symbol ETA: 1m 10s | Global ETA: 13m 20s
[2025-11-27T20:12:52.721359] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 2.15%, Actual: 0.82%
[2025-11-27T20:12:52.721771] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 35.7212%
[2025-11-27T20:12:52.721969] [INFO ] [main      ] ATHA: DISCARDED add_directional_consistency (score: 35.72%)
[2025-11-27T20:12:52.722122] [INFO ] [main      ] ATHA: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:12:52.722266] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range']
[2025-11-27T20:12:52.722431] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:12:52.738649] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:52.739318] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:12:52.740532] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:52.740689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:52.745707] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.53% | Symbol ETA: 41.1s | Global ETA: 13m 20s
[2025-11-27T20:12:52.745978] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:12:52.746796] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:52.746924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:52.747505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:52.750041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:52.750736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:52.751830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:52.753034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.753531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:52.754018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:52.754481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:52.790766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:52.866398] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.10%, Actual: 1.85%
[2025-11-27T20:12:52.919539] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:12:53.035506] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.43%, Actual: 8.44%
[2025-11-27T20:12:53.082823] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:12:53.083199] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:53.133335] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:12:53.149947] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.59% | Symbol ETA: 36.8s | Global ETA: 13m 21s
[2025-11-27T20:12:53.150219] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:12:53.151054] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:53.151190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.156318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:53.195538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:53.196802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:53.201363] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.58%, Actual: 1.25%
[2025-11-27T20:12:53.247927] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:53.307294] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:53.308841] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 54.5s | Global ETA: 13m 21s
[2025-11-27T20:12:53.309103] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:12:53.309943] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:53.310074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.314911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:53.316699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:53.317263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:53.318948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:53.365220] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.15%, Actual: 6.85%
[2025-11-27T20:12:53.367968] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 40.5s | Global ETA: 13m 21s
[2025-11-27T20:12:53.368147] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:12:53.369094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:53.369236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.374594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:53.376474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:53.377109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:53.377641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:53.418260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:53.524392] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:12:53.529476] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 6.22%
[2025-11-27T20:12:53.648767] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:12:53.689206] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:53.696492] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 2.95%
[2025-11-27T20:12:53.756432] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.31% | Symbol ETA: 36.2s | Global ETA: 13m 22s
[2025-11-27T20:12:53.756693] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:12:53.757521] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:53.757659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.762664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:53.763807] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:12:53.800602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:53.801686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:53.813717] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:53.862598] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 2.03%, Actual: 1.00%
[2025-11-27T20:12:53.875405] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -3.42% | Symbol ETA: 53.9s | Global ETA: 13m 22s
[2025-11-27T20:12:53.875676] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:12:53.876506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:53.876664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.881650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:53.883480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:53.884047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:53.885742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:53.930160] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:53.990859] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 39.9s | Global ETA: 13m 22s
[2025-11-27T20:12:53.991136] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:12:53.991976] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:53.992109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:53.996988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:53.998831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:53.999381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:53.999867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:54.029822] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.63%
[2025-11-27T20:12:54.037887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.131170] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:12:54.195696] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.48%, Actual: 0.72%
[2025-11-27T20:12:54.222840] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:12:54.297043] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:54.359604] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 2.58%
[2025-11-27T20:12:54.359899] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 30.6345%
[2025-11-27T20:12:54.360074] [INFO ] [main      ] DIBS: KEPT add_composite_volatility_context (score: 30.63%)
[2025-11-27T20:12:54.360174] [INFO ] [main      ] DIBS: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:12:54.360272] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios']
[2025-11-27T20:12:54.360366] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:12:54.363197] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 35.6s | Global ETA: 13m 23s
[2025-11-27T20:12:54.363331] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:12:54.364093] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:54.364160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.368191] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:12:54.368903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:54.371279] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:54.371847] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:12:54.372681] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:54.372758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.377504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:54.378499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:54.380980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.393957] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:54.406183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:54.407158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.455823] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.72% | Symbol ETA: 53.4s | Global ETA: 13m 23s
[2025-11-27T20:12:54.456102] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:12:54.456967] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:54.457094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.461936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:54.463781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:54.464335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:54.465985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.532705] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:54.591555] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 39.3s | Global ETA: 13m 23s
[2025-11-27T20:12:54.591833] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:12:54.592648] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:54.592793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.597633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:54.599477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:54.600045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:54.600539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:54.638364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.711267] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:12:54.741300] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:12:54.801405] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:12:54.875682] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:54.904998] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:54.933918] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 1m 4s | Global ETA: 13m 24s
[2025-11-27T20:12:54.934160] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:12:54.934969] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:54.935091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.939873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:54.940885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:54.943343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:54.970531] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:54.971208] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -7.97% | Symbol ETA: 34.9s | Global ETA: 13m 24s
[2025-11-27T20:12:54.971442] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:12:54.972251] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:54.972373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:54.977100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:54.978429] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:12:55.014388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:55.015459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.031704] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -5.73% | Symbol ETA: 52.8s | Global ETA: 13m 24s
[2025-11-27T20:12:55.031981] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:12:55.032836] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:55.032967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.037684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:55.039482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:55.040034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:55.041687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.145814] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:55.205146] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 38.7s | Global ETA: 13m 24s
[2025-11-27T20:12:55.205412] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:12:55.206230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:55.206358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.211181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:55.213049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:55.213625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:55.214088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:55.252735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.272197] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:12:55.341538] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:12:55.392876] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:12:55.437286] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:55.495826] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 1m 3s | Global ETA: 13m 24s
[2025-11-27T20:12:55.496078] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:12:55.496897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:55.497016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.501807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:55.502806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:55.504409] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:55.505296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.567813] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:55.569223] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.32% | Symbol ETA: 34.3s | Global ETA: 13m 25s
[2025-11-27T20:12:55.569475] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:12:55.570286] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:55.570407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.575110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:55.592478] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:12:55.612698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:55.613945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.629368] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.12% | Symbol ETA: 52.3s | Global ETA: 13m 25s
[2025-11-27T20:12:55.629504] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:12:55.630276] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:55.630345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.635242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:55.637031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:55.637511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:55.639187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.755236] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:55.813754] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 38.1s | Global ETA: 13m 25s
[2025-11-27T20:12:55.814044] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:12:55.814958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:55.815090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:55.819932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:55.821764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:55.822307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:55.822773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:55.833825] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:12:55.859353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:55.941857] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:12:55.976188] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:12:56.000106] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:56.058671] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 1m 2s | Global ETA: 13m 25s
[2025-11-27T20:12:56.058929] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:12:56.059753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:56.059884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:56.064703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:56.065757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:56.068278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:56.103633] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:56.141319] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:56.168113] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.34% | Symbol ETA: 33.7s | Global ETA: 13m 25s
[2025-11-27T20:12:56.186199] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:12:56.201476] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -0.90% | Symbol ETA: 51.7s | Global ETA: 13m 25s
[2025-11-27T20:12:56.201750] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:12:56.202552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:56.202735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:56.207467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:56.209305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:56.209871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:56.211496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:56.332513] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -6.18%, Actual: 3.11%
[2025-11-27T20:12:56.351775] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:56.396033] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:12:56.408811] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 37.5s | Global ETA: 13m 26s
[2025-11-27T20:12:56.409091] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:12:56.409903] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:56.410034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:56.414780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:56.416543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:56.417092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:56.417560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:56.453876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:56.495400] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.40%, Actual: 1.88%
[2025-11-27T20:12:56.550987] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:12:56.560950] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:12:56.620339] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 1m 2s | Global ETA: 13m 26s
[2025-11-27T20:12:56.620615] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:12:56.621412] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:56.621533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:56.626306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:56.627318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:56.629829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:56.659131] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.09%, Actual: 2.24%
[2025-11-27T20:12:56.723463] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:56.783162] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 51.1s | Global ETA: 13m 26s
[2025-11-27T20:12:56.783413] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:12:56.784221] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:56.784349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:56.784501] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:12:56.789099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:56.790911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:56.791453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:56.793102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:56.822662] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.07%, Actual: 1.37%
[2025-11-27T20:12:56.948884] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:56.956946] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:12:56.984934] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.59%, Actual: 3.23%
[2025-11-27T20:12:57.005842] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 36.9s | Global ETA: 13m 27s
[2025-11-27T20:12:57.123730] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:12:57.126532] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:12:57.147186] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.31%, Actual: 1.56%
[2025-11-27T20:12:57.170407] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.56%, Actual: 0.46%
[2025-11-27T20:12:57.182002] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 1.08% | Symbol ETA: 1m 1s | Global ETA: 13m 27s
[2025-11-27T20:12:57.182266] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:12:57.183157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:57.183280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:57.188311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:57.189338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:57.191903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:57.298831] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:57.312117] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 1.41%
[2025-11-27T20:12:57.337336] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.65%, Actual: 0.32%
[2025-11-27T20:12:57.358105] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 50.6s | Global ETA: 13m 27s
[2025-11-27T20:12:57.358400] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:12:57.359232] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:57.359361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:57.364168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:57.366114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:57.366701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:57.368426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:57.476288] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -7.97%, Actual: 0.81%
[2025-11-27T20:12:57.501881] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.53%, Actual: 0.35%
[2025-11-27T20:12:57.528427] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:12:57.638654] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 1.30%
[2025-11-27T20:12:57.664347] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.94%
[2025-11-27T20:12:57.694510] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:12:57.720942] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:12:57.754671] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 1m 1s | Global ETA: 13m 28s
[2025-11-27T20:12:57.754931] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:12:57.755747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:57.755868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:57.761351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:57.762344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:57.764783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:57.804951] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.34%, Actual: 1.93%
[2025-11-27T20:12:57.805267] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 41.9598%
[2025-11-27T20:12:57.805380] [INFO ] [main      ] COYA: DISCARDED add_gap_morning_composite (score: 41.96%)
[2025-11-27T20:12:57.805484] [INFO ] [main      ] COYA: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:12:57.805590] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gap_resolution_state']
[2025-11-27T20:12:57.805688] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:12:57.817845] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:57.818389] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:12:57.819225] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:57.819293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:57.823913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:57.834216] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.07%
[2025-11-27T20:12:57.861203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:12:57.899569] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:57.906233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:57.959889] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 7.04% | Symbol ETA: 50.0s | Global ETA: 13m 28s
[2025-11-27T20:12:57.960024] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:12:57.960797] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:12:57.960921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:57.965880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:57.968102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:12:57.968778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:12:57.970480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:58.010251] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.08%
[2025-11-27T20:12:58.099146] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:12:58.173071] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.18%
[2025-11-27T20:12:58.233289] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:12:58.265849] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:12:58.309665] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:12:58.324370] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 1m 0s | Global ETA: 13m 29s
[2025-11-27T20:12:58.324652] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:12:58.325463] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:58.325606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:58.330593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:58.331627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:58.334120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:58.335597] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.49%
[2025-11-27T20:12:58.397265] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:58.467294] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 34.6s | Global ETA: 13m 29s
[2025-11-27T20:12:58.467560] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:12:58.468399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:58.468520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:58.473248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:58.476668] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:12:58.500165] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.26%
[2025-11-27T20:12:58.511261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:12:58.537251] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 49.4s | Global ETA: 13m 29s
[2025-11-27T20:12:58.557022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:58.663124] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.37%
[2025-11-27T20:12:58.663491] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 44.6031%
[2025-11-27T20:12:58.663661] [INFO ] [main      ] FEMB: DISCARDED add_gap_fill_state (score: 44.60%)
[2025-11-27T20:12:58.663771] [INFO ] [main      ] FEMB: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:12:58.663870] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite']
[2025-11-27T20:12:58.663991] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:12:58.666156] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:12:58.675495] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:12:58.676189] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:12:58.677109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:58.677238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:58.682078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:58.683886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:58.684425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:58.684891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:58.685871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:58.708093] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -0.47%, Actual: 5.12%
[2025-11-27T20:12:58.831972] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:12:58.878025] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -3.42%, Actual: 0.69%
[2025-11-27T20:12:58.888764] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 59.7s | Global ETA: 13m 30s
[2025-11-27T20:12:58.889028] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:12:58.889390] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:12:58.889857] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:58.889992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:58.894730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:58.895726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:58.898215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.012475] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:12:59.048669] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.72%, Actual: 5.02%
[2025-11-27T20:12:59.056162] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:59.124450] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 34.0s | Global ETA: 13m 30s
[2025-11-27T20:12:59.124718] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:12:59.125528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:59.125662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:59.130418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:59.169432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:12:59.175326] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:12:59.215327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.218278] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -5.73%, Actual: 0.49%
[2025-11-27T20:12:59.233388] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:12:59.233790] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 37.4s | Global ETA: 13m 30s
[2025-11-27T20:12:59.234062] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:12:59.234885] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:59.235012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:59.239763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:59.241546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:59.242097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:59.242549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:59.243509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.387301] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.12%, Actual: 0.58%
[2025-11-27T20:12:59.410085] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:12:59.470784] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.93% | Symbol ETA: 59.1s | Global ETA: 13m 30s
[2025-11-27T20:12:59.470937] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:12:59.471874] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:59.472007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:59.477022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:12:59.478199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:12:59.480842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.547837] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:12:59.552109] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 1.85%
[2025-11-27T20:12:59.570920] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:12:59.711674] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:12:59.717351] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 4.37%
[2025-11-27T20:12:59.733608] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:12:59.778342] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 33.3s | Global ETA: 13m 31s
[2025-11-27T20:12:59.778604] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:12:59.779424] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:12:59.779545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:59.784219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:12:59.791085] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 36.9s | Global ETA: 13m 31s
[2025-11-27T20:12:59.791351] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:12:59.792197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:12:59.792344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:12:59.797140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:12:59.798949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:12:59.799491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:12:59.799967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:12:59.801001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.819013] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:12:59.821273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:12:59.865218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:12:59.882455] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 2.73%
[2025-11-27T20:12:59.989954] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:00.048857] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.39% | Symbol ETA: 58.5s | Global ETA: 13m 31s
[2025-11-27T20:13:00.061365] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 7.04%, Actual: 0.58%
[2025-11-27T20:13:00.128543] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:00.194769] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:00.215130] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.01%, Actual: 1.85%
[2025-11-27T20:13:00.231417] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.01%, Actual: 0.82%
[2025-11-27T20:13:00.231652] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 32.4130%
[2025-11-27T20:13:00.231747] [INFO ] [main      ] ATHA: DISCARDED add_fullday_parkinson_range (score: 32.41%)
[2025-11-27T20:13:00.231791] [INFO ] [main      ] ATHA: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:13:00.231827] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state']
[2025-11-27T20:13:00.231864] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:00.244592] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:00.245196] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:00.246114] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:00.246183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:00.251544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:00.253628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:00.254106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:00.293775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:00.293734] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:00.364691] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:00.384418] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.78%, Actual: 8.44%
[2025-11-27T20:13:00.433978] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.30% | Symbol ETA: 32.7s | Global ETA: 13m 32s
[2025-11-27T20:13:00.434114] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:00.434938] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:00.435007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:00.441785] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 36.5s | Global ETA: 13m 32s
[2025-11-27T20:13:00.441872] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:00.442650] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:00.442728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:00.445591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:00.453804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:00.455663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:00.456150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:00.456556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:00.460508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:00.518146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:00.567600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:00.593634] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.32%, Actual: 1.25%
[2025-11-27T20:13:00.686337] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:00.817354] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 6.85%
[2025-11-27T20:13:00.911337] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:00.935293] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:00.998071] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.04% | Symbol ETA: 42.7s | Global ETA: 13m 33s
[2025-11-27T20:13:00.998332] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:00.999137] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:00.999258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.004286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:01.006087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:01.006688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:01.043663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:01.068656] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:01.076596] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 6.22%
[2025-11-27T20:13:01.081368] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:01.143965] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 36.1s | Global ETA: 13m 33s
[2025-11-27T20:13:01.144101] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:01.144889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:01.145129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.150478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:01.152406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:01.152917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:01.153316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:01.154308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:01.248092] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 2.95%
[2025-11-27T20:13:01.326593] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:01.369514] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:01.394653] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.32% | Symbol ETA: 32.3s | Global ETA: 13m 33s
[2025-11-27T20:13:01.394802] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:01.395704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:01.395831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.401310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:01.420269] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.00%
[2025-11-27T20:13:01.439331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:01.485882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:01.528164] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:01.533418] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:01.583556] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.63%
[2025-11-27T20:13:01.595362] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.52% | Symbol ETA: 41.3s | Global ETA: 13m 34s
[2025-11-27T20:13:01.595587] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:01.596389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:01.596511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.601512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:01.603320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:01.603880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:01.640665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:01.700025] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:01.748487] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.93%, Actual: 0.72%
[2025-11-27T20:13:01.759910] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 35.5s | Global ETA: 13m 34s
[2025-11-27T20:13:01.760044] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:01.760829] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:01.761009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.765944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:01.767836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:01.768449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:01.768996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:01.770079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:01.824701] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:01.912836] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.39%, Actual: 2.58%
[2025-11-27T20:13:01.913177] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 36.1968%
[2025-11-27T20:13:01.913327] [INFO ] [main      ] DIBS: KEPT add_day_shape_ratios (score: 36.20%)
[2025-11-27T20:13:01.913434] [INFO ] [main      ] DIBS: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:13:01.913532] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency']
[2025-11-27T20:13:01.913599] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:01.924367] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:01.924906] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:01.925777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:01.925906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:01.930670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:01.931689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:01.934180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:02.003167] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:02.005605] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:02.045521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.088794] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.52% | Symbol ETA: 31.6s | Global ETA: 13m 34s
[2025-11-27T20:13:02.089080] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:02.089982] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:02.090117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.095011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:02.118080] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:02.133524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:02.171454] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:02.178388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.235110] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 6.63% | Symbol ETA: 40.5s | Global ETA: 13m 35s
[2025-11-27T20:13:02.235362] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:02.236165] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:02.236286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.241142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:02.242974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:02.243520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:02.283563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.293294] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:02.353445] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 34.9s | Global ETA: 13m 35s
[2025-11-27T20:13:02.353720] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:02.354549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:02.354689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.359667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:02.361609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:02.362164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:02.362636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:02.363688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.382699] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:02.516602] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:02.550615] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:02.611055] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 54.7s | Global ETA: 13m 35s
[2025-11-27T20:13:02.611306] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:02.612136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:02.612265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.617066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:02.618092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:02.619547] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:02.620688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:02.698461] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:02.708297] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:02.726261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.765931] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 30.9s | Global ETA: 13m 35s
[2025-11-27T20:13:02.766215] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:02.767055] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:02.767191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.772158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:02.788387] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:02.810692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:02.851084] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 39.8s | Global ETA: 13m 35s
[2025-11-27T20:13:02.851252] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:02.852034] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:02.852231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.855944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.856998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:02.858788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:02.859361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:02.881458] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:02.897039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:02.941006] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 34.3s | Global ETA: 13m 36s
[2025-11-27T20:13:02.941248] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:02.942062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:02.942184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:02.947161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:02.949108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:02.949700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:02.950201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:02.951188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:03.055180] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:03.204051] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:03.219243] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:03.228495] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:03.277960] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 54.0s | Global ETA: 13m 36s
[2025-11-27T20:13:03.278093] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:03.278856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:03.278923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:03.283847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:03.284777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:03.287160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:03.288059] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:03.367074] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:03.392255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:03.392371] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:03.433498] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -4.86% | Symbol ETA: 30.1s | Global ETA: 13m 36s
[2025-11-27T20:13:03.433801] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:03.434634] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:03.434768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:03.439704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:03.453792] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.80% | Symbol ETA: 39.1s | Global ETA: 13m 36s
[2025-11-27T20:13:03.454052] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:03.454880] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:03.455001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:03.457685] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:03.459816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:03.461594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:03.462122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:03.477678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:03.498799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:03.515085] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 33.6s | Global ETA: 13m 36s
[2025-11-27T20:13:03.515340] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:03.516186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:03.516310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:03.521181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:03.523039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:03.523006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:03.523521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:03.524008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:03.525059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:03.721234] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:03.829866] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:03.870868] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:03.874869] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:03.887079] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:03.958790] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 53.3s | Global ETA: 13m 37s
[2025-11-27T20:13:03.958974] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:03.960147] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:03.960313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:03.966923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:03.968347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:03.971010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:03.996448] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:04.036659] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:04.050174] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:04.058965] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 6.31% | Symbol ETA: 38.4s | Global ETA: 13m 37s
[2025-11-27T20:13:04.059206] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:04.060013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:04.060138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:04.064917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:04.066679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:04.067249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:04.076228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.103869] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.34% | Symbol ETA: 29.4s | Global ETA: 13m 37s
[2025-11-27T20:13:04.104170] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:04.104622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.105005] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:04.105148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:04.110049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:04.111178] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 33.0s | Global ETA: 13m 37s
[2025-11-27T20:13:04.111442] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:04.112417] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:04.112548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:04.117565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:04.119627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:04.120199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:04.120696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:04.121829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.147257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:04.192593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.426533] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:04.451527] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:04.473954] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:04.527866] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:04.593835] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:04.627395] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:04.646952] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:04.653416] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 52.6s | Global ETA: 13m 38s
[2025-11-27T20:13:04.653718] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:04.654537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:04.654680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:04.659498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:04.660516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:04.662971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:04.690916] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.98% | Symbol ETA: 37.8s | Global ETA: 13m 38s
[2025-11-27T20:13:04.691167] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:04.691983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:04.692108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:04.694363] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:04.696838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:04.698710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:04.699248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:04.706632] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 32.4s | Global ETA: 13m 38s
[2025-11-27T20:13:04.735700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.761161] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.04% | Symbol ETA: 28.7s | Global ETA: 13m 38s
[2025-11-27T20:13:04.768569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:04.879057] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.52%, Actual: 0.46%
[2025-11-27T20:13:04.928667] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.11%, Actual: 3.11%
[2025-11-27T20:13:05.052751] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.71%, Actual: 0.32%
[2025-11-27T20:13:05.065926] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:05.094752] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -2.82%, Actual: 1.88%
[2025-11-27T20:13:05.107932] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:05.226753] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.49%, Actual: 0.35%
[2025-11-27T20:13:05.230099] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:05.259847] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.53%, Actual: 2.24%
[2025-11-27T20:13:05.273608] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:05.292363] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.60% | Symbol ETA: 37.1s | Global ETA: 13m 39s
[2025-11-27T20:13:05.292624] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:05.293439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:05.293558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:05.298366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:05.300129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:05.300683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:05.331915] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 52.0s | Global ETA: 13m 39s
[2025-11-27T20:13:05.332191] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:05.333006] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:05.333136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:05.336793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:05.337865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:05.338902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:05.341359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:05.399740] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.94%
[2025-11-27T20:13:05.423958] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.30%, Actual: 1.37%
[2025-11-27T20:13:05.445903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:05.572903] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:13:05.589061] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.32%, Actual: 3.23%
[2025-11-27T20:13:05.666422] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:05.746167] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.08%
[2025-11-27T20:13:05.752864] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.52%, Actual: 1.56%
[2025-11-27T20:13:05.787169] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:05.830893] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:05.892532] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 36.5s | Global ETA: 13m 40s
[2025-11-27T20:13:05.892836] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:05.893674] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:05.893794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:05.898515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:05.900338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:05.900891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:05.918193] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.41%
[2025-11-27T20:13:05.918083] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.18%
[2025-11-27T20:13:05.936873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:05.969690] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:06.027850] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 51.3s | Global ETA: 13m 40s
[2025-11-27T20:13:06.028000] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:06.028906] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:06.029035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:06.033798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:06.034758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:06.037269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:06.082617] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -4.86%, Actual: 0.81%
[2025-11-27T20:13:06.090443] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.49%
[2025-11-27T20:13:06.140651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:06.245638] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.34%, Actual: 1.30%
[2025-11-27T20:13:06.262673] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.26%
[2025-11-27T20:13:06.265001] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:06.410283] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.04%, Actual: 1.93%
[2025-11-27T20:13:06.410520] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 40.5687%
[2025-11-27T20:13:06.410653] [INFO ] [main      ] COYA: DISCARDED add_gap_resolution_state (score: 40.57%)
[2025-11-27T20:13:06.410786] [INFO ] [main      ] COYA: Testing feature 13/53: add_gaps
[2025-11-27T20:13:06.410862] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps']
[2025-11-27T20:13:06.410991] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:06.422983] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:06.423720] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:06.424674] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:06.424802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:06.429427] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:06.429632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:06.436401] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.37%
[2025-11-27T20:13:06.436649] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 43.5133%
[2025-11-27T20:13:06.436745] [INFO ] [main      ] FEMB: DISCARDED add_gap_morning_composite (score: 43.51%)
[2025-11-27T20:13:06.436793] [INFO ] [main      ] FEMB: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:13:06.436847] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state']
[2025-11-27T20:13:06.436886] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:06.450693] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:06.451163] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:06.452051] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:06.452128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:06.457139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:06.459046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:06.459560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:06.459985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:06.468964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:06.469945] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:06.469995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:06.491557] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 35.9s | Global ETA: 13m 41s
[2025-11-27T20:13:06.508769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:06.638928] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:06.663135] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.04%, Actual: 5.12%
[2025-11-27T20:13:06.697717] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 50.6s | Global ETA: 13m 41s
[2025-11-27T20:13:06.697969] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:06.698802] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:06.698930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:06.703709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:06.704717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:06.707188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:06.801814] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:06.810276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:06.827528] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.52%, Actual: 0.69%
[2025-11-27T20:13:06.837159] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:06.964104] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:06.993612] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 6.63%, Actual: 5.02%
[2025-11-27T20:13:07.005745] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:07.034198] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 34.2s | Global ETA: 13m 42s
[2025-11-27T20:13:07.034465] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:07.035297] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:07.035424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:07.040176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:07.066433] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 34.5s | Global ETA: 13m 42s
[2025-11-27T20:13:07.066702] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:07.067533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:07.067676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:07.072539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:07.074370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:07.074941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:07.075431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:07.077538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:07.078457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:07.124419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:07.149191] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:07.159490] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 0.49%
[2025-11-27T20:13:07.319069] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:07.325538] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.80%, Actual: 0.58%
[2025-11-27T20:13:07.376636] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 49.9s | Global ETA: 13m 42s
[2025-11-27T20:13:07.376898] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:07.377706] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:07.377833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:07.382492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:07.383480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:07.385959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:07.410166] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:07.465784] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:07.489319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:07.510676] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 6.31%, Actual: 1.85%
[2025-11-27T20:13:07.581184] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:07.646795] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:07.650911] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 33.6s | Global ETA: 13m 43s
[2025-11-27T20:13:07.651157] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:07.651968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:07.652096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:07.656879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:07.691244] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 4.37%
[2025-11-27T20:13:07.694470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:07.695416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:07.705633] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 34.0s | Global ETA: 13m 43s
[2025-11-27T20:13:07.705890] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:07.706731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:07.706855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:07.711814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:07.713724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:07.714272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:07.714744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:07.762821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:07.821426] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:07.864815] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 2.73%
[2025-11-27T20:13:07.992390] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:08.022320] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:08.031028] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.26%, Actual: 0.58%
[2025-11-27T20:13:08.052513] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.22% | Symbol ETA: 49.2s | Global ETA: 13m 43s
[2025-11-27T20:13:08.052812] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:08.053735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:08.053869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.058993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:08.060121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:08.062753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:13:08.104860] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:08.169732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.187954] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:08.196445] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.58%, Actual: 0.82%
[2025-11-27T20:13:08.196786] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 43.0038%
[2025-11-27T20:13:08.196933] [INFO ] [main      ] ATHA: DISCARDED add_gap_fill_state (score: 43.00%)
[2025-11-27T20:13:08.197032] [INFO ] [main      ] ATHA: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:13:08.197121] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_morning_composite']
[2025-11-27T20:13:08.197230] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:08.209918] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:08.210651] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:08.211547] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:08.211725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.216596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:08.218468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:08.219015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:08.220039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.260433] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.87% | Symbol ETA: 33.0s | Global ETA: 13m 44s
[2025-11-27T20:13:08.260710] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:08.261544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:08.261693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.266640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:08.279731] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:08.304644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:08.305529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.338304] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 33.4s | Global ETA: 13m 44s
[2025-11-27T20:13:08.338443] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:08.339279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:08.339492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.344478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:08.346305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:08.346873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:08.347336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:08.396061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.505472] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:08.553501] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:08.635809] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:08.673196] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:08.720323] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:08.732429] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.37% | Symbol ETA: 48.6s | Global ETA: 13m 44s
[2025-11-27T20:13:08.740377] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:08.783090] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 38.6s | Global ETA: 13m 44s
[2025-11-27T20:13:08.783368] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:08.784191] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:08.784316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.789394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:08.791718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:08.792427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:08.793814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.802495] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:08.873209] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.00% | Symbol ETA: 32.4s | Global ETA: 13m 44s
[2025-11-27T20:13:08.873355] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:08.874220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:08.874347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.879078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:08.902720] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.83%, Actual: 1.85%
[2025-11-27T20:13:08.912646] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:08.916630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:08.917517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:08.972548] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 32.8s | Global ETA: 13m 45s
[2025-11-27T20:13:08.972718] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:08.973545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:08.973636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:08.978661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:08.980422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:08.980938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:08.981328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:09.028169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:09.070032] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.57%, Actual: 8.44%
[2025-11-27T20:13:09.136253] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:09.240276] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 1.25%
[2025-11-27T20:13:09.252951] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:09.311714] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:09.375884] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.78% | Symbol ETA: 38.1s | Global ETA: 13m 45s
[2025-11-27T20:13:09.376134] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:09.376940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:09.377060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:09.378690] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:09.381887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:09.383763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:09.384302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:09.385279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:09.407363] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.44%, Actual: 6.85%
[2025-11-27T20:13:09.418569] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:09.491499] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.74% | Symbol ETA: 31.8s | Global ETA: 13m 45s
[2025-11-27T20:13:09.491806] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:09.492871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:09.493022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:09.499276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:09.541958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:09.543270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:09.549721] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:09.575297] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 6.22%
[2025-11-27T20:13:09.605817] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 32.1s | Global ETA: 13m 46s
[2025-11-27T20:13:09.606080] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:09.606889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:09.607012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:09.611759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:09.613508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:09.614057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:09.614502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:09.659538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:09.719325] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:09.743908] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 2.95%
[2025-11-27T20:13:09.870821] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:09.883348] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:09.919426] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.51%, Actual: 1.00%
[2025-11-27T20:13:09.944444] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.15% | Symbol ETA: 37.5s | Global ETA: 13m 46s
[2025-11-27T20:13:09.944723] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:09.945514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:09.945651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:09.950424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:09.952193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:09.952753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:09.953736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.002958] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:10.037766] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:10.090531] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.63%
[2025-11-27T20:13:10.106494] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.56% | Symbol ETA: 31.1s | Global ETA: 13m 46s
[2025-11-27T20:13:10.106772] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:10.107593] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:10.107719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.112469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:10.149198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:10.150079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.170547] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:10.227733] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 31.5s | Global ETA: 13m 47s
[2025-11-27T20:13:10.227990] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:10.228912] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:10.229037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.234177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:10.236006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:10.236552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:10.237056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:10.256927] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.22%, Actual: 0.72%
[2025-11-27T20:13:10.282972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.291999] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:10.423669] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 2.58%
[2025-11-27T20:13:10.424022] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.3005%
[2025-11-27T20:13:10.424154] [INFO ] [main      ] DIBS: DISCARDED add_directional_consistency (score: 33.30%)
[2025-11-27T20:13:10.424276] [INFO ] [main      ] DIBS: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:13:10.424378] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_fullday_parkinson_range']
[2025-11-27T20:13:10.424487] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:10.435679] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:10.436220] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:10.437129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:10.437263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.442176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:10.443222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:10.445803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:10.447561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.463614] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:10.477099] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:10.526396] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -4.68% | Symbol ETA: 36.9s | Global ETA: 13m 47s
[2025-11-27T20:13:10.526677] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:10.527460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:10.527599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.532611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:10.534465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:10.535032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:10.536117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.619911] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:10.644485] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:10.712418] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 3.65% | Symbol ETA: 30.5s | Global ETA: 13m 47s
[2025-11-27T20:13:10.712679] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:10.713466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:10.713608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.718316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:10.755440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:10.756313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.779376] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:10.790788] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:10.847715] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 30.9s | Global ETA: 13m 47s
[2025-11-27T20:13:10.847974] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:10.850093] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:10.850428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:10.856745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:10.859075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:10.859706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:10.860190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:10.882385] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:10.906394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:10.949277] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:11.008948] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 52.0s | Global ETA: 13m 48s
[2025-11-27T20:13:11.009216] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:11.010020] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:11.010148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.014923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:11.015931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:11.018423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:11.020119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.046984] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:11.082600] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:11.108600] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.41% | Symbol ETA: 36.4s | Global ETA: 13m 48s
[2025-11-27T20:13:11.108862] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:11.109668] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:11.109790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.114476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:11.116244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:11.116793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:11.117776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.235689] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:11.244745] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:11.310938] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.72% | Symbol ETA: 29.9s | Global ETA: 13m 48s
[2025-11-27T20:13:11.311195] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:11.312011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:11.312139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.316880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:11.354364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:11.355235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.365871] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:11.401021] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:11.449280] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:11.457470] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 30.2s | Global ETA: 13m 48s
[2025-11-27T20:13:11.457737] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:11.458619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:11.458740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.463518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:11.465317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:11.465867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:11.466344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:11.513490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.534072] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:11.595660] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 51.4s | Global ETA: 13m 49s
[2025-11-27T20:13:11.595763] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:11.596520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:11.596601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.601526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:11.602503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:11.604919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:11.606550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.614604] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:11.675689] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.91% | Symbol ETA: 35.8s | Global ETA: 13m 49s
[2025-11-27T20:13:11.675904] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:11.676720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:11.676840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.681591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:11.683355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:11.683899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:11.684893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:11.685494] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:11.848695] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:11.851883] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:11.914449] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 29.3s | Global ETA: 13m 49s
[2025-11-27T20:13:11.914740] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:11.915528] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:11.915668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:11.920459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:11.935478] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:11.957483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:11.958386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.013627] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:12.025707] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:12.084831] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 29.6s | Global ETA: 13m 49s
[2025-11-27T20:13:12.085126] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:12.085992] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:12.086117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:12.091912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:12.093954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:12.094504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:12.094979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:12.101970] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:12.140078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.160854] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 50.8s | Global ETA: 13m 49s
[2025-11-27T20:13:12.161105] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:12.161912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:12.162043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:12.166772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:12.167701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:12.170212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:12.171901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.180440] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:12.240541] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.91% | Symbol ETA: 35.2s | Global ETA: 13m 50s
[2025-11-27T20:13:12.240792] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:12.241657] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:12.241803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:12.246676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:12.248516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:12.249123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:12.250227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.305916] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:12.472028] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:12.475660] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:12.503180] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:12.543995] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 12.82% | Symbol ETA: 28.7s | Global ETA: 13m 50s
[2025-11-27T20:13:12.580686] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:12.638858] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:12.669041] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:12.696589] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 29.0s | Global ETA: 13m 50s
[2025-11-27T20:13:12.714073] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.42%, Actual: 3.11%
[2025-11-27T20:13:12.728414] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 50.2s | Global ETA: 13m 50s
[2025-11-27T20:13:12.728701] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:12.729518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:12.729659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:12.734391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:12.735387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:12.737861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:12.739568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.747777] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:12.808486] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 34.6s | Global ETA: 13m 50s
[2025-11-27T20:13:12.808755] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:12.809538] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:12.809672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:12.814422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:12.816186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:12.816727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:12.817716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:12.874450] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.46%
[2025-11-27T20:13:12.877916] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.77%, Actual: 1.88%
[2025-11-27T20:13:13.041207] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.87%, Actual: 2.24%
[2025-11-27T20:13:13.043563] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.83%, Actual: 0.32%
[2025-11-27T20:13:13.068838] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:13.147601] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:13.202644] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.00%, Actual: 1.37%
[2025-11-27T20:13:13.211362] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.41%, Actual: 0.35%
[2025-11-27T20:13:13.233402] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:13.291838] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 49.7s | Global ETA: 13m 51s
[2025-11-27T20:13:13.292108] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:13.292917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:13.293045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:13.297773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:13.298793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:13.301318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:13.303026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:13.310826] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:13.363388] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.74%, Actual: 3.23%
[2025-11-27T20:13:13.370182] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.74% | Symbol ETA: 34.0s | Global ETA: 13m 51s
[2025-11-27T20:13:13.370313] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:13.371058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:13.371125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:13.375458] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.94%
[2025-11-27T20:13:13.375808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:13.377497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:13.378108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:13.379125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:13.525102] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.56%, Actual: 1.56%
[2025-11-27T20:13:13.541098] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.07%
[2025-11-27T20:13:13.637245] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:13.687943] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 3.65%, Actual: 1.41%
[2025-11-27T20:13:13.707037] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:13.709404] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.08%
[2025-11-27T20:13:13.801230] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:13.848666] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.72%, Actual: 0.81%
[2025-11-27T20:13:13.859821] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 49.1s | Global ETA: 13m 52s
[2025-11-27T20:13:13.860070] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:13.860874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:13.861003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:13.865745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:13.866744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:13.869209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:13.869558] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:13.870948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:13.876168] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.18%
[2025-11-27T20:13:13.929996] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.39% | Symbol ETA: 33.5s | Global ETA: 13m 52s
[2025-11-27T20:13:14.011196] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.30%
[2025-11-27T20:13:14.043931] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:13:14.093531] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -0.67%, Actual: 5.12%
[2025-11-27T20:13:14.173210] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 12.82%, Actual: 1.93%
[2025-11-27T20:13:14.173481] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.8692%
[2025-11-27T20:13:14.173602] [INFO ] [main      ] COYA: DISCARDED add_gaps (score: 39.87%)
[2025-11-27T20:13:14.173713] [INFO ] [main      ] COYA: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:13:14.173811] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_intraday_skewness_proxies']
[2025-11-27T20:13:14.173913] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:14.185534] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:14.186163] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:14.187049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:14.187177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.191896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:14.201077] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:14.210485] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.26%
[2025-11-27T20:13:14.230074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:14.231314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:14.259990] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.78%, Actual: 0.69%
[2025-11-27T20:13:14.365148] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:14.375311] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.37%
[2025-11-27T20:13:14.375655] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 49.1159%
[2025-11-27T20:13:14.375810] [INFO ] [main      ] FEMB: DISCARDED add_gap_resolution_state (score: 49.12%)
[2025-11-27T20:13:14.375921] [INFO ] [main      ] FEMB: Testing feature 13/53: add_gaps
[2025-11-27T20:13:14.376008] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps']
[2025-11-27T20:13:14.376098] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:14.388440] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:14.389147] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:14.390067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:14.390194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.394987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:14.396788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:14.397329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:14.397790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:14.398625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:14.422776] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 48.5s | Global ETA: 13m 53s
[2025-11-27T20:13:14.422907] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:14.423643] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:14.423746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.428405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:14.429405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:14.431795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:14.433411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:14.433502] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.15%, Actual: 5.02%
[2025-11-27T20:13:14.557325] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:14.605296] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -4.68%, Actual: 0.49%
[2025-11-27T20:13:14.722000] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:14.739021] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:14.762964] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:14.780048] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.41%, Actual: 0.58%
[2025-11-27T20:13:14.791828] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 28.7s | Global ETA: 13m 53s
[2025-11-27T20:13:14.792097] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:14.792913] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:14.793041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.797760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:14.835882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:14.837177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:14.907098] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:14.928842] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:14.952600] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 1.85%
[2025-11-27T20:13:14.965178] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 31.6s | Global ETA: 13m 54s
[2025-11-27T20:13:14.965428] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:14.966242] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:14.966362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.971088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:14.972842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:14.973369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:14.973828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:14.974630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:14.985899] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 47.9s | Global ETA: 13m 54s
[2025-11-27T20:13:14.986155] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:14.986962] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:14.987105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:14.991918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:14.992912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:14.995382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:14.997102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:15.118448] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.91%, Actual: 4.37%
[2025-11-27T20:13:15.163544] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:15.283931] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.65%, Actual: 2.73%
[2025-11-27T20:13:15.307433] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:15.328085] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:15.330931] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:15.399128] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.75% | Symbol ETA: 28.1s | Global ETA: 13m 54s
[2025-11-27T20:13:15.399415] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:15.400241] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:15.400384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:15.405141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:15.443131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:15.444404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:15.449698] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.74%, Actual: 0.58%
[2025-11-27T20:13:15.475981] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:15.535159] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 31.0s | Global ETA: 13m 54s
[2025-11-27T20:13:15.535405] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:15.536207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:15.536327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:15.541130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:15.542872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:15.543392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:15.543852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:15.544689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:15.553894] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:15.611808] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 47.4s | Global ETA: 13m 55s
[2025-11-27T20:13:15.612080] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:15.612929] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:15.613059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:15.614990] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.39%, Actual: 0.82%
[2025-11-27T20:13:15.615312] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 35.5896%
[2025-11-27T20:13:15.615463] [INFO ] [main      ] ATHA: DISCARDED add_gap_morning_composite (score: 35.59%)
[2025-11-27T20:13:15.615566] [INFO ] [main      ] ATHA: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:13:15.615673] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_resolution_state']
[2025-11-27T20:13:15.615782] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:15.617878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:15.618941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:15.621470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:13:15.623182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:15.628382] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:15.628870] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:15.629762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:15.629841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:15.634635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:15.636369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:15.636871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:15.684161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:15.775940] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:15.879274] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:15.939019] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:15.955613] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:16.009196] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.99% | Symbol ETA: 27.5s | Global ETA: 13m 55s
[2025-11-27T20:13:16.009483] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:16.010305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:16.010438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.014612] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:16.015214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:16.045706] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:16.052467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:16.053785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:16.103678] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 30.5s | Global ETA: 13m 55s
[2025-11-27T20:13:16.103936] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:16.104799] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:16.104921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.109875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:16.111803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:16.112378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:16.112826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:16.113631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:16.122268] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:16.179279] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 46.8s | Global ETA: 13m 55s
[2025-11-27T20:13:16.180722] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:16.242702] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 33.2s | Global ETA: 13m 56s
[2025-11-27T20:13:16.242953] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:16.243761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:16.243895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.248589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:16.250335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:16.250865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:16.297238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:16.347801] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:13:16.381724] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:16.448628] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:16.516642] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 8.44%
[2025-11-27T20:13:16.550659] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:16.618405] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:16.623268] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.46% | Symbol ETA: 26.9s | Global ETA: 13m 56s
[2025-11-27T20:13:16.623488] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:16.624295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:16.624430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.629156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:16.631613] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:16.670239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:16.671798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:16.677991] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 29.9s | Global ETA: 13m 56s
[2025-11-27T20:13:16.678195] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:16.679017] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:16.679137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.683823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:16.685553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:16.685915] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:13:16.686132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:16.686607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:16.687380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:16.797034] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:16.851470] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 6.85%
[2025-11-27T20:13:16.858924] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.68% | Symbol ETA: 32.6s | Global ETA: 13m 56s
[2025-11-27T20:13:16.859173] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:16.860085] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:16.860216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:16.865158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:16.866985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:16.867543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:16.913118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.012981] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:17.014235] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:17.019221] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:13:17.176840] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:17.186230] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 2.95%
[2025-11-27T20:13:17.188323] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:17.234481] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 29.3s | Global ETA: 13m 57s
[2025-11-27T20:13:17.234629] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:17.235376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:17.235442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.240215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:17.242066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:17.242538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:17.243000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:17.243805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.244726] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:17.258946] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.28% | Symbol ETA: 26.4s | Global ETA: 13m 57s
[2025-11-27T20:13:17.259154] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:17.260003] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:17.260131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.264921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:17.302740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:17.304054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.353318] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.00%
[2025-11-27T20:13:17.410232] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:17.471159] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.71% | Symbol ETA: 31.9s | Global ETA: 13m 57s
[2025-11-27T20:13:17.471420] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:17.472252] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:17.472393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.477408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:17.479237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:17.479831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:17.520318] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.63%
[2025-11-27T20:13:17.527057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.578339] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:17.642324] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:17.688672] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.64%, Actual: 0.72%
[2025-11-27T20:13:17.746322] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:17.804870] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 28.7s | Global ETA: 13m 58s
[2025-11-27T20:13:17.805122] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:17.805963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:17.806083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.811072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:17.812888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:17.813112] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:17.813443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:17.813932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:17.814733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.855112] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:13:17.855448] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.4856%
[2025-11-27T20:13:17.855622] [INFO ] [main      ] DIBS: DISCARDED add_fullday_parkinson_range (score: 34.49%)
[2025-11-27T20:13:17.855731] [INFO ] [main      ] DIBS: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:13:17.855831] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_fill_state']
[2025-11-27T20:13:17.855933] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:17.859550] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:17.867110] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:17.867556] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:17.868426] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:17.868508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.873313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:17.874284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:17.876709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:17.885061] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.56% | Symbol ETA: 25.8s | Global ETA: 13m 58s
[2025-11-27T20:13:17.885189] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:17.885927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:17.885995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:17.890757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:17.914570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:17.927992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:17.929320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.025213] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:18.086860] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.59% | Symbol ETA: 31.3s | Global ETA: 13m 58s
[2025-11-27T20:13:18.087004] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:18.087869] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:18.087989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.092839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:18.094624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:18.095154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:18.141057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.143788] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:18.257531] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:18.267389] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:18.309296] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:18.366861] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 28.2s | Global ETA: 13m 59s
[2025-11-27T20:13:18.367124] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:18.367961] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:18.368080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.373062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:18.374830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:18.375360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:18.375846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:18.376648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.420685] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:18.433048] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:18.472369] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:18.480913] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 41.0s | Global ETA: 13m 59s
[2025-11-27T20:13:18.481188] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:18.481996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:18.482124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.486851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:18.487837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:18.490337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:18.502020] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 25.1s | Global ETA: 13m 59s
[2025-11-27T20:13:18.502280] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:18.503090] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:18.503217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.507959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:18.527216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.545218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:18.546631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.639136] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:18.700624] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.48% | Symbol ETA: 30.7s | Global ETA: 13m 59s
[2025-11-27T20:13:18.700871] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:18.701669] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:18.701790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.706613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:18.708368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:18.708943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:18.709373] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:18.755329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:18.861138] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:18.875842] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:18.885711] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:18.933237] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 27.6s | Global ETA: 13m 60s
[2025-11-27T20:13:18.933389] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:18.934144] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:18.934333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:18.939074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:18.940928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:18.941455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:18.941864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:18.942663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.029408] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:19.073509] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:19.091530] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 40.4s | Global ETA: 13m 60s
[2025-11-27T20:13:19.091828] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:19.092640] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:19.092769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.093101] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:19.097522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:19.098566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:19.101184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:19.138606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.144287] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.06% | Symbol ETA: 24.5s | Global ETA: 13m 60s
[2025-11-27T20:13:19.144560] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:19.145364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:19.145494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.150365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:19.187515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:19.188938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.261870] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:19.276620] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:19.323490] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 30.1s | Global ETA: 14m 0s
[2025-11-27T20:13:19.323766] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:19.324614] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:19.324742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.329722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:19.331559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:19.332066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:19.378120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.440314] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:19.464546] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:19.497621] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 27.0s | Global ETA: 14m 0s
[2025-11-27T20:13:19.497892] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:19.498727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:19.498848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.503595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:19.505384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:19.505874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:19.506316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:19.507150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.517708] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:19.628850] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:19.686866] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:19.689560] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 39.8s | Global ETA: 14m 1s
[2025-11-27T20:13:19.689711] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:19.690431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:19.690492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.695370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:19.696682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:19.699184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:19.726046] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:19.736188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.754247] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.06% | Symbol ETA: 23.9s | Global ETA: 14m 1s
[2025-11-27T20:13:19.754516] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:19.755328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:19.755457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.760223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:19.798885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:19.800252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:19.839637] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:19.901807] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:19.965651] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.18% | Symbol ETA: 29.5s | Global ETA: 14m 1s
[2025-11-27T20:13:19.965929] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:19.966712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:19.966840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:19.971639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:19.973535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:19.974113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:20.008298] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:20.020448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:20.062707] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:20.065262] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 26.5s | Global ETA: 14m 1s
[2025-11-27T20:13:20.163688] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:20.224508] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:20.232086] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.30%, Actual: 0.46%
[2025-11-27T20:13:20.284100] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.63% | Symbol ETA: 39.1s | Global ETA: 14m 2s
[2025-11-27T20:13:20.284251] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:20.285007] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:20.285188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:20.289863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:20.290855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:20.293338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:20.330747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:20.333949] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:20.359335] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:20.397889] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.77%, Actual: 0.32%
[2025-11-27T20:13:20.402247] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 10.19% | Symbol ETA: 23.3s | Global ETA: 14m 2s
[2025-11-27T20:13:20.530910] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:20.563408] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.35%
[2025-11-27T20:13:20.576050] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.13%, Actual: 3.11%
[2025-11-27T20:13:20.591834] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 28.9s | Global ETA: 14m 2s
[2025-11-27T20:13:20.592118] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:20.592983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:20.593116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:20.598095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:20.600071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:20.600665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:20.648733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:20.656200] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:20.727386] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.94%
[2025-11-27T20:13:20.752790] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.75%, Actual: 1.88%
[2025-11-27T20:13:20.818843] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:20.878290] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 38.5s | Global ETA: 14m 2s
[2025-11-27T20:13:20.878587] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:20.879369] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:20.879519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:20.884294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:20.885313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:20.887839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:20.892424] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.07%
[2025-11-27T20:13:20.922332] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.99%, Actual: 2.24%
[2025-11-27T20:13:20.925004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:20.995166] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:21.055755] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.08%
[2025-11-27T20:13:21.086854] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.46%, Actual: 1.37%
[2025-11-27T20:13:21.164194] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:21.218466] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.18%
[2025-11-27T20:13:21.223110] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.49% | Symbol ETA: 28.3s | Global ETA: 14m 3s
[2025-11-27T20:13:21.223367] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:21.224178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:21.224307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:21.229054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:21.230825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:21.231353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:21.249358] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:21.251528] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.28%, Actual: 3.23%
[2025-11-27T20:13:21.277292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:21.380674] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.49%
[2025-11-27T20:13:21.411236] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:21.416058] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.56%, Actual: 1.56%
[2025-11-27T20:13:21.470695] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 37.9s | Global ETA: 14m 3s
[2025-11-27T20:13:21.470825] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:21.471550] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:21.471628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:21.476272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:21.477178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:21.479598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:21.516068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:21.544279] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 0.26%
[2025-11-27T20:13:21.579587] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 1.41%
[2025-11-27T20:13:21.608453] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:21.718007] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 0.37%
[2025-11-27T20:13:21.718381] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 61.4866%
[2025-11-27T20:13:21.718542] [INFO ] [main      ] FEMB: DISCARDED add_gaps (score: 61.49%)
[2025-11-27T20:13:21.718662] [INFO ] [main      ] FEMB: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:13:21.718757] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies']
[2025-11-27T20:13:21.718851] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:21.731201] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:21.731784] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:21.732742] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:21.732878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:21.737819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:21.739717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:21.740263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:21.740738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:21.741992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:21.746057] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.06%, Actual: 0.81%
[2025-11-27T20:13:21.775009] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:21.836930] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -5.45% | Symbol ETA: 27.7s | Global ETA: 14m 4s
[2025-11-27T20:13:21.845145] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:21.913930] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.06%, Actual: 1.30%
[2025-11-27T20:13:22.005221] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -0.25%, Actual: 5.12%
[2025-11-27T20:13:22.010303] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:22.069108] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 37.3s | Global ETA: 14m 4s
[2025-11-27T20:13:22.069341] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:22.070147] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:22.070275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.075061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:22.076040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:22.078510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:22.081241] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:22.082866] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 10.19%, Actual: 1.93%
[2025-11-27T20:13:22.083193] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 37.9279%
[2025-11-27T20:13:22.083365] [INFO ] [main      ] COYA: DISCARDED add_intraday_skewness_proxies (score: 37.93%)
[2025-11-27T20:13:22.083462] [INFO ] [main      ] COYA: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:13:22.083557] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_intraday_volatility_percentile']
[2025-11-27T20:13:22.083703] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:22.095345] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:22.095989] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:22.096873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:22.096996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.101756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:22.115413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:22.139301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:22.170456] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.68%, Actual: 0.69%
[2025-11-27T20:13:22.213108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:22.245283] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:22.305739] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 27.2s | Global ETA: 14m 5s
[2025-11-27T20:13:22.306180] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:22.307200] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:22.307321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.312054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:22.313823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:22.314355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:22.314821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:22.316116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:22.340009] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.71%, Actual: 5.02%
[2025-11-27T20:13:22.439800] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:22.505328] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.59%, Actual: 0.49%
[2025-11-27T20:13:22.545807] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:22.601293] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:22.642749] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:22.659964] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 36.7s | Global ETA: 14m 5s
[2025-11-27T20:13:22.660205] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:22.661036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:22.661166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.665878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:22.666791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:22.669245] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.48%, Actual: 0.58%
[2025-11-27T20:13:22.669254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:22.706116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:22.712095] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:22.781053] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 27.6s | Global ETA: 14m 5s
[2025-11-27T20:13:22.781316] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:22.782137] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:22.782260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.787174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:22.806154] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:22.826883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:22.838038] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 1.85%
[2025-11-27T20:13:22.865937] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 26.6s | Global ETA: 14m 5s
[2025-11-27T20:13:22.866188] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:22.866998] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:22.867118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:22.871855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:22.873602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:22.874125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:22.874565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:22.875780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:22.905352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:23.010345] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.18%, Actual: 4.37%
[2025-11-27T20:13:23.034490] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:23.179673] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 2.73%
[2025-11-27T20:13:23.196940] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:23.228453] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:23.243683] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:23.255304] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.47% | Symbol ETA: 36.1s | Global ETA: 14m 6s
[2025-11-27T20:13:23.255593] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:23.256378] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:23.256508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:23.261257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:23.262236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:23.264704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:23.301341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:23.345973] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.49%, Actual: 0.58%
[2025-11-27T20:13:23.392143] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:23.407594] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:23.449196] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 26.0s | Global ETA: 14m 6s
[2025-11-27T20:13:23.449449] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:23.450296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:23.450420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:23.455186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:23.456956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:23.457480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:23.457941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:23.459186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:23.475037] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.52% | Symbol ETA: 27.0s | Global ETA: 14m 6s
[2025-11-27T20:13:23.475288] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:23.476107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:23.476230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:23.480984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:23.512533] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -5.45%, Actual: 0.82%
[2025-11-27T20:13:23.512907] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 33.0108%
[2025-11-27T20:13:23.513060] [INFO ] [main      ] ATHA: DISCARDED add_gap_resolution_state (score: 33.01%)
[2025-11-27T20:13:23.513167] [INFO ] [main      ] ATHA: Testing feature 13/53: add_gaps
[2025-11-27T20:13:23.513265] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gaps']
[2025-11-27T20:13:23.513320] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:23.519184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:23.525731] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:23.526340] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:23.527212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:23.527394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:23.532469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:23.534346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:23.534930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:23.535777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:23.594680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:23.627586] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:23.788976] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:23.791821] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:23.847349] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.12% | Symbol ETA: 35.5s | Global ETA: 14m 7s
[2025-11-27T20:13:23.867615] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:23.931279] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:23.956063] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:24.010724] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.01%, Actual: 1.85%
[2025-11-27T20:13:24.013448] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 25.4s | Global ETA: 14m 7s
[2025-11-27T20:13:24.013734] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:24.014527] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:24.014663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.019639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:24.021369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:24.021920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:24.022361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:24.023602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.033355] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:24.095584] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 5.74% | Symbol ETA: 31.4s | Global ETA: 14m 7s
[2025-11-27T20:13:24.095827] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:24.096639] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:24.096765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.099804] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:24.101433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:24.103211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:24.103766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:24.104592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.167962] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.70% | Symbol ETA: 26.3s | Global ETA: 14m 7s
[2025-11-27T20:13:24.168244] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:24.169027] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:24.169148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.173811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:24.174066] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.69%, Actual: 8.44%
[2025-11-27T20:13:24.211358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:24.284653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.336340] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.74%, Actual: 1.25%
[2025-11-27T20:13:24.365633] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:24.436661] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:24.497521] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.63%, Actual: 6.85%
[2025-11-27T20:13:24.529711] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:24.586293] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 24.9s | Global ETA: 14m 8s
[2025-11-27T20:13:24.586442] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:24.587338] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:24.587414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.592214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:24.593989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:24.594462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:24.594936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:24.596181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.601949] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:24.620885] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:24.659381] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 6.22%
[2025-11-27T20:13:24.663799] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.26% | Symbol ETA: 30.9s | Global ETA: 14m 8s
[2025-11-27T20:13:24.664068] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:24.664841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:24.664970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.669768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:24.671525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:24.672073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:24.672893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.790138] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:24.823034] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 2.95%
[2025-11-27T20:13:24.857921] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.63% | Symbol ETA: 25.6s | Global ETA: 14m 8s
[2025-11-27T20:13:24.858188] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:24.859022] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:24.859146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:24.863945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:24.901495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:24.923411] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:24.977317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:24.987512] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 1.00%
[2025-11-27T20:13:25.007114] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:25.090867] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:25.147767] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 24.3s | Global ETA: 14m 9s
[2025-11-27T20:13:25.147916] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:25.148839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:25.148960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.150120] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.63%
[2025-11-27T20:13:25.154083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:25.156013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:25.156541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:25.157004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:25.158252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.172556] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:25.234999] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 6.59% | Symbol ETA: 30.3s | Global ETA: 14m 9s
[2025-11-27T20:13:25.235149] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:25.235909] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:25.236087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.240850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:25.242610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:25.243140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:25.243963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.304766] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:25.311704] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.47%, Actual: 0.72%
[2025-11-27T20:13:25.469375] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:25.473777] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 2.58%
[2025-11-27T20:13:25.474037] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.0095%
[2025-11-27T20:13:25.474183] [INFO ] [main      ] DIBS: DISCARDED add_gap_fill_state (score: 34.01%)
[2025-11-27T20:13:25.474296] [INFO ] [main      ] DIBS: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:13:25.474394] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_morning_composite']
[2025-11-27T20:13:25.474495] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:25.485184] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:25.485594] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:25.486416] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:25.486499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.488429] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:25.491291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:25.492227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:25.494643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:25.495568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.535782] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.73% | Symbol ETA: 24.9s | Global ETA: 14m 9s
[2025-11-27T20:13:25.536027] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:25.536836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:25.536971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.541672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:25.577067] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:25.578596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:25.649506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.656010] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:25.712227] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 23.7s | Global ETA: 14m 10s
[2025-11-27T20:13:25.712493] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:25.713296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:25.713420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.718235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:25.720073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:25.720618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:25.721057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:25.722278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.742666] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:25.804345] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.14% | Symbol ETA: 29.7s | Global ETA: 14m 10s
[2025-11-27T20:13:25.804620] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:25.805414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:25.805542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:25.810499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:25.812334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:25.812942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:25.813809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:25.819966] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:25.982257] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:26.041595] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 37.0s | Global ETA: 14m 10s
[2025-11-27T20:13:26.041860] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:26.042665] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:26.042538] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:26.042744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.047468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:26.048468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:26.050422] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:26.050934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:26.051950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.146873] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:26.208509] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:26.217821] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:26.275964] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 23.2s | Global ETA: 14m 11s
[2025-11-27T20:13:26.276237] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:26.276683] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 24.3s | Global ETA: 14m 11s
[2025-11-27T20:13:26.276937] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:26.277076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:26.277210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.277790] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:26.277922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.282335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:26.282920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:26.284213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:26.284783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:26.285240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:26.286509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.312851] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:26.322097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:26.374429] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 29.2s | Global ETA: 14m 11s
[2025-11-27T20:13:26.374716] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:26.375510] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:26.375648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.376724] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:26.380347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:26.382127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:26.382681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:26.383482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.398041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.537631] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:26.597680] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 36.4s | Global ETA: 14m 11s
[2025-11-27T20:13:26.597872] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:26.598707] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:26.598835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.603652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:26.604558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:26.607063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:26.608075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.620905] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:26.715170] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:26.747604] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:26.789494] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:26.847830] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 22.6s | Global ETA: 14m 11s
[2025-11-27T20:13:26.848089] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:26.849204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:26.849341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.854056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:26.855814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:26.856333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:26.856790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:26.858007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.880600] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:26.917125] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:26.935365] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:26.942171] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 28.6s | Global ETA: 14m 12s
[2025-11-27T20:13:26.942435] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:26.943310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:26.943437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.948178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:26.949932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:26.950463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:26.951214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:26.985538] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.36% | Symbol ETA: 23.6s | Global ETA: 14m 12s
[2025-11-27T20:13:26.985808] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:26.986614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:26.986734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:26.991421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:27.027681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:27.097461] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:27.099195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:27.156022] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 35.9s | Global ETA: 14m 12s
[2025-11-27T20:13:27.156304] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:27.157114] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:27.157242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:27.162034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:27.163013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:27.165475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:27.166476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:27.186443] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:27.285811] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:27.354167] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:27.411788] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 22.0s | Global ETA: 14m 12s
[2025-11-27T20:13:27.428042] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:27.451180] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:27.490704] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:27.512602] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.49% | Symbol ETA: 28.0s | Global ETA: 14m 12s
[2025-11-27T20:13:27.512839] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:27.513702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:27.513840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:27.518869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:27.520815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:27.521390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:27.522255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:27.578284] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.41%, Actual: 0.46%
[2025-11-27T20:13:27.591879] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:27.652721] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:27.658987] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.76% | Symbol ETA: 22.9s | Global ETA: 14m 13s
[2025-11-27T20:13:27.659250] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:27.660059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:27.660180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:27.665064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:27.702671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:27.711239] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 35.3s | Global ETA: 14m 13s
[2025-11-27T20:13:27.711512] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:27.712315] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:27.712446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:27.717141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:27.718120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:27.720568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:27.721565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:27.745294] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.73%, Actual: 0.32%
[2025-11-27T20:13:27.777701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:27.875463] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:27.914786] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.63%, Actual: 0.35%
[2025-11-27T20:13:28.041849] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:28.046078] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:28.082031] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.94%
[2025-11-27T20:13:28.102178] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 27.5s | Global ETA: 14m 13s
[2025-11-27T20:13:28.102451] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:28.103259] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:28.103388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:28.108106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:28.109440] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:28.110047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:28.110628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:28.111481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:28.208379] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:28.250127] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.07%
[2025-11-27T20:13:28.266777] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 34.8s | Global ETA: 14m 14s
[2025-11-27T20:13:28.267045] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:28.267841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:28.267968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:28.272693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:28.273663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:28.274045] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:28.276094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:28.277109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:28.340251] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.01% | Symbol ETA: 22.2s | Global ETA: 14m 14s
[2025-11-27T20:13:28.340508] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:28.341329] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:28.341453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:28.346349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:28.383807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:28.422907] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 0.08%
[2025-11-27T20:13:28.441969] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:28.457253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:28.600547] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.18%
[2025-11-27T20:13:28.600825] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:28.607099] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:28.668018] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.30% | Symbol ETA: 26.9s | Global ETA: 14m 14s
[2025-11-27T20:13:28.668297] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:28.669086] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:28.669218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:28.674008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:28.675882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:28.676412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:28.677232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:28.763448] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:28.772852] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.49%
[2025-11-27T20:13:28.792218] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:28.821706] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 34.2s | Global ETA: 14m 14s
[2025-11-27T20:13:28.821955] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:28.822765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:28.822895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:28.827623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:28.828622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:28.831071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:28.832016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:28.941275] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.26%
[2025-11-27T20:13:28.959298] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:29.008731] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:29.025771] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.50% | Symbol ETA: 21.5s | Global ETA: 14m 15s
[2025-11-27T20:13:29.109098] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.37%
[2025-11-27T20:13:29.109455] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 42.4636%
[2025-11-27T20:13:29.109621] [INFO ] [main      ] FEMB: DISCARDED add_intraday_skewness_proxies (score: 42.46%)
[2025-11-27T20:13:29.109722] [INFO ] [main      ] FEMB: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:13:29.109813] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile']
[2025-11-27T20:13:29.109906] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:29.157251] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:29.174375] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:29.193199] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.26%, Actual: 3.11%
[2025-11-27T20:13:29.239730] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 1.85% | Symbol ETA: 26.3s | Global ETA: 14m 15s
[2025-11-27T20:13:29.322189] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:29.322814] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:29.322925] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:29.323839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:29.323961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:29.328914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:29.330803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:29.331303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:29.331776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:29.359269] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.52%, Actual: 1.88%
[2025-11-27T20:13:29.380241] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 33.7s | Global ETA: 14m 15s
[2025-11-27T20:13:29.380374] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:29.381118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:29.381187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:29.385828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:29.386740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:29.389135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:29.390080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:29.408040] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 5.74%, Actual: 5.12%
[2025-11-27T20:13:29.410324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:29.526158] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.70%, Actual: 2.24%
[2025-11-27T20:13:29.575913] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.26%, Actual: 0.69%
[2025-11-27T20:13:29.693218] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.63%, Actual: 1.37%
[2025-11-27T20:13:29.716365] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:29.741785] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 6.59%, Actual: 5.02%
[2025-11-27T20:13:29.742153] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:29.866900] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.73%, Actual: 3.23%
[2025-11-27T20:13:29.878283] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:29.908072] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.14%, Actual: 0.49%
[2025-11-27T20:13:29.908977] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:29.935880] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 33.1s | Global ETA: 14m 16s
[2025-11-27T20:13:29.936131] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:29.936938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:29.937066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:29.941806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:29.942778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:29.945255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:29.946271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:29.965887] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 25.8s | Global ETA: 14m 16s
[2025-11-27T20:13:29.966139] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:29.966958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:29.967081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:29.971848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:29.973619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:29.974144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:29.974606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:30.043503] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.56%
[2025-11-27T20:13:30.052353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:30.076683] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.44%, Actual: 0.58%
[2025-11-27T20:13:30.215168] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.36%, Actual: 1.41%
[2025-11-27T20:13:30.242658] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.03%, Actual: 1.85%
[2025-11-27T20:13:30.271597] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:30.385406] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:30.387156] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 0.81%
[2025-11-27T20:13:30.407845] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.49%, Actual: 4.37%
[2025-11-27T20:13:30.433501] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:30.491101] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.93% | Symbol ETA: 32.6s | Global ETA: 14m 17s
[2025-11-27T20:13:30.491372] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:30.492175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:30.492250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:30.496976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:30.497956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:30.500494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:13:30.501501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:30.553736] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:30.563737] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.01%, Actual: 1.30%
[2025-11-27T20:13:30.573680] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 2.73%
[2025-11-27T20:13:30.610395] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 25.2s | Global ETA: 14m 17s
[2025-11-27T20:13:30.610666] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:30.611489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:30.611627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:30.616737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:30.618627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:30.619175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:30.619653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:30.696411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:30.726998] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.50%, Actual: 1.93%
[2025-11-27T20:13:30.727332] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 45.9343%
[2025-11-27T20:13:30.727510] [INFO ] [main      ] COYA: DISCARDED add_intraday_volatility_percentile (score: 45.93%)
[2025-11-27T20:13:30.727625] [INFO ] [main      ] COYA: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:13:30.727717] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_last_hour_momentum_mag']
[2025-11-27T20:13:30.727809] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:30.739688] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.30%, Actual: 0.58%
[2025-11-27T20:13:30.739669] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:30.740320] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:30.741218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:30.741337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:30.746093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:30.783239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:30.784152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:30.825465] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:30.905677] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 0.82%
[2025-11-27T20:13:30.906034] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 39.2816%
[2025-11-27T20:13:30.906186] [INFO ] [main      ] ATHA: DISCARDED add_gaps (score: 39.28%)
[2025-11-27T20:13:30.906293] [INFO ] [main      ] ATHA: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:13:30.906392] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies']
[2025-11-27T20:13:30.906492] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:30.919114] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:30.919848] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:30.920766] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:30.920892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:30.925639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:30.927437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:30.927992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:30.929323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:30.987476] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:31.030293] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:31.044078] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.12% | Symbol ETA: 32.0s | Global ETA: 14m 18s
[2025-11-27T20:13:31.111931] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:31.195896] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:31.206540] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:13:31.253248] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 24.6s | Global ETA: 14m 18s
[2025-11-27T20:13:31.253396] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:31.254158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:31.254239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:31.258936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:31.260666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:31.261143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:31.261528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:31.264982] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:31.276596] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:31.334216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:31.346815] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 26.8s | Global ETA: 14m 18s
[2025-11-27T20:13:31.346945] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:31.347693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:31.347759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:31.352450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:31.369069] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 8.44%
[2025-11-27T20:13:31.391557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:31.392275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:31.430921] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:31.492934] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.36% | Symbol ETA: 27.3s | Global ETA: 14m 18s
[2025-11-27T20:13:31.493070] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:31.493847] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:31.493932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:31.498798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:31.500537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:31.501049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:31.502301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:31.531691] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:13:31.669526] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:31.694540] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 6.85%
[2025-11-27T20:13:31.728155] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:31.843336] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:31.844191] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:31.860991] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:13:31.895235] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:31.901269] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 23.9s | Global ETA: 14m 19s
[2025-11-27T20:13:31.901512] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:31.902300] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:31.902422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:31.907436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:31.909229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:31.909735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:31.910125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:31.963710] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -1.90% | Symbol ETA: 26.2s | Global ETA: 14m 19s
[2025-11-27T20:13:31.963843] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:31.964589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:31.964656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:31.969427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:31.982368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.006635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:32.007300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.023046] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 2.95%
[2025-11-27T20:13:32.024723] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:32.086990] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.91% | Symbol ETA: 26.8s | Global ETA: 14m 19s
[2025-11-27T20:13:32.087123] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:32.087932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:32.088004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:32.092825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:32.094565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:32.095058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:32.096274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.184444] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.00%
[2025-11-27T20:13:32.315415] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:32.335819] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:32.346710] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.63%
[2025-11-27T20:13:32.430547] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:32.495197] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:32.502042] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:32.513588] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.93%, Actual: 0.72%
[2025-11-27T20:13:32.555267] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 23.3s | Global ETA: 14m 20s
[2025-11-27T20:13:32.555400] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:32.556158] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:32.556226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:32.560999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:32.562747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:32.563239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:32.563632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:32.572342] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.99% | Symbol ETA: 25.6s | Global ETA: 14m 20s
[2025-11-27T20:13:32.572478] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:32.573268] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:32.573337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:32.578091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:32.595924] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:32.616992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:32.617732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.641547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.657336] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 6.67% | Symbol ETA: 26.2s | Global ETA: 14m 20s
[2025-11-27T20:13:32.657470] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:32.658241] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:32.658309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:32.663061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:32.664822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:32.665285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:32.666461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.683139] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 2.58%
[2025-11-27T20:13:32.683496] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.3915%
[2025-11-27T20:13:32.683684] [INFO ] [main      ] DIBS: DISCARDED add_gap_morning_composite (score: 33.39%)
[2025-11-27T20:13:32.683814] [INFO ] [main      ] DIBS: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:13:32.683920] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_resolution_state']
[2025-11-27T20:13:32.684020] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:32.695698] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:32.696260] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:32.697199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:32.697329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:32.702162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:32.703205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:32.705827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:32.752453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:32.954781] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:32.975410] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:33.004337] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:33.084120] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:33.118793] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:33.139820] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:33.173327] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:33.188112] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.29% | Symbol ETA: 25.0s | Global ETA: 14m 21s
[2025-11-27T20:13:33.188390] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:33.189193] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:33.189314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.194001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:33.196012] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 22.6s | Global ETA: 14m 21s
[2025-11-27T20:13:33.196263] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:33.197120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:33.197241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.202549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:33.204462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:33.205035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:33.205491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:33.231662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:33.232524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.234868] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 25.7s | Global ETA: 14m 21s
[2025-11-27T20:13:33.235112] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:33.235984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:33.236111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.240876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:33.242661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:33.243196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:33.244445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.248954] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:33.280389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.310057] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 32.4s | Global ETA: 14m 21s
[2025-11-27T20:13:33.310308] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:33.311146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:33.311276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.316089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:33.317165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:33.319743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:33.365412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.562349] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:33.576063] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:33.612659] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:33.699373] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:33.733361] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:33.745019] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:33.779833] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:33.802672] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 10.22% | Symbol ETA: 24.4s | Global ETA: 14m 22s
[2025-11-27T20:13:33.802807] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:33.803541] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:33.803619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.807540] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.97% | Symbol ETA: 25.1s | Global ETA: 14m 22s
[2025-11-27T20:13:33.807689] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:33.808332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:33.808473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:33.808538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.813491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:33.815250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:33.815748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:33.816976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.836584] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 22.0s | Global ETA: 14m 22s
[2025-11-27T20:13:33.836719] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:33.837680] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:33.837747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.843133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:33.844857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:33.845320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:33.845714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:33.847005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:33.847677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.869036] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:33.918856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:33.930701] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 31.8s | Global ETA: 14m 22s
[2025-11-27T20:13:33.930935] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:33.931740] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:33.931869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:33.936671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:33.937650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:33.940129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:33.986361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:34.152374] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:34.184480] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:34.252232] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:34.319761] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:34.320540] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:34.349834] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:34.382132] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 24.5s | Global ETA: 14m 23s
[2025-11-27T20:13:34.382390] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:34.383199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:34.383328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:34.388045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:34.389880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:34.390416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:34.391682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:34.415785] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.54% | Symbol ETA: 23.8s | Global ETA: 14m 23s
[2025-11-27T20:13:34.416047] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:34.416857] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:34.416977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:34.417364] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:34.421822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:34.460143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:34.460932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:34.474335] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 21.3s | Global ETA: 14m 23s
[2025-11-27T20:13:34.474594] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:34.475393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:34.475513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:34.480348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:34.482152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:34.482704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:34.483146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:34.485643] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:34.545705] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -1.02% | Symbol ETA: 31.2s | Global ETA: 14m 23s
[2025-11-27T20:13:34.545981] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:34.546780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:34.546908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:34.551694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:34.552689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:34.555169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:34.555869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:34.601631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:34.726296] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:34.794054] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:34.893338] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:34.896538] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:34.934822] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:34.954549] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.71% | Symbol ETA: 23.9s | Global ETA: 14m 24s
[2025-11-27T20:13:34.954697] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:34.955431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:34.955492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:34.959701] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:34.960139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:34.961977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:34.962448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:34.963714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.024954] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 23.2s | Global ETA: 14m 24s
[2025-11-27T20:13:35.025087] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:35.025836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:35.026024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.030850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:35.068924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:35.069723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.074094] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:35.101546] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:35.130093] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 20.7s | Global ETA: 14m 24s
[2025-11-27T20:13:35.130350] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:35.131149] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:35.131274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.136074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:35.137850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:35.138398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:35.138863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:35.160664] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 30.6s | Global ETA: 14m 24s
[2025-11-27T20:13:35.160941] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:35.161780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:35.161911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.166701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:35.167742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:35.170320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:35.210002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.216110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.312412] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:35.404543] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:35.477905] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:35.538835] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 23.3s | Global ETA: 14m 24s
[2025-11-27T20:13:35.539087] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:35.539873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:35.540009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.544876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:35.546653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:35.547229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:35.547875] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:35.548533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.570787] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:35.598273] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:35.638903] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.86% | Symbol ETA: 22.5s | Global ETA: 14m 25s
[2025-11-27T20:13:35.639178] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:35.640031] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:35.640156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.645118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:35.683322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:35.684154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.717784] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:35.777495] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 30.0s | Global ETA: 14m 25s
[2025-11-27T20:13:35.777774] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:35.778635] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:35.778763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:35.781223] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:35.783547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:35.784559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:35.787163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:35.833295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:35.837357] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 20.1s | Global ETA: 14m 25s
[2025-11-27T20:13:35.886021] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:36.004688] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.38%, Actual: 0.46%
[2025-11-27T20:13:36.017028] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:36.052500] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:36.113993] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 4.87% | Symbol ETA: 22.8s | Global ETA: 14m 25s
[2025-11-27T20:13:36.114250] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:36.115089] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:36.115233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:36.120162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:36.121990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:36.122518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:36.123790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:36.167405] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:36.172488] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.69%, Actual: 0.32%
[2025-11-27T20:13:36.186633] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:36.251969] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.73% | Symbol ETA: 21.9s | Global ETA: 14m 26s
[2025-11-27T20:13:36.252221] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:36.253038] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:36.253164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:36.257912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:36.296389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:36.297196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:36.339151] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:36.339132] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:13:36.400771] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 29.3s | Global ETA: 14m 26s
[2025-11-27T20:13:36.400934] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:36.401945] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:36.402078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:36.407030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:36.408073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:36.410649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:36.456752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:36.503480] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.94%
[2025-11-27T20:13:36.517439] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:36.648672] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:36.667515] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.07%
[2025-11-27T20:13:36.684951] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:36.745458] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 1.26% | Symbol ETA: 22.2s | Global ETA: 14m 26s
[2025-11-27T20:13:36.800124] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:36.814397] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:36.831377] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.08%
[2025-11-27T20:13:36.881044] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.65% | Symbol ETA: 21.3s | Global ETA: 14m 26s
[2025-11-27T20:13:36.912715] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.36%, Actual: 5.12%
[2025-11-27T20:13:36.972916] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:37.002955] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.18%
[2025-11-27T20:13:37.034587] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 28.7s | Global ETA: 14m 27s
[2025-11-27T20:13:37.034787] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:37.035562] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:37.035714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:37.040772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:37.041796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:37.044435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:37.054313] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.75%, Actual: 3.11%
[2025-11-27T20:13:37.083986] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.91%, Actual: 0.69%
[2025-11-27T20:13:37.090832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:37.169993] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.49%
[2025-11-27T20:13:37.220375] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -1.90%, Actual: 1.88%
[2025-11-27T20:13:37.250485] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 6.67%, Actual: 5.02%
[2025-11-27T20:13:37.338051] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.26%
[2025-11-27T20:13:37.387690] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.99%, Actual: 2.24%
[2025-11-27T20:13:37.416764] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.49%
[2025-11-27T20:13:37.429210] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:37.503526] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.37%
[2025-11-27T20:13:37.503923] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 52.3651%
[2025-11-27T20:13:37.504072] [INFO ] [main      ] FEMB: DISCARDED add_intraday_volatility_percentile (score: 52.37%)
[2025-11-27T20:13:37.504169] [INFO ] [main      ] FEMB: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:13:37.504260] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag']
[2025-11-27T20:13:37.504351] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:37.517695] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:37.518420] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:37.519392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:37.519515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:37.524408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:37.526231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:37.526787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:37.527254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:37.527950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:37.552240] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.29%, Actual: 1.37%
[2025-11-27T20:13:37.587005] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.97%, Actual: 0.58%
[2025-11-27T20:13:37.596978] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:37.655392] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 28.1s | Global ETA: 14m 28s
[2025-11-27T20:13:37.655673] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:37.656411] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:37.656539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:37.661436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:37.662475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:37.665014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:37.710304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:37.716814] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 10.22%, Actual: 3.23%
[2025-11-27T20:13:37.751549] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 1.85%
[2025-11-27T20:13:37.864289] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:37.884661] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.54%, Actual: 1.56%
[2025-11-27T20:13:37.919696] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 4.37%
[2025-11-27T20:13:38.029185] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:38.042994] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:38.051391] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 3.16%, Actual: 1.41%
[2025-11-27T20:13:38.085034] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 2.73%
[2025-11-27T20:13:38.087688] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 25.8s | Global ETA: 14m 28s
[2025-11-27T20:13:38.087839] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:38.088764] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:38.088884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:38.093554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:38.095330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:38.095870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:38.096308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:38.096962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:38.207429] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:38.218499] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.86%, Actual: 0.81%
[2025-11-27T20:13:38.250812] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 4.87%, Actual: 0.58%
[2025-11-27T20:13:38.267020] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.31% | Symbol ETA: 27.5s | Global ETA: 14m 29s
[2025-11-27T20:13:38.267285] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:38.268094] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:38.268246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:38.273128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:38.274247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:38.276757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:13:38.321818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:38.387339] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.73%, Actual: 1.30%
[2025-11-27T20:13:38.417105] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.82%
[2025-11-27T20:13:38.417438] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 31.6608%
[2025-11-27T20:13:38.417608] [INFO ] [main      ] ATHA: DISCARDED add_intraday_skewness_proxies (score: 31.66%)
[2025-11-27T20:13:38.417721] [INFO ] [main      ] ATHA: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:13:38.417823] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile']
[2025-11-27T20:13:38.417969] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:38.421809] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:38.430566] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:38.431129] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:38.432031] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:38.432162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:38.437026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:38.438863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:38.439404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:38.515556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:38.554555] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.65%, Actual: 1.93%
[2025-11-27T20:13:38.554924] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.2082%
[2025-11-27T20:13:38.555071] [INFO ] [main      ] COYA: DISCARDED add_last_hour_momentum_mag (score: 38.21%)
[2025-11-27T20:13:38.555173] [INFO ] [main      ] COYA: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:13:38.555264] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_late_day_volatility']
[2025-11-27T20:13:38.555358] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:38.567131] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:38.567651] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:38.568516] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:38.568659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:38.573480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:38.584700] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:38.612470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:38.614412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:38.641703] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 25.2s | Global ETA: 14m 29s
[2025-11-27T20:13:38.641835] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:38.642567] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:38.642664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:38.647389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:38.649166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:38.649783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:38.650225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:38.650895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:38.656950] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:38.829123] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:38.851335] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:38.889352] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.30% | Symbol ETA: 26.9s | Global ETA: 14m 30s
[2025-11-27T20:13:38.952214] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:38.976894] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:39.020795] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:39.063887] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.02%, Actual: 1.85%
[2025-11-27T20:13:39.082398] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 26.2s | Global ETA: 14m 30s
[2025-11-27T20:13:39.082685] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:39.083487] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:39.083632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.088455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:39.090320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:39.090923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:39.123357] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:39.140553] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:39.167661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.193656] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 23.2s | Global ETA: 14m 30s
[2025-11-27T20:13:39.193932] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:39.194742] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:39.194861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.197473] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 24.6s | Global ETA: 14m 30s
[2025-11-27T20:13:39.197760] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:39.198585] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:39.198704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.199777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:39.203398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:39.205157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:39.205698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:39.206139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:39.206804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.237136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:39.239167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.240177] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.35%, Actual: 8.44%
[2025-11-27T20:13:39.408004] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -1.02%, Actual: 1.25%
[2025-11-27T20:13:39.499343] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:39.531470] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:39.574753] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:39.577719] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 6.85%
[2025-11-27T20:13:39.666967] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:39.695140] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:39.728117] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.24% | Symbol ETA: 25.6s | Global ETA: 14m 31s
[2025-11-27T20:13:39.728407] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:39.729277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:39.729411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.734272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:39.736172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:39.736735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:39.744189] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:39.745662] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 6.22%
[2025-11-27T20:13:39.752061] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 24.1s | Global ETA: 14m 31s
[2025-11-27T20:13:39.752324] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:39.753090] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:39.753212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.758056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:39.759855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:39.760414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:39.760875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:39.761520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.813001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.814539] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -1.96% | Symbol ETA: 22.6s | Global ETA: 14m 31s
[2025-11-27T20:13:39.814815] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:39.815634] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:39.815762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:39.820698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:39.859058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:39.861332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:39.921527] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 2.95%
[2025-11-27T20:13:40.086264] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:40.093888] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.00%
[2025-11-27T20:13:40.146760] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:40.203357] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:40.246702] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:40.269775] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.63%
[2025-11-27T20:13:40.302763] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 23.5s | Global ETA: 14m 32s
[2025-11-27T20:13:40.303037] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:40.303838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:40.303964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:40.308640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:40.309887] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:40.310360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:40.310904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:40.311329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:40.311988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:40.368000] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:40.369910] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 1.62% | Symbol ETA: 24.9s | Global ETA: 14m 32s
[2025-11-27T20:13:40.370196] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:40.371018] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:40.371148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:40.375776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:40.377561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:40.378154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:40.440925] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.31%, Actual: 0.72%
[2025-11-27T20:13:40.446500] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.45% | Symbol ETA: 22.0s | Global ETA: 14m 32s
[2025-11-27T20:13:40.446922] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:40.447836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:40.447967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:40.450967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:40.453101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:40.492780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:40.495338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:40.608534] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.30%, Actual: 2.58%
[2025-11-27T20:13:40.608932] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.0386%
[2025-11-27T20:13:40.609099] [INFO ] [main      ] DIBS: DISCARDED add_gap_resolution_state (score: 34.04%)
[2025-11-27T20:13:40.609198] [INFO ] [main      ] DIBS: Testing feature 13/53: add_gaps
[2025-11-27T20:13:40.609287] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gaps']
[2025-11-27T20:13:40.609379] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:40.622100] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:40.622842] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:40.623763] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:40.623884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:40.628728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:40.629744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:40.632239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:40.633063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:40.638706] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:40.781481] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:40.803477] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:40.848685] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:40.861702] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 22.9s | Global ETA: 14m 32s
[2025-11-27T20:13:40.862005] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:40.862872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:40.862998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:40.868031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:40.869997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:40.870547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:40.871013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:40.871706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:40.947641] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:40.969298] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:41.009290] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 24.3s | Global ETA: 14m 33s
[2025-11-27T20:13:41.009620] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:41.010499] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:41.010651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.015798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:41.017878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:41.018490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:41.028009] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:41.094212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.100247] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.44% | Symbol ETA: 21.4s | Global ETA: 14m 33s
[2025-11-27T20:13:41.100692] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:41.101611] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:41.101741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.106694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:41.134839] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:41.147236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:41.149804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.196265] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 31.6s | Global ETA: 14m 33s
[2025-11-27T20:13:41.196536] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:41.197354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:41.197474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.198917] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:41.202307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:41.203298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:41.205914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:41.206778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.359336] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:41.414247] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 22.4s | Global ETA: 14m 33s
[2025-11-27T20:13:41.414401] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:41.415295] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:41.415372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.420069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:41.421832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:41.422305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:41.422763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:41.423410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.423445] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:41.489836] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:41.530982] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:41.588367] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:41.649612] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 23.6s | Global ETA: 14m 34s
[2025-11-27T20:13:41.649889] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:41.650719] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:41.650846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.655558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:41.657359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:41.657905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:41.660720] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:41.695408] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:41.731112] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.25% | Symbol ETA: 20.8s | Global ETA: 14m 34s
[2025-11-27T20:13:41.731508] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:41.732458] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:41.732591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.732443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.737667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:41.747427] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:41.756446] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 31.0s | Global ETA: 14m 34s
[2025-11-27T20:13:41.756714] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:41.757519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:41.757656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.762548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:41.763524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:41.766006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:41.766832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.775195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:41.777648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:41.912919] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:41.971108] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 21.8s | Global ETA: 14m 34s
[2025-11-27T20:13:41.971264] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:41.972147] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:41.972268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:41.977114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:41.978915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:41.979476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:41.979945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:41.980637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:42.071459] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:42.099829] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:42.130565] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:42.260740] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:42.274421] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:42.315341] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:42.325613] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.13% | Symbol ETA: 23.0s | Global ETA: 14m 35s
[2025-11-27T20:13:42.325880] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:42.326714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:42.326844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:42.332111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:42.331696] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:42.333864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:42.334540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:42.339779] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 30.4s | Global ETA: 14m 35s
[2025-11-27T20:13:42.339924] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:42.340730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:42.340800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:42.346479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:42.347543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:42.350185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:42.351430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:42.411632] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.83% | Symbol ETA: 20.2s | Global ETA: 14m 35s
[2025-11-27T20:13:42.411842] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:42.412774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:42.412861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:42.419029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:42.430334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:42.462111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:42.464750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:42.484989] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:42.541060] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 21.3s | Global ETA: 14m 35s
[2025-11-27T20:13:42.541336] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:42.542293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:42.542414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:42.547230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:42.549135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:42.549690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:42.550136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:42.550807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:42.727617] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:42.897875] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:42.920404] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:42.932004] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:42.940072] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:43.003077] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.34% | Symbol ETA: 30.0s | Global ETA: 14m 36s
[2025-11-27T20:13:43.003390] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:43.004447] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:43.004610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.010359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:43.011794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:43.014647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:43.015672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:43.133546] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:43.136465] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:43.160133] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:43.193974] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 20.7s | Global ETA: 14m 36s
[2025-11-27T20:13:43.222559] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.13% | Symbol ETA: 22.4s | Global ETA: 14m 36s
[2025-11-27T20:13:43.222896] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:43.224104] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:43.224270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.231664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:43.234452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:43.235314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:43.241718] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 19.6s | Global ETA: 14m 36s
[2025-11-27T20:13:43.241975] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:43.242841] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:43.242972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.247985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:43.298250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:43.301469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:43.321833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:43.374506] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.46%
[2025-11-27T20:13:43.504347] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:43.596765] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.67%, Actual: 0.32%
[2025-11-27T20:13:43.686402] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:43.688908] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:43.746099] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:43.751468] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 29.5s | Global ETA: 14m 37s
[2025-11-27T20:13:43.751701] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:43.752491] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:43.752630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.757393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:43.758407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:43.760862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:43.761697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:43.786730] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.35%
[2025-11-27T20:13:43.870983] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:43.915537] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:43.945294] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.56% | Symbol ETA: 19.0s | Global ETA: 14m 37s
[2025-11-27T20:13:43.945694] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:43.946677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:43.946811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.952087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:43.956445] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.94%
[2025-11-27T20:13:43.976720] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 21.8s | Global ETA: 14m 37s
[2025-11-27T20:13:43.977009] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:43.977851] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:43.977928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:43.982932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:43.984887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:43.985390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:43.992259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:43.994842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.061679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.093098] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:44.129088] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.07%
[2025-11-27T20:13:44.260715] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:44.299880] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:13:44.321039] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 28.9s | Global ETA: 14m 38s
[2025-11-27T20:13:44.321295] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:44.322111] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:44.322233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:44.327091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:44.328112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:44.330710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:44.331549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.349638] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:44.399774] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:44.472789] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.18%
[2025-11-27T20:13:44.532305] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:44.569389] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:44.602136] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.38% | Symbol ETA: 18.3s | Global ETA: 14m 38s
[2025-11-27T20:13:44.602565] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:44.603473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:44.603635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:44.608625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:44.630392] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.81% | Symbol ETA: 21.1s | Global ETA: 14m 38s
[2025-11-27T20:13:44.630690] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:44.631511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:44.631656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:44.636439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:44.638265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:44.638845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:44.638775] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.49%
[2025-11-27T20:13:44.647567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:44.650118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.667187] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:44.714177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.812501] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.26%
[2025-11-27T20:13:44.834316] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:44.893036] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 28.2s | Global ETA: 14m 39s
[2025-11-27T20:13:44.893277] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:44.894076] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:44.894197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:44.898917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:44.899915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:44.902393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:44.903230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:44.976622] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.37%
[2025-11-27T20:13:44.976929] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 41.8291%
[2025-11-27T20:13:44.977081] [INFO ] [main      ] FEMB: DISCARDED add_last_hour_momentum_mag (score: 41.83%)
[2025-11-27T20:13:44.977179] [INFO ] [main      ] FEMB: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:13:44.977267] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility']
[2025-11-27T20:13:44.977359] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:44.989832] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:44.990505] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:44.991435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:44.991556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:44.993592] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:44.996319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:44.998169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:44.998722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:44.999173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:45.000936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:45.068366] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:45.168150] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:45.233333] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:45.237004] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:45.238780] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 4.42% | Symbol ETA: 17.6s | Global ETA: 14m 39s
[2025-11-27T20:13:45.293155] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 1.61% | Symbol ETA: 20.4s | Global ETA: 14m 39s
[2025-11-27T20:13:45.331619] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:45.402596] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:45.414663] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.78%, Actual: 3.11%
[2025-11-27T20:13:45.459297] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.88%, Actual: 5.12%
[2025-11-27T20:13:45.462243] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 27.6s | Global ETA: 14m 39s
[2025-11-27T20:13:45.462505] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:45.463314] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:45.463438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:45.468197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:45.469224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:45.471727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:45.472540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:45.505934] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:45.567061] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 22.0s | Global ETA: 14m 40s
[2025-11-27T20:13:45.567217] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:45.568316] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:45.568447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:45.573400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:45.575375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:45.575973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:45.576454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:45.578347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:45.589705] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -1.96%, Actual: 1.88%
[2025-11-27T20:13:45.623824] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.24%, Actual: 0.69%
[2025-11-27T20:13:45.761734] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.45%, Actual: 2.24%
[2025-11-27T20:13:45.790026] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 1.62%, Actual: 5.02%
[2025-11-27T20:13:45.810852] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:45.922842] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:45.932623] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.44%, Actual: 1.37%
[2025-11-27T20:13:45.955919] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.49%
[2025-11-27T20:13:45.976132] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:46.034903] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.41% | Symbol ETA: 27.0s | Global ETA: 14m 40s
[2025-11-27T20:13:46.035177] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:46.035984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:46.036126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:46.040913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:46.041876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:46.044365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:13:46.045203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:46.096805] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:46.103459] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.25%, Actual: 3.23%
[2025-11-27T20:13:46.121221] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 0.58%
[2025-11-27T20:13:46.155870] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 21.5s | Global ETA: 14m 40s
[2025-11-27T20:13:46.156034] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:46.157019] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:46.157146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:46.162118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:46.164107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:46.164686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:46.165184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:46.167036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:46.275738] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.83%, Actual: 1.56%
[2025-11-27T20:13:46.287912] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.13%, Actual: 1.85%
[2025-11-27T20:13:46.373775] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:46.450663] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.49%, Actual: 1.41%
[2025-11-27T20:13:46.451234] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.13%, Actual: 4.37%
[2025-11-27T20:13:46.520336] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:46.537962] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:46.595962] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.55% | Symbol ETA: 26.4s | Global ETA: 14m 41s
[2025-11-27T20:13:46.618289] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 2.73%
[2025-11-27T20:13:46.620466] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 0.81%
[2025-11-27T20:13:46.686019] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:46.742640] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 20.9s | Global ETA: 14m 41s
[2025-11-27T20:13:46.742898] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:46.743710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:46.743829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:46.748604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:46.750315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:46.750853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:46.751356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:46.753544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:46.760976] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.23%, Actual: 1.85%
[2025-11-27T20:13:46.781393] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.81%, Actual: 0.58%
[2025-11-27T20:13:46.793970] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.38%, Actual: 1.30%
[2025-11-27T20:13:46.929046] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.28%, Actual: 8.44%
[2025-11-27T20:13:46.949843] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.82%
[2025-11-27T20:13:46.950158] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 36.5320%
[2025-11-27T20:13:46.950268] [INFO ] [main      ] ATHA: DISCARDED add_intraday_volatility_percentile (score: 36.53%)
[2025-11-27T20:13:46.950376] [INFO ] [main      ] ATHA: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:13:46.950475] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag']
[2025-11-27T20:13:46.950588] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:46.963063] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:46.964034] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:46.964990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:46.965117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:46.969916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:46.971756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:46.972329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:46.973211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:46.973533] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 4.42%, Actual: 1.93%
[2025-11-27T20:13:46.973953] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 43.7899%
[2025-11-27T20:13:46.974153] [INFO ] [main      ] COYA: DISCARDED add_late_day_volatility (score: 43.79%)
[2025-11-27T20:13:46.974270] [INFO ] [main      ] COYA: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:13:46.974374] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_late_hour_microstructure']
[2025-11-27T20:13:46.974485] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:46.988849] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:46.989709] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:46.990772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:46.990913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:46.995858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:47.036060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:47.039496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:47.085045] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:47.096350] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.67%, Actual: 1.25%
[2025-11-27T20:13:47.250856] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:47.261229] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 6.85%
[2025-11-27T20:13:47.304976] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:47.307735] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 20.3s | Global ETA: 14m 42s
[2025-11-27T20:13:47.308008] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:47.308819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:47.308940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:47.313633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:47.315403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:47.315949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:47.316392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:47.318166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:47.404066] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:47.426204] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 6.22%
[2025-11-27T20:13:47.470168] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:47.531266] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 26.1s | Global ETA: 14m 42s
[2025-11-27T20:13:47.531605] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:47.532505] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:47.532603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:47.537494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:47.539315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:47.539809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:47.540494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:47.590701] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 2.95%
[2025-11-27T20:13:47.590789] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:47.646100] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:47.669543] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 23.4s | Global ETA: 14m 43s
[2025-11-27T20:13:47.669980] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:47.670962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:47.671096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:47.676470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:47.718438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:47.722133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:47.756166] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.00%
[2025-11-27T20:13:47.810971] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:47.867330] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 19.7s | Global ETA: 14m 43s
[2025-11-27T20:13:47.867608] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:47.868433] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:47.868555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:47.871611] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:47.873280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:47.875067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:47.875616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:47.876065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:47.877864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:47.921346] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.20%, Actual: 0.63%
[2025-11-27T20:13:48.038954] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:48.072979] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:48.086508] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.41%, Actual: 0.72%
[2025-11-27T20:13:48.100069] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.60% | Symbol ETA: 25.6s | Global ETA: 14m 43s
[2025-11-27T20:13:48.100343] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:48.101194] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:48.101327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.106243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:48.108188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:48.108784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:48.109498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.202509] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:48.250848] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.55%, Actual: 2.58%
[2025-11-27T20:13:48.251186] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.5851%
[2025-11-27T20:13:48.251517] [INFO ] [main      ] DIBS: DISCARDED add_gaps (score: 33.59%)
[2025-11-27T20:13:48.251630] [INFO ] [main      ] DIBS: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:13:48.251724] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_skewness_proxies']
[2025-11-27T20:13:48.251816] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:48.252459] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:48.265461] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:48.266078] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:48.266987] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:48.267111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.271884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:48.272881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:48.275332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:48.276570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.330218] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 22.7s | Global ETA: 14m 44s
[2025-11-27T20:13:48.330636] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:48.331509] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:48.331662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.336872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:48.365237] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:48.377298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:48.380868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.421078] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 19.1s | Global ETA: 14m 44s
[2025-11-27T20:13:48.421367] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:48.422195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:48.422318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.426990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:48.428783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:48.429319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:48.431254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:48.433089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.451773] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:48.606843] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:48.620047] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:48.685769] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.41% | Symbol ETA: 25.1s | Global ETA: 14m 44s
[2025-11-27T20:13:48.686035] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:48.686872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:48.686948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.691710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:48.693484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:48.693970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:48.694666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.732923] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:48.763898] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:48.773627] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:48.834979] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 28.0s | Global ETA: 14m 44s
[2025-11-27T20:13:48.835249] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:48.836062] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:48.836208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.841270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:48.842303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:48.844889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:48.846220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:48.909246] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:48.930025] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:48.985712] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 22.0s | Global ETA: 14m 45s
[2025-11-27T20:13:48.985942] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:48.985917] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 18.5s | Global ETA: 14m 45s
[2025-11-27T20:13:48.986064] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:48.986822] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:48.986815] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:48.986892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.986907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:48.991560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:48.991875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:48.993253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:48.993739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:48.994118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:48.995862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.023791] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:49.033869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:49.037921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.178150] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:49.189278] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:49.250668] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.34% | Symbol ETA: 24.5s | Global ETA: 14m 45s
[2025-11-27T20:13:49.250932] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:49.251767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:49.251894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.256593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:49.258367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:49.258912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:49.259598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.321889] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:49.344862] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:49.405832] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 27.5s | Global ETA: 14m 45s
[2025-11-27T20:13:49.406093] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:49.406902] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:49.407023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.411874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:49.412848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:49.413404] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:49.415371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:49.416724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.483826] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:49.539171] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 18.0s | Global ETA: 14m 45s
[2025-11-27T20:13:49.539439] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:49.540259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:49.540381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.545039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:49.546806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:49.547335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:49.547794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:49.549568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.586210] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:49.591230] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:49.657563] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.74% | Symbol ETA: 21.3s | Global ETA: 14m 46s
[2025-11-27T20:13:49.657874] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:49.658696] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:49.658824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.663688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:49.700915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:49.704063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.749805] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:49.759929] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:49.821808] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -6.19% | Symbol ETA: 23.9s | Global ETA: 14m 46s
[2025-11-27T20:13:49.822062] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:49.822882] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:49.823010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.827729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:49.829503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:49.830047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:49.830751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:49.874499] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:49.916772] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:49.976817] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 26.9s | Global ETA: 14m 46s
[2025-11-27T20:13:49.977096] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:49.977927] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:49.978048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:49.982888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:49.983927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:49.986449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:49.987726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.031816] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:50.036602] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:50.091816] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 17.4s | Global ETA: 14m 46s
[2025-11-27T20:13:50.092085] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:50.092902] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:50.093020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.097715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:50.099489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:50.099990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:50.100430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:50.102210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.173301] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:50.194616] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:50.262685] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.53% | Symbol ETA: 20.6s | Global ETA: 14m 47s
[2025-11-27T20:13:50.262966] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:50.263797] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:50.263923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.268644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:50.306156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:50.308838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.322438] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:50.337589] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:50.398419] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 23.3s | Global ETA: 14m 47s
[2025-11-27T20:13:50.398699] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:50.399516] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:50.399657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.404316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:50.406023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:50.406553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:50.407293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.426419] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:50.489825] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:50.550684] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 26.4s | Global ETA: 14m 47s
[2025-11-27T20:13:50.550946] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:50.551826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:50.551949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.556920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:50.558016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:50.560625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:50.561892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.591619] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:50.638098] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:50.647953] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 16.8s | Global ETA: 14m 47s
[2025-11-27T20:13:50.742670] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:50.809673] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:50.814798] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.46%
[2025-11-27T20:13:50.880696] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.75% | Symbol ETA: 19.9s | Global ETA: 14m 47s
[2025-11-27T20:13:50.880959] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:50.881767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:50.881884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.886639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:50.894327] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:50.910602] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:50.924083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:50.926754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:50.971610] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 22.8s | Global ETA: 14m 48s
[2025-11-27T20:13:50.971767] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:50.972540] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:50.972633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:50.977954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:50.980173] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.66%, Actual: 0.32%
[2025-11-27T20:13:50.980421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:50.981032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:50.981709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:51.058151] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:51.118036] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 25.8s | Global ETA: 14m 48s
[2025-11-27T20:13:51.118352] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:51.119170] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:51.119302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:51.123990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:51.124975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:51.127421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:51.128695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:51.161150] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.35%
[2025-11-27T20:13:51.250899] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:51.325285] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 0.94%
[2025-11-27T20:13:51.331847] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:51.416406] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:51.459760] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:51.486620] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 19.3s | Global ETA: 14m 48s
[2025-11-27T20:13:51.486898] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:51.487713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:51.487833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:51.491346] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.07%
[2025-11-27T20:13:51.492621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:51.497189] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:51.529957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:51.532861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:51.557884] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 3.86% | Symbol ETA: 22.2s | Global ETA: 14m 49s
[2025-11-27T20:13:51.558028] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:51.558810] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:51.558877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:51.563726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:51.565486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:51.565975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:51.566647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:51.631313] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:51.658525] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.08%
[2025-11-27T20:13:51.696012] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 25.2s | Global ETA: 14m 49s
[2025-11-27T20:13:51.696408] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:51.697306] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:51.697443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:51.702298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:51.703327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:51.705805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:51.707069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:51.825369] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.18%
[2025-11-27T20:13:51.864854] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:51.897139] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:51.990955] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:13:52.031670] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:52.060979] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:13:52.065968] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:52.098407] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.96% | Symbol ETA: 18.6s | Global ETA: 14m 49s
[2025-11-27T20:13:52.098691] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:52.099515] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:52.099653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.104440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:52.127640] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.18% | Symbol ETA: 21.6s | Global ETA: 14m 49s
[2025-11-27T20:13:52.127877] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:52.128737] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:52.128865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.133559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:52.135319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:52.135866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:13:52.136545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.142537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:52.145740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.157025] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.26%
[2025-11-27T20:13:52.237997] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:52.304592] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 24.7s | Global ETA: 14m 50s
[2025-11-27T20:13:52.304792] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:13:52.305636] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:52.305760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.310781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:52.311872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:52.314537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:52.315756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.321589] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.37%
[2025-11-27T20:13:52.321881] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.2216%
[2025-11-27T20:13:52.322034] [INFO ] [main      ] FEMB: DISCARDED add_late_day_volatility (score: 50.22%)
[2025-11-27T20:13:52.322144] [INFO ] [main      ] FEMB: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:13:52.322244] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure']
[2025-11-27T20:13:52.322347] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:52.336160] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:52.336954] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:52.337968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:52.338088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.343152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:52.345177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:52.345777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:52.346231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:52.348937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.466312] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:52.473129] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:13:52.629072] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:52.637943] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:52.681779] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:13:52.681998] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:13:52.689154] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 21.0s | Global ETA: 14m 50s
[2025-11-27T20:13:52.704541] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 18.0s | Global ETA: 14m 50s
[2025-11-27T20:13:52.704698] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:13:52.705429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:52.705491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.710107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:52.746090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:52.748709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.847861] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:52.866864] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:52.873855] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 5.12%
[2025-11-27T20:13:52.906945] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 20.2s | Global ETA: 14m 51s
[2025-11-27T20:13:52.907081] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:13:52.907865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:52.907931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.912658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:52.914355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:52.914910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:52.915298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:52.917849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:52.933554] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 24.1s | Global ETA: 14m 51s
[2025-11-27T20:13:52.933782] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:13:52.934643] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:52.934719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:52.939929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:52.941279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:52.944060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:52.945610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:53.036201] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.60%, Actual: 0.69%
[2025-11-27T20:13:53.078212] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:13:53.198757] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.41%, Actual: 5.02%
[2025-11-27T20:13:53.241796] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:53.254611] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:13:53.304406] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:13:53.307292] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 2.75% | Symbol ETA: 17.3s | Global ETA: 14m 51s
[2025-11-27T20:13:53.361006] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 0.49%
[2025-11-27T20:13:53.422957] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:53.471159] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.56%, Actual: 3.11%
[2025-11-27T20:13:53.481269] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:53.482096] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 19.7s | Global ETA: 14m 51s
[2025-11-27T20:13:53.482378] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:13:53.483199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:53.483322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:53.488485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:53.490390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:53.490957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:53.491413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:53.494072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:53.525108] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -6.19%, Actual: 0.58%
[2025-11-27T20:13:53.551589] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.88% | Symbol ETA: 23.5s | Global ETA: 14m 52s
[2025-11-27T20:13:53.552020] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:13:53.553218] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:53.553361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:53.558850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:53.559994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:53.562875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:13:53.564378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:53.635449] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.00%, Actual: 1.88%
[2025-11-27T20:13:53.688360] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 1.85%
[2025-11-27T20:13:53.798718] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 2.24%
[2025-11-27T20:13:53.827981] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:13:53.851116] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 4.37%
[2025-11-27T20:13:53.914552] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:13:53.962000] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.74%, Actual: 1.37%
[2025-11-27T20:13:53.992745] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:54.013672] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 3.86%, Actual: 2.73%
[2025-11-27T20:13:54.050870] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 19.1s | Global ETA: 14m 52s
[2025-11-27T20:13:54.051154] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:13:54.051980] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:54.052098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:54.057916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:54.060545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:54.061368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:54.061998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:54.065694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:54.094092] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:54.125802] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.53%, Actual: 3.23%
[2025-11-27T20:13:54.162644] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.86% | Symbol ETA: 22.9s | Global ETA: 14m 52s
[2025-11-27T20:13:54.176039] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.18%, Actual: 0.58%
[2025-11-27T20:13:54.289155] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.75%, Actual: 1.56%
[2025-11-27T20:13:54.339615] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.20%, Actual: 0.82%
[2025-11-27T20:13:54.339898] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 32.5717%
[2025-11-27T20:13:54.340058] [INFO ] [main      ] ATHA: DISCARDED add_last_hour_momentum_mag (score: 32.57%)
[2025-11-27T20:13:54.340165] [INFO ] [main      ] ATHA: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:13:54.340280] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_day_volatility']
[2025-11-27T20:13:54.340400] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:13:54.342101] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.79%, Actual: 1.85%
[2025-11-27T20:13:54.352845] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:54.353406] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:13:54.354326] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:54.354456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:54.359204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:54.361042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:54.361606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:54.363394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:54.406881] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:13:54.452953] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 1.41%
[2025-11-27T20:13:54.507989] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.72%, Actual: 8.44%
[2025-11-27T20:13:54.573902] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:54.615481] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.96%, Actual: 0.81%
[2025-11-27T20:13:54.632425] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 18.6s | Global ETA: 14m 53s
[2025-11-27T20:13:54.632699] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:13:54.633489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:54.633624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:54.638350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:54.640147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:54.640725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:54.641173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:54.643779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:54.674830] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.40%, Actual: 1.25%
[2025-11-27T20:13:54.689606] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:13:54.779373] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 1.30%
[2025-11-27T20:13:54.847188] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 6.85%
[2025-11-27T20:13:54.855729] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:54.916585] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.21% | Symbol ETA: 21.7s | Global ETA: 14m 54s
[2025-11-27T20:13:54.916837] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:13:54.917665] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:54.917790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:54.922453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:54.924213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:54.924766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:54.926542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:54.943627] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 1.93%
[2025-11-27T20:13:54.943958] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.3891%
[2025-11-27T20:13:54.944063] [INFO ] [main      ] COYA: DISCARDED add_late_hour_microstructure (score: 42.39%)
[2025-11-27T20:13:54.944164] [INFO ] [main      ] COYA: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:13:54.944254] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_late_session_pressure']
[2025-11-27T20:13:54.944348] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:13:54.955957] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:54.956621] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:13:54.957511] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:54.957662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:54.962393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:54.979076] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:13:54.999807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:55.000898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.020316] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 6.22%
[2025-11-27T20:13:55.144718] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:55.189058] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.75%, Actual: 2.95%
[2025-11-27T20:13:55.203722] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 18.0s | Global ETA: 14m 54s
[2025-11-27T20:13:55.204030] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:13:55.204909] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:55.205040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:55.209876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:55.211725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:55.212294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:55.212761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:55.215446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.254023] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:13:55.328060] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:13:55.358646] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 1.00%
[2025-11-27T20:13:55.417802] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:55.479440] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.55% | Symbol ETA: 21.1s | Global ETA: 14m 54s
[2025-11-27T20:13:55.479720] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:13:55.480591] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:55.480719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:55.485422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:55.487210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:55.487767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:55.489592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.492007] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:55.532396] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 0.63%
[2025-11-27T20:13:55.548248] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:13:55.560714] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 20.5s | Global ETA: 14m 55s
[2025-11-27T20:13:55.560965] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:13:55.561801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:55.561920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:55.566644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:55.603802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:55.604924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.700606] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.88%, Actual: 0.72%
[2025-11-27T20:13:55.712683] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:55.770767] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 17.4s | Global ETA: 14m 55s
[2025-11-27T20:13:55.771042] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:13:55.771861] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:55.771981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:55.776690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:55.778492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:55.779039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:55.779518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:55.782111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.814852] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:13:55.869529] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.86%, Actual: 2.58%
[2025-11-27T20:13:55.870030] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.7736%
[2025-11-27T20:13:55.870198] [INFO ] [main      ] DIBS: DISCARDED add_intraday_skewness_proxies (score: 34.77%)
[2025-11-27T20:13:55.870309] [INFO ] [main      ] DIBS: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:13:55.870408] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_volatility_percentile']
[2025-11-27T20:13:55.870510] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:13:55.885357] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:55.886364] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:13:55.887386] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:55.887517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:55.892430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:55.893498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:55.895993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:55.930445] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:13:55.968889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:55.981829] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:56.043719] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 7.16% | Symbol ETA: 20.6s | Global ETA: 14m 55s
[2025-11-27T20:13:56.043979] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:13:56.044796] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:56.044925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.049631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:56.051381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:56.051929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:56.053759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.093498] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:56.116183] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:13:56.162707] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.19% | Symbol ETA: 19.9s | Global ETA: 14m 55s
[2025-11-27T20:13:56.163012] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:13:56.163834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:56.163967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.168709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:56.206276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:56.207401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.279987] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:56.311160] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:13:56.338301] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 16.8s | Global ETA: 14m 56s
[2025-11-27T20:13:56.338601] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:13:56.339435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:56.339557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.344286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:56.346066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:56.346633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:56.347078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:56.349676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.377646] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:13:56.492151] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:13:56.536240] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:13:56.543894] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:56.560076] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 26.7s | Global ETA: 14m 56s
[2025-11-27T20:13:56.560463] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:13:56.561348] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:56.561479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.566559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:56.567648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:56.570198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:56.607394] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -4.92% | Symbol ETA: 20.0s | Global ETA: 14m 56s
[2025-11-27T20:13:56.607761] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:13:56.608674] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:56.608827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.614317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:56.616361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:56.616955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:56.618877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.642959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.677346] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:13:56.701091] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:56.770455] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.83% | Symbol ETA: 19.3s | Global ETA: 14m 56s
[2025-11-27T20:13:56.770744] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:13:56.771532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:56.771687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.776302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:56.812994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:56.814070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.840189] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:56.898514] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 16.3s | Global ETA: 14m 57s
[2025-11-27T20:13:56.898808] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:13:56.899644] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:56.899764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:56.904459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:56.906200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:56.906758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:56.907202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:56.909853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:56.949827] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:13:56.983527] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:13:57.114094] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:57.144528] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:13:57.162820] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:13:57.174901] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.71% | Symbol ETA: 19.4s | Global ETA: 14m 57s
[2025-11-27T20:13:57.175209] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:13:57.176051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:57.176181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.180926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:57.182715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:57.183249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:57.185067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:57.226446] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 26.0s | Global ETA: 14m 57s
[2025-11-27T20:13:57.226869] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:13:57.228081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:57.228262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.234426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:57.236045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:57.237841] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:13:57.239081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:57.311924] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:57.315262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:57.390363] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.86% | Symbol ETA: 18.7s | Global ETA: 14m 57s
[2025-11-27T20:13:57.390706] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:13:57.391763] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:57.391922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.398451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:57.400210] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:57.438808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:57.440252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:57.457472] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 15.7s | Global ETA: 14m 57s
[2025-11-27T20:13:57.457749] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:13:57.458613] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:57.458732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.463976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:57.465839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:57.466387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:57.466851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:13:57.469448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:57.517456] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:13:57.673588] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:13:57.697026] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:57.756823] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 18.9s | Global ETA: 14m 58s
[2025-11-27T20:13:57.757092] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:13:57.757912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:57.758039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.762843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:57.764608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:57.765145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:57.766925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:57.774461] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:13:57.797684] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:13:57.860686] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:13:57.923077] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 25.4s | Global ETA: 14m 58s
[2025-11-27T20:13:57.923358] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:13:57.924192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:57.924321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:57.929083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:57.930041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:57.932488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:57.941493] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:57.962873] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:13:58.004837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:58.012157] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.02% | Symbol ETA: 18.1s | Global ETA: 14m 58s
[2025-11-27T20:13:58.012428] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:13:58.013412] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:58.013564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:58.018595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:58.020669] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 15.1s | Global ETA: 14m 58s
[2025-11-27T20:13:58.056919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:58.058268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:58.096888] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:13:58.185465] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.32%, Actual: 0.46%
[2025-11-27T20:13:58.262620] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:58.323407] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.12% | Symbol ETA: 18.3s | Global ETA: 14m 59s
[2025-11-27T20:13:58.323665] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:13:58.324478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:58.324622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:58.329359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:58.331144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:58.331698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:58.333534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:58.349979] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.89%, Actual: 0.32%
[2025-11-27T20:13:58.385345] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:13:58.395175] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:13:58.514196] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.44%, Actual: 0.35%
[2025-11-27T20:13:58.566943] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:58.571228] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:13:58.632011] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 24.8s | Global ETA: 14m 59s
[2025-11-27T20:13:58.632272] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:13:58.633116] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:58.633246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:58.636901] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 17.5s | Global ETA: 14m 59s
[2025-11-27T20:13:58.637143] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:13:58.637953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:58.638073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:58.638219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:58.639253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:58.641803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:58.642730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:58.678752] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.94%
[2025-11-27T20:13:58.679384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:58.680063] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:13:58.680489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:58.715536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:58.843261] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.07%
[2025-11-27T20:13:58.858336] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:58.921917] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 17.8s | Global ETA: 14m 60s
[2025-11-27T20:13:58.922079] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:13:58.923084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:58.923223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:58.928570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:58.930753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:58.931335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:58.933272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.008624] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 0.08%
[2025-11-27T20:13:59.009132] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:13:59.050717] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:13:59.173889] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:13:59.176459] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.18%
[2025-11-27T20:13:59.217067] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:13:59.244674] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 16.9s | Global ETA: 15m 0s
[2025-11-27T20:13:59.244944] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:13:59.245753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:59.245873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.250633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:59.279356] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 24.1s | Global ETA: 15m 0s
[2025-11-27T20:13:59.279835] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:13:59.281102] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:59.281252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.287280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:59.287368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:59.287213] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:13:59.288640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.288836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:59.292154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:13:59.340271] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.49%
[2025-11-27T20:13:59.371914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.463045] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:13:59.515643] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.26%
[2025-11-27T20:13:59.524916] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 4.15% | Symbol ETA: 17.2s | Global ETA: 15m 0s
[2025-11-27T20:13:59.525156] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:13:59.525972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:59.526101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.530926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:59.532694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:13:59.533163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:13:59.535012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.615942] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:13:59.683188] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 0.37%
[2025-11-27T20:13:59.683524] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 55.0541%
[2025-11-27T20:13:59.683696] [INFO ] [main      ] FEMB: DISCARDED add_late_hour_microstructure (score: 55.05%)
[2025-11-27T20:13:59.683798] [INFO ] [main      ] FEMB: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:13:59.683886] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure']
[2025-11-27T20:13:59.683977] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:13:59.696259] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:13:59.696756] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:13:59.697678] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:13:59.697756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.702549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:13:59.704309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:13:59.704862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:13:59.705377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:59.706411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.728307] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:13:59.782726] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:13:59.852380] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 16.3s | Global ETA: 15m 1s
[2025-11-27T20:13:59.852642] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:13:59.853432] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:13:59.853562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.858428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:13:59.873979] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:13:59.895195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:13:59.896298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:13:59.908917] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:13:59.983834] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 23.4s | Global ETA: 15m 1s
[2025-11-27T20:13:59.984285] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:13:59.985522] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:13:59.985704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:13:59.991488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:13:59.992559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:13:59.995105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:14:00.045936] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:00.060323] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:00.069417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:00.110021] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.94% | Symbol ETA: 16.6s | Global ETA: 15m 1s
[2025-11-27T20:14:00.226617] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:00.242821] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:00.299764] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.21%, Actual: 5.12%
[2025-11-27T20:14:00.315669] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 19.5s | Global ETA: 15m 2s
[2025-11-27T20:14:00.315900] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:00.316779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:00.316898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:00.322318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:00.324275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:00.324819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:00.325210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:00.326192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:00.395041] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:00.477842] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.55%, Actual: 0.69%
[2025-11-27T20:14:00.492717] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.14% | Symbol ETA: 15.7s | Global ETA: 15m 2s
[2025-11-27T20:14:00.492851] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:00.493608] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:00.493673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:00.501300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:00.580873] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:00.578350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:00.582826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:00.741126] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:00.748253] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 7.16%, Actual: 5.02%
[2025-11-27T20:14:00.798614] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:00.896810] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 22.8s | Global ETA: 15m 3s
[2025-11-27T20:14:00.896948] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:00.897738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:00.898621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:00.909014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:00.910196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:00.910227] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:00.915825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:14:00.951597] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -4.92%, Actual: 0.49%
[2025-11-27T20:14:00.968505] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 19.0s | Global ETA: 15m 3s
[2025-11-27T20:14:00.968659] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:00.969393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:00.969477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:00.974111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:00.975808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:00.976287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:00.976687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:00.977716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:01.064672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:01.121330] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.71%, Actual: 0.58%
[2025-11-27T20:14:01.140099] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:01.296563] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.85%
[2025-11-27T20:14:01.369179] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:01.441279] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:01.450476] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:01.476361] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.12%, Actual: 4.37%
[2025-11-27T20:14:01.511153] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.52% | Symbol ETA: 15.1s | Global ETA: 15m 3s
[2025-11-27T20:14:01.552349] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:01.617051] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 18.4s | Global ETA: 15m 4s
[2025-11-27T20:14:01.617328] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:01.618229] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:01.618362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:01.623512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:01.625638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:01.626336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:01.626839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:01.626887] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:01.628097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:01.649014] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.96%, Actual: 2.73%
[2025-11-27T20:14:01.682525] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.49%, Actual: 3.11%
[2025-11-27T20:14:01.686659] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 22.1s | Global ETA: 15m 4s
[2025-11-27T20:14:01.686901] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:01.687685] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:01.687805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:01.692651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:01.693664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:01.696201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:14:01.771640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:01.852274] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.19%, Actual: 1.88%
[2025-11-27T20:14:01.872795] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 4.15%, Actual: 0.58%
[2025-11-27T20:14:01.974784] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:02.021205] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.83%, Actual: 2.24%
[2025-11-27T20:14:02.067026] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.94%, Actual: 0.82%
[2025-11-27T20:14:02.067362] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 33.6271%
[2025-11-27T20:14:02.067522] [INFO ] [main      ] ATHA: DISCARDED add_late_day_volatility (score: 33.63%)
[2025-11-27T20:14:02.067593] [INFO ] [main      ] ATHA: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:14:02.067695] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_hour_microstructure']
[2025-11-27T20:14:02.067797] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:02.080066] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:02.080608] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:02.081490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:02.081632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:02.086409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:02.088304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:02.088877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:02.091551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:02.122837] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:02.142515] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:02.192169] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.86%, Actual: 1.37%
[2025-11-27T20:14:02.202206] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 17.7s | Global ETA: 15m 4s
[2025-11-27T20:14:02.202371] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:02.203415] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:02.203555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:02.208904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:02.210842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:02.211409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:02.211912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:02.213035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:02.289058] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:02.348272] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.71% | Symbol ETA: 21.4s | Global ETA: 15m 5s
[2025-11-27T20:14:02.348539] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:02.349394] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:02.349515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:02.354260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:02.355235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:02.356623] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.02%, Actual: 3.23%
[2025-11-27T20:14:02.357686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:14:02.421453] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:02.429363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:02.521532] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.56%
[2025-11-27T20:14:02.549632] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:02.587200] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:02.650449] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 21.0s | Global ETA: 15m 5s
[2025-11-27T20:14:02.650725] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:02.651550] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:02.651694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:02.656515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:02.658397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:02.658962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:02.661637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:02.690116] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 1.41%
[2025-11-27T20:14:02.715862] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:02.773692] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 17.0s | Global ETA: 15m 5s
[2025-11-27T20:14:02.773968] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:02.774835] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:02.774964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:02.780089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:02.782225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:02.782846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:02.783287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:02.784390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:02.823711] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:02.854728] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 0.81%
[2025-11-27T20:14:02.992447] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:02.992904] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:03.024852] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.14%, Actual: 1.30%
[2025-11-27T20:14:03.052024] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.78% | Symbol ETA: 20.7s | Global ETA: 15m 6s
[2025-11-27T20:14:03.131200] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:03.158829] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:03.189126] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.52%, Actual: 1.93%
[2025-11-27T20:14:03.189437] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 40.1761%
[2025-11-27T20:14:03.189615] [INFO ] [main      ] COYA: DISCARDED add_late_session_pressure (score: 40.18%)
[2025-11-27T20:14:03.189716] [INFO ] [main      ] COYA: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:14:03.189802] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_micro_gap_fill_velocity']
[2025-11-27T20:14:03.189891] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:03.201531] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:03.202018] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:03.202894] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:03.203012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.207781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:03.220650] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -3.90% | Symbol ETA: 20.5s | Global ETA: 15m 6s
[2025-11-27T20:14:03.220919] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:03.221050] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.22%, Actual: 1.85%
[2025-11-27T20:14:03.221803] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:03.221927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.226657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:03.228449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:03.228998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:03.231655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:03.246179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:03.248271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:03.299487] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:03.356919] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 16.3s | Global ETA: 15m 6s
[2025-11-27T20:14:03.357194] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:03.358019] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:03.358171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.363117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:03.364945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:03.365505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:03.365987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:03.367057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:03.388461] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.45%, Actual: 8.44%
[2025-11-27T20:14:03.555517] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 1.25%
[2025-11-27T20:14:03.558592] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:03.572828] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:03.704079] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:03.721702] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 6.85%
[2025-11-27T20:14:03.723836] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:03.737870] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:03.785560] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.77% | Symbol ETA: 19.9s | Global ETA: 15m 7s
[2025-11-27T20:14:03.785840] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:03.786658] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:03.786784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.791592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:03.793376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:03.793927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:03.796480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:03.812050] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 19.8s | Global ETA: 15m 7s
[2025-11-27T20:14:03.812210] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:03.812976] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:03.813168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.817922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:03.855559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:03.857960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:03.874243] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:03.889045] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 6.22%
[2025-11-27T20:14:03.934170] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 15.7s | Global ETA: 15m 7s
[2025-11-27T20:14:03.934434] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:03.935287] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:03.935423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:03.940431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:03.942340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:03.942926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:03.943400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:03.944467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.056993] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 2.95%
[2025-11-27T20:14:04.126402] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:04.188848] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:04.223730] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.00%
[2025-11-27T20:14:04.282637] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:04.290489] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:04.352741] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.66% | Symbol ETA: 19.3s | Global ETA: 15m 8s
[2025-11-27T20:14:04.352987] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:04.353797] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:04.353925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:04.353997] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:04.358667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:04.360455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:04.361038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:04.363674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.392193] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.63%
[2025-11-27T20:14:04.427117] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 19.2s | Global ETA: 15m 8s
[2025-11-27T20:14:04.427371] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:04.428199] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:04.428322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:04.433061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:04.452131] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:04.470945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:04.473312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.509402] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 15.1s | Global ETA: 15m 8s
[2025-11-27T20:14:04.509694] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:04.510529] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:04.510676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:04.515737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:04.517560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:04.518080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:04.518595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:04.519693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.561231] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.71%, Actual: 0.72%
[2025-11-27T20:14:04.693688] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:04.726551] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 2.58%
[2025-11-27T20:14:04.726905] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.9196%
[2025-11-27T20:14:04.727056] [INFO ] [main      ] DIBS: DISCARDED add_intraday_volatility_percentile (score: 32.92%)
[2025-11-27T20:14:04.727164] [INFO ] [main      ] DIBS: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:14:04.727257] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_last_hour_momentum_mag']
[2025-11-27T20:14:04.727354] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:04.740098] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:04.740686] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:04.741629] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:04.741749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:04.746562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:04.747569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:04.750274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:04.751055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.808381] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:04.858598] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:04.859164] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:04.920562] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -7.70% | Symbol ETA: 18.7s | Global ETA: 15m 9s
[2025-11-27T20:14:04.920849] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:04.921691] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:04.921821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:04.926680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:04.928520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:04.929085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:04.931778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:04.970759] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:05.027816] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:05.044119] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.19% | Symbol ETA: 18.6s | Global ETA: 15m 9s
[2025-11-27T20:14:05.044266] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:05.045158] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:05.045280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.050025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:05.085136] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 14.5s | Global ETA: 15m 9s
[2025-11-27T20:14:05.085415] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:05.086256] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:05.086388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.086741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:05.086641] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:05.088771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.091310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:05.093185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:05.093837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:05.094370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:05.095474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.253013] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:05.262142] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:05.312805] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 27.0s | Global ETA: 15m 9s
[2025-11-27T20:14:05.313065] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:05.313885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:05.314005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.318728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:05.319704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:05.322187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:05.322896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.416249] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:05.427993] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:05.432285] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:05.489093] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 18.2s | Global ETA: 15m 9s
[2025-11-27T20:14:05.489223] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:05.489972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:05.490176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.494922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:05.496725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:05.497264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:05.499914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.580408] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:05.601736] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:05.649101] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:05.653351] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.18% | Symbol ETA: 18.0s | Global ETA: 15m 10s
[2025-11-27T20:14:05.653623] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:05.654411] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:05.654532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.659227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:05.660438] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.9s | Global ETA: 15m 10s
[2025-11-27T20:14:05.696215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:05.698326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.817303] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:05.830076] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:05.835284] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.39%, Actual: 0.46%
[2025-11-27T20:14:05.876444] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 26.4s | Global ETA: 15m 10s
[2025-11-27T20:14:05.876725] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:05.877521] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:05.877660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:05.882334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:05.883328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:05.885789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:05.886477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:05.994635] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:06.003157] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.84%, Actual: 0.32%
[2025-11-27T20:14:06.027494] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:06.056495] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.91% | Symbol ETA: 17.6s | Global ETA: 15m 10s
[2025-11-27T20:14:06.056777] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:06.057602] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:06.057731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:06.062489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:06.064295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:06.064861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:06.067542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:06.167966] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.48%, Actual: 0.35%
[2025-11-27T20:14:06.191593] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:06.229741] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:06.265059] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.91% | Symbol ETA: 17.4s | Global ETA: 15m 11s
[2025-11-27T20:14:06.265316] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:06.266117] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:06.266237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:06.270996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:06.307690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:06.309749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:06.333676] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.94%
[2025-11-27T20:14:06.395240] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:06.401228] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:06.454313] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 25.8s | Global ETA: 15m 11s
[2025-11-27T20:14:06.454590] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:06.455373] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:06.455494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:06.460177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:06.461171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:06.463609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:06.464293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:06.519653] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.07%
[2025-11-27T20:14:06.569063] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:06.631850] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.91% | Symbol ETA: 17.0s | Global ETA: 15m 11s
[2025-11-27T20:14:06.632122] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:06.632976] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:06.633104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:06.637837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:06.637900] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:06.639714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:06.640280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:06.642904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:06.687161] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.08%
[2025-11-27T20:14:06.790439] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:06.802004] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:06.861339] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.18%
[2025-11-27T20:14:06.875678] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.69% | Symbol ETA: 16.8s | Global ETA: 15m 11s
[2025-11-27T20:14:06.875892] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:06.876751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:06.876870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:06.881525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:06.919228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:06.921538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:06.954474] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:06.975713] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:07.012967] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.60% | Symbol ETA: 25.3s | Global ETA: 15m 12s
[2025-11-27T20:14:07.013189] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:07.013984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:07.014104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.018804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:07.019769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:07.022197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:07.022917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:07.032315] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.49%
[2025-11-27T20:14:07.147927] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:07.203458] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.26%
[2025-11-27T20:14:07.210209] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.86% | Symbol ETA: 16.5s | Global ETA: 15m 12s
[2025-11-27T20:14:07.210477] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:07.211306] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:07.211435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.216197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:07.217990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:07.218550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:07.221217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:07.251941] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:07.351555] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:07.374723] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.37%
[2025-11-27T20:14:07.375098] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.8948%
[2025-11-27T20:14:07.375260] [INFO ] [main      ] FEMB: DISCARDED add_late_session_pressure (score: 50.89%)
[2025-11-27T20:14:07.375372] [INFO ] [main      ] FEMB: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:14:07.375471] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity']
[2025-11-27T20:14:07.375587] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:07.387512] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:07.388091] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:07.389094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:07.389230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.394232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:07.396157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:07.396800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:07.397274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:07.399390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:07.417704] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:07.491343] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.73% | Symbol ETA: 16.2s | Global ETA: 15m 12s
[2025-11-27T20:14:07.491491] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:07.492368] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:07.492443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.497107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:07.516817] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:07.533507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:07.535938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:07.557976] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:07.575689] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 24.7s | Global ETA: 15m 13s
[2025-11-27T20:14:07.576144] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:07.576940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:07.577059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.582337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:07.583323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:07.585789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:07.586478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:07.732247] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:07.738962] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:07.795636] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.11% | Symbol ETA: 15.9s | Global ETA: 15m 13s
[2025-11-27T20:14:07.871494] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:07.907978] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:07.910432] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:07.966330] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 0.47%, Actual: 5.12%
[2025-11-27T20:14:07.970602] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 18.6s | Global ETA: 15m 13s
[2025-11-27T20:14:07.970861] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:07.971693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:07.971821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:07.976509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:07.978309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:07.978875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:07.979330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:07.981280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.036729] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:08.072654] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:08.109168] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 15.5s | Global ETA: 15m 13s
[2025-11-27T20:14:08.109421] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:08.110244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:08.110367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:08.115005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:08.132099] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 24.1s | Global ETA: 15m 13s
[2025-11-27T20:14:08.132360] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:08.133177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:08.133306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:08.137260] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -3.90%, Actual: 0.69%
[2025-11-27T20:14:08.138249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:08.139257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:08.141815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:08.142545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.150896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:08.152959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.310229] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.77%, Actual: 5.02%
[2025-11-27T20:14:08.312536] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:08.474905] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:08.477616] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.66%, Actual: 0.49%
[2025-11-27T20:14:08.482374] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:08.482637] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:08.546417] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 18.0s | Global ETA: 15m 14s
[2025-11-27T20:14:08.546717] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:08.547565] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:08.547715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:08.552758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:08.554647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:08.555220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:08.555715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:08.557983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.637376] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:08.644426] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -7.70%, Actual: 0.58%
[2025-11-27T20:14:08.646624] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:08.695164] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 23.5s | Global ETA: 15m 14s
[2025-11-27T20:14:08.695402] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:08.696214] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:08.696336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:08.701030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:08.702016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:08.704449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:08.705093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.718723] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.42% | Symbol ETA: 14.9s | Global ETA: 15m 14s
[2025-11-27T20:14:08.718978] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:08.719780] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:08.719898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:08.724517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:08.760508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:08.762662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:08.809141] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.50%, Actual: 1.85%
[2025-11-27T20:14:08.894877] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:08.973886] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.91%, Actual: 4.37%
[2025-11-27T20:14:09.030904] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:09.066117] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:09.089901] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:09.129915] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 17.4s | Global ETA: 15m 15s
[2025-11-27T20:14:09.130046] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:09.130802] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:09.130870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:09.135563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:09.137449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:09.138004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:09.138486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:09.139499] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.91%, Actual: 2.73%
[2025-11-27T20:14:09.140460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:09.193364] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:09.249883] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 23.0s | Global ETA: 15m 15s
[2025-11-27T20:14:09.250019] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:09.250765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:09.250968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:09.252615] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:09.255700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:09.256688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:09.259149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:09.259856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:09.305860] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.86%, Actual: 0.58%
[2025-11-27T20:14:09.323757] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 10.69% | Symbol ETA: 14.3s | Global ETA: 15m 15s
[2025-11-27T20:14:09.469509] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.11%, Actual: 0.82%
[2025-11-27T20:14:09.469889] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 40.2841%
[2025-11-27T20:14:09.470039] [INFO ] [main      ] ATHA: DISCARDED add_late_hour_microstructure (score: 40.28%)
[2025-11-27T20:14:09.470146] [INFO ] [main      ] ATHA: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:14:09.470244] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure']
[2025-11-27T20:14:09.470343] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:09.473088] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:09.482982] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:09.483589] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:09.484446] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:09.484513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:09.489330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:09.489938] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.60%, Actual: 3.11%
[2025-11-27T20:14:09.491653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:09.492263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:09.493414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:09.585125] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:09.640378] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:09.654876] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -1.48%, Actual: 1.88%
[2025-11-27T20:14:09.703347] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 16.8s | Global ETA: 15m 16s
[2025-11-27T20:14:09.703636] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:09.704393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:09.704522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:09.709365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:09.711255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:09.711852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:09.712305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:09.714343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:09.746529] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:09.803201] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 22.4s | Global ETA: 15m 16s
[2025-11-27T20:14:09.803433] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:09.804225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:09.804346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:09.809033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:09.810005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:09.812431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:14:09.813132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:09.818626] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.19%, Actual: 2.24%
[2025-11-27T20:14:09.823956] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:09.983355] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.18%, Actual: 1.37%
[2025-11-27T20:14:09.988855] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:10.049930] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 19.1s | Global ETA: 15m 16s
[2025-11-27T20:14:10.050186] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:10.051075] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:10.051202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:10.051350] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:10.055944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:10.057740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:10.058308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:10.059377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:10.139908] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:10.147193] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.91%, Actual: 3.23%
[2025-11-27T20:14:10.237801] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:10.300873] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 16.3s | Global ETA: 15m 17s
[2025-11-27T20:14:10.301141] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:10.302036] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:10.302170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:10.302192] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:10.307076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:10.309002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:10.309563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:10.309743] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.69%, Actual: 1.56%
[2025-11-27T20:14:10.310045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:10.312039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:10.359022] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 21.8s | Global ETA: 15m 17s
[2025-11-27T20:14:10.385802] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:10.473404] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 1.41%
[2025-11-27T20:14:10.522158] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.22%, Actual: 1.85%
[2025-11-27T20:14:10.551612] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:10.612789] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.05% | Symbol ETA: 18.5s | Global ETA: 15m 17s
[2025-11-27T20:14:10.613043] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:10.613886] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:10.614013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:10.618772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:10.620549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:10.621111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:10.622177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:10.637867] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.81%
[2025-11-27T20:14:10.640344] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:10.684392] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.31%, Actual: 8.44%
[2025-11-27T20:14:10.801603] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.42%, Actual: 1.30%
[2025-11-27T20:14:10.812000] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:10.849474] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.64%, Actual: 1.25%
[2025-11-27T20:14:10.874689] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 15.7s | Global ETA: 15m 17s
[2025-11-27T20:14:10.874951] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:10.875812] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:10.875942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:10.880744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:10.882529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:10.883129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:10.883611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:10.885561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:10.953963] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:10.970014] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 10.69%, Actual: 1.93%
[2025-11-27T20:14:10.970367] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 44.7787%
[2025-11-27T20:14:10.970529] [INFO ] [main      ] COYA: DISCARDED add_micro_gap_fill_velocity (score: 44.78%)
[2025-11-27T20:14:10.970659] [INFO ] [main      ] COYA: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:14:10.970740] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:14:10.970844] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:10.982388] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:10.982950] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:10.983855] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:10.983979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:10.988789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:11.015653] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 6.85%
[2025-11-27T20:14:11.026417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:11.027519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:11.118934] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:11.179959] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 8.21% | Symbol ETA: 17.9s | Global ETA: 15m 18s
[2025-11-27T20:14:11.180220] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:11.181039] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:11.181168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:11.185909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:11.187696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:11.188267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:11.189321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:11.194833] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:14:11.216376] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:11.359172] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:11.367174] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 2.95%
[2025-11-27T20:14:11.388800] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:11.451534] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 15.1s | Global ETA: 15m 18s
[2025-11-27T20:14:11.451869] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:11.452719] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:11.452852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:11.457818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:11.459778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:11.460341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:11.460829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:11.462872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:11.519326] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:11.527307] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:11.538465] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.00%
[2025-11-27T20:14:11.597068] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 18.0s | Global ETA: 15m 19s
[2025-11-27T20:14:11.597322] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:11.598151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:11.598284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:11.603069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:11.640834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:11.641684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:11.685045] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:11.712440] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.63%
[2025-11-27T20:14:11.745065] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 17.4s | Global ETA: 15m 19s
[2025-11-27T20:14:11.745199] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:11.745950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:11.746016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:11.750707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:11.752540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:11.753100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:11.754155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:11.803219] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:11.885454] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.64%, Actual: 0.72%
[2025-11-27T20:14:11.974436] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:11.975557] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:12.035700] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 14.5s | Global ETA: 15m 19s
[2025-11-27T20:14:12.035847] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:12.036723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:12.036854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.041827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:12.043707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:12.044263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:12.044760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:12.046794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.056044] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:14:12.056270] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.1623%
[2025-11-27T20:14:12.056376] [INFO ] [main      ] DIBS: DISCARDED add_last_hour_momentum_mag (score: 33.16%)
[2025-11-27T20:14:12.056424] [INFO ] [main      ] DIBS: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:14:12.056461] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_day_volatility']
[2025-11-27T20:14:12.056501] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:12.069545] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:12.069992] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:12.070854] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:12.070923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.075899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:12.076984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:12.079717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:12.081643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.086273] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:12.150003] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:12.221971] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 17.4s | Global ETA: 15m 20s
[2025-11-27T20:14:12.222107] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:12.222883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:12.222951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.227887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:12.250869] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:12.267535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:12.268537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.312547] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 16.8s | Global ETA: 15m 20s
[2025-11-27T20:14:12.312694] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:12.313424] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:12.313485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.318225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:12.319928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:12.320397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:12.321371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.402465] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:12.419956] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:12.570295] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:12.584954] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:12.605633] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:12.630924] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 13.9s | Global ETA: 15m 20s
[2025-11-27T20:14:12.631076] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:12.631962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:12.632091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.636902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:12.638755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:12.639300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:12.639777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:12.641723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.645680] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 21.7s | Global ETA: 15m 20s
[2025-11-27T20:14:12.645922] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:12.646726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:12.646846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.651173] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:12.651596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:12.652543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:12.655172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:12.657173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.774461] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:12.817044] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:12.845146] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 8.95% | Symbol ETA: 16.8s | Global ETA: 15m 20s
[2025-11-27T20:14:12.845281] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:12.846088] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:12.846162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.851173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:12.877647] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 16.2s | Global ETA: 15m 20s
[2025-11-27T20:14:12.877783] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:12.878526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:12.878604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:12.883311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:12.885067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:12.885537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:12.886510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.890242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:12.891041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:12.976049] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:12.988682] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:13.140259] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:13.152330] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:13.199622] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 13.4s | Global ETA: 15m 21s
[2025-11-27T20:14:13.211965] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 21.1s | Global ETA: 15m 21s
[2025-11-27T20:14:13.212227] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:13.213024] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:13.213146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:13.213842] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:13.217892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:13.218923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:13.221181] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:13.221345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:13.223168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:13.368067] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.44%, Actual: 0.46%
[2025-11-27T20:14:13.376311] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:13.387990] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:13.436679] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -7.07% | Symbol ETA: 15.7s | Global ETA: 15m 21s
[2025-11-27T20:14:13.436957] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:13.437841] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:13.437967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:13.442694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:13.444444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:13.445002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:13.446048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:13.457729] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.81% | Symbol ETA: 16.2s | Global ETA: 15m 21s
[2025-11-27T20:14:13.457981] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:13.458785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:13.459096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:13.464282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:13.503343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:13.504442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:13.535060] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.65%, Actual: 0.32%
[2025-11-27T20:14:13.548237] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:13.702985] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.32%, Actual: 0.35%
[2025-11-27T20:14:13.715654] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:13.774565] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 20.5s | Global ETA: 15m 22s
[2025-11-27T20:14:13.774728] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:13.775552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:13.775689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:13.775693] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:13.780406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:13.781317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:13.783761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:13.785534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:13.840154] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:13.870042] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.94%
[2025-11-27T20:14:13.941143] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:14.002121] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.48% | Symbol ETA: 15.1s | Global ETA: 15m 22s
[2025-11-27T20:14:14.002389] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:14.003235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:14.003364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.008181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:14.010003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:14.010557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:14.011650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.011680] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:14.048172] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.07%
[2025-11-27T20:14:14.082835] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.84% | Symbol ETA: 15.5s | Global ETA: 15m 22s
[2025-11-27T20:14:14.083101] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:14.083927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:14.084045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.088796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:14.114627] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:14.126032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:14.126844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.215138] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 0.08%
[2025-11-27T20:14:14.282631] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:14.341413] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 19.9s | Global ETA: 15m 23s
[2025-11-27T20:14:14.341685] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:14.342469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:14.342606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.347325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:14.348315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:14.348068] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:14.350695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:14.352471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.385806] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.18%
[2025-11-27T20:14:14.453978] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:14.512779] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:14.556337] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.49%
[2025-11-27T20:14:14.572236] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 14.5s | Global ETA: 15m 23s
[2025-11-27T20:14:14.572513] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:14.573329] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:14.573459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.578176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:14.579945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:14.580492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:14.581540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.616362] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:14.684617] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:14.684585] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.88% | Symbol ETA: 14.9s | Global ETA: 15m 23s
[2025-11-27T20:14:14.684834] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:14.685615] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:14.685723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.690467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:14.723795] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.26%
[2025-11-27T20:14:14.726836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:14.727614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.850607] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:14.899333] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.37%
[2025-11-27T20:14:14.899755] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 57.8842%
[2025-11-27T20:14:14.899928] [INFO ] [main      ] FEMB: DISCARDED add_micro_gap_fill_velocity (score: 57.88%)
[2025-11-27T20:14:14.900040] [INFO ] [main      ] FEMB: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:14:14.900144] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:14:14.900248] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:14.910193] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 19.3s | Global ETA: 15m 24s
[2025-11-27T20:14:14.910334] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:14.910960] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:14.911102] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:14.911172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.913737] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:14.914174] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:14.915051] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:14.915212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:14.915899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:14.916997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:14.919490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:14.920202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:14.921307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:14.922037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:14.922667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:14.923140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:14.923944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:15.050529] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:15.074909] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:15.134801] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 1.93% | Symbol ETA: 14.0s | Global ETA: 15m 24s
[2025-11-27T20:14:15.212419] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:15.267696] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:15.272142] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:15.279779] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.77% | Symbol ETA: 14.3s | Global ETA: 15m 24s
[2025-11-27T20:14:15.280010] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:15.280861] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:15.280984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:15.285665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:15.301635] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.26%, Actual: 5.12%
[2025-11-27T20:14:15.322155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:15.322945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:15.434125] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:15.448609] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:15.467678] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.05%, Actual: 0.69%
[2025-11-27T20:14:15.492411] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 18.8s | Global ETA: 15m 24s
[2025-11-27T20:14:15.492691] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:15.493481] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:15.493616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:15.498341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:15.499312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:15.501777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:15.503595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:15.509185] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 17.4s | Global ETA: 15m 24s
[2025-11-27T20:14:15.509455] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:15.510297] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:15.510432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:15.515670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:15.517611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:15.518203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:15.518722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:15.519569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:15.631555] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 8.21%, Actual: 5.02%
[2025-11-27T20:14:15.653383] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:15.795072] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 0.49%
[2025-11-27T20:14:15.825905] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:15.831481] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:15.865252] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:15.896875] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.07% | Symbol ETA: 13.7s | Global ETA: 15m 25s
[2025-11-27T20:14:15.897025] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:15.897893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:15.898227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:15.903848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:15.943706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:15.944674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:15.960328] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.58%
[2025-11-27T20:14:15.997550] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:16.037671] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:16.056346] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.97% | Symbol ETA: 18.2s | Global ETA: 15m 25s
[2025-11-27T20:14:16.056617] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:16.057409] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:16.057530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.062254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:16.063232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:16.065681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:16.067475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.096564] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 16.8s | Global ETA: 15m 25s
[2025-11-27T20:14:16.096792] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:16.097607] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:16.097710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.102660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:16.104460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:16.105008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:16.105450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:16.106160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.126829] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.60%, Actual: 1.85%
[2025-11-27T20:14:16.283520] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:16.291990] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -7.07%, Actual: 4.37%
[2025-11-27T20:14:16.394320] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:16.446067] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:16.449591] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:16.470666] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 2.73%
[2025-11-27T20:14:16.511096] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 13.1s | Global ETA: 15m 26s
[2025-11-27T20:14:16.511352] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:16.512166] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:16.512290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.517117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:16.554990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:16.555790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.563091] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:16.620315] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:16.623530] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 17.6s | Global ETA: 15m 26s
[2025-11-27T20:14:16.623763] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:16.624569] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:16.624670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.629570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:16.630565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:16.633056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:16.635053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.680099] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 16.2s | Global ETA: 15m 26s
[2025-11-27T20:14:16.680245] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:16.681021] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:16.681194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.681496] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.68%, Actual: 0.58%
[2025-11-27T20:14:16.685962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:16.687771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:16.688331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:16.688805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:16.689521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.850171] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.82%
[2025-11-27T20:14:16.850539] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 45.6869%
[2025-11-27T20:14:16.850719] [INFO ] [main      ] ATHA: DISCARDED add_late_session_pressure (score: 45.69%)
[2025-11-27T20:14:16.850829] [INFO ] [main      ] ATHA: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:14:16.850933] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity']
[2025-11-27T20:14:16.851036] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:16.864776] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:16.865210] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:16.866200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:16.866336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:16.871646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:16.873703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:16.874274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:16.876342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:16.886478] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:16.969493] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:17.034508] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:17.107682] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:17.135751] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:17.173326] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.56% | Symbol ETA: 12.4s | Global ETA: 15m 27s
[2025-11-27T20:14:17.193874] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.75% | Symbol ETA: 17.1s | Global ETA: 15m 27s
[2025-11-27T20:14:17.194115] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:17.194914] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:17.195036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:17.199916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:17.200421] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:17.200900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:17.203371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:14:17.205241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:17.226625] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:17.263520] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 15.6s | Global ETA: 15m 27s
[2025-11-27T20:14:17.263900] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:17.265043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:17.265199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:17.272836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:17.275566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:17.276504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:17.277160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:17.278402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:17.338923] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.77%, Actual: 3.11%
[2025-11-27T20:14:17.403296] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:17.472228] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.72% | Symbol ETA: 18.3s | Global ETA: 15m 27s
[2025-11-27T20:14:17.472375] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:17.473397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:17.473533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:17.478605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:17.480510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:17.481150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:17.483226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:17.501875] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.11%, Actual: 1.88%
[2025-11-27T20:14:17.546812] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:17.631065] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:17.663936] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 8.95%, Actual: 2.24%
[2025-11-27T20:14:17.721731] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:17.782120] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 16.5s | Global ETA: 15m 28s
[2025-11-27T20:14:17.795444] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:17.828356] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.81%, Actual: 1.37%
[2025-11-27T20:14:17.829447] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:17.861022] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 15.0s | Global ETA: 15m 28s
[2025-11-27T20:14:17.861182] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:17.862205] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:17.862293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:17.867885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:17.869778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:17.870283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:17.870709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:17.871393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:17.958488] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:14:17.991021] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.84%, Actual: 3.23%
[2025-11-27T20:14:18.000882] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:18.070372] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.85% | Symbol ETA: 17.6s | Global ETA: 15m 28s
[2025-11-27T20:14:18.070512] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:18.071381] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:18.071453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:18.076248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:18.078071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:18.078611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:18.080609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:18.125721] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.41%, Actual: 8.44%
[2025-11-27T20:14:18.156160] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 1.56%
[2025-11-27T20:14:18.209238] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:18.299231] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:14:18.320623] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 1.41%
[2025-11-27T20:14:18.376190] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:18.426930] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:18.434317] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 14.4s | Global ETA: 15m 29s
[2025-11-27T20:14:18.434606] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:18.435450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:18.435600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:18.440657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:18.442564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:18.443143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:18.443631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:18.444370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:18.466461] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 6.85%
[2025-11-27T20:14:18.483877] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.07%, Actual: 0.81%
[2025-11-27T20:14:18.590833] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:18.646197] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:14:18.646693] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.05%, Actual: 1.30%
[2025-11-27T20:14:18.657383] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 17.0s | Global ETA: 15m 29s
[2025-11-27T20:14:18.657674] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:18.658512] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:18.658654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:18.663365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:18.665163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:18.665735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:18.667728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:18.782762] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:18.809297] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.56%, Actual: 1.93%
[2025-11-27T20:14:18.809617] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 41.0902%
[2025-11-27T20:14:18.809793] [INFO ] [main      ] COYA: DISCARDED add_morning_followthrough_mag_T0 (score: 41.09%)
[2025-11-27T20:14:18.809918] [INFO ] [main      ] COYA: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:14:18.810025] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_morning_range_expansion']
[2025-11-27T20:14:18.810118] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:18.815339] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 2.95%
[2025-11-27T20:14:18.821857] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:18.822467] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:18.823352] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:18.823470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:18.828141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:18.865450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:18.869773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:18.950476] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:18.986376] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 1.00%
[2025-11-27T20:14:18.992786] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:19.006468] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 13.8s | Global ETA: 15m 30s
[2025-11-27T20:14:19.006751] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:19.007556] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:19.007697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.012669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:19.014474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:19.015039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:19.015509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:19.016275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.155589] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:19.163456] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 0.63%
[2025-11-27T20:14:19.197650] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:19.222922] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.31% | Symbol ETA: 16.4s | Global ETA: 15m 30s
[2025-11-27T20:14:19.223363] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:19.224390] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:19.224521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.229762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:19.231707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:19.232250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:19.234420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.340743] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.75%, Actual: 0.72%
[2025-11-27T20:14:19.354161] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:19.362884] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:19.433590] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 17.1s | Global ETA: 15m 30s
[2025-11-27T20:14:19.433886] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:19.434716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:19.434850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.439537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:19.477132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:19.481435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.518299] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:14:19.518674] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.7703%
[2025-11-27T20:14:19.518826] [INFO ] [main      ] DIBS: DISCARDED add_late_day_volatility (score: 33.77%)
[2025-11-27T20:14:19.518927] [INFO ] [main      ] DIBS: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:14:19.519017] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_hour_microstructure']
[2025-11-27T20:14:19.519108] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:19.531539] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:19.532109] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:19.533012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:19.533132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.537827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:19.538871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:19.539861] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:19.541351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:19.543948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.561284] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:19.613493] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 13.2s | Global ETA: 15m 31s
[2025-11-27T20:14:19.613664] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:19.614557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:19.614704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.619512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:19.621300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:19.621845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:19.622292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:19.623013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.725108] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:19.792117] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -10.35% | Symbol ETA: 15.7s | Global ETA: 15m 31s
[2025-11-27T20:14:19.792360] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:19.793200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:19.793329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:19.798033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:19.799834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:19.800375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:19.802345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:19.814601] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:19.900893] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:19.960434] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:19.995109] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:20.067452] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.96% | Symbol ETA: 16.6s | Global ETA: 15m 31s
[2025-11-27T20:14:20.067738] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:20.068562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:20.068505] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:20.068700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.073342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:20.109926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:20.114363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.122135] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:20.129091] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 20.7s | Global ETA: 15m 31s
[2025-11-27T20:14:20.129341] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:20.130145] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:20.130265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.130608] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:20.134994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:20.135996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:20.138628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:20.141391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.177539] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 12.6s | Global ETA: 15m 31s
[2025-11-27T20:14:20.177705] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:20.178464] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:20.178538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.183224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:20.185069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:20.185633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:20.186084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:20.186821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.293932] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:20.359806] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 9.56% | Symbol ETA: 15.1s | Global ETA: 15m 32s
[2025-11-27T20:14:20.360051] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:20.360905] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:20.361032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.365771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:20.367540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:20.368098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:20.370158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.452053] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:20.466612] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:20.511651] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:20.622236] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:20.629564] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:20.673180] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:20.690503] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 20.0s | Global ETA: 15m 32s
[2025-11-27T20:14:20.690778] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:20.691586] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:20.691708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.696212] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.18% | Symbol ETA: 15.9s | Global ETA: 15m 32s
[2025-11-27T20:14:20.696489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:20.696488] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:20.697387] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:20.697456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.697448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:20.699467] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:20.699997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:20.702636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.702799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:20.728638] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 12.0s | Global ETA: 15m 32s
[2025-11-27T20:14:20.741796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:20.746681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:20.863822] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:20.892099] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.38%, Actual: 0.46%
[2025-11-27T20:14:20.929694] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.59% | Symbol ETA: 14.6s | Global ETA: 15m 33s
[2025-11-27T20:14:20.929982] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:20.930826] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:20.930958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:20.935759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:20.937534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:20.938089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:20.940105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:21.028935] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:21.053238] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.68%, Actual: 0.32%
[2025-11-27T20:14:21.088185] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:21.193807] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:21.213662] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.59%, Actual: 0.35%
[2025-11-27T20:14:21.253677] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 19.4s | Global ETA: 15m 33s
[2025-11-27T20:14:21.253935] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:21.254739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:21.254876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:21.259318] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:21.259619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:21.260611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:21.263043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:21.265674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:21.267645] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:21.330626] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.13% | Symbol ETA: 15.3s | Global ETA: 15m 33s
[2025-11-27T20:14:21.330894] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:21.331765] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:21.331902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:21.337027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:21.375067] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.94%
[2025-11-27T20:14:21.375857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:21.380392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:21.433059] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:21.497790] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 5.44% | Symbol ETA: 14.0s | Global ETA: 15m 33s
[2025-11-27T20:14:21.498046] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:21.498931] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:21.499062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:21.503999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:21.505864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:21.506435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:21.508518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:21.537354] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:14:21.590294] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:21.699123] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.08%
[2025-11-27T20:14:21.723912] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:21.753196] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:21.813075] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.45% | Symbol ETA: 18.8s | Global ETA: 15m 34s
[2025-11-27T20:14:21.813329] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:21.814313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:21.814433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:21.819473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:21.820457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:21.822893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:21.825869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:21.836910] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:21.877320] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.18%
[2025-11-27T20:14:21.917203] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:21.986526] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.61% | Symbol ETA: 14.7s | Global ETA: 15m 34s
[2025-11-27T20:14:21.986676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:21.987475] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:21.987557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:21.992205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:22.009890] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:22.028693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:22.032944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.043283] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:14:22.073949] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: -2.35% | Symbol ETA: 13.4s | Global ETA: 15m 34s
[2025-11-27T20:14:22.074062] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:22.074808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:22.074894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.079742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:22.081641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:22.082203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:22.084329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.152855] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:22.207199] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.26%
[2025-11-27T20:14:22.314248] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:22.358094] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:22.370086] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.37%
[2025-11-27T20:14:22.370388] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 48.3578%
[2025-11-27T20:14:22.370546] [INFO ] [main      ] FEMB: DISCARDED add_morning_followthrough_mag_T0 (score: 48.36%)
[2025-11-27T20:14:22.370678] [INFO ] [main      ] FEMB: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:14:22.370780] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_range_expansion']
[2025-11-27T20:14:22.370884] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:22.373768] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 18.2s | Global ETA: 15m 35s
[2025-11-27T20:14:22.374020] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:22.374825] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:22.374946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.379672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:22.380652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:22.382251] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:22.382767] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:22.383151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:22.383662] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:22.383727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.385912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.388462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:22.390306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:22.390855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:22.391306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:22.395395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.421962] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:22.522996] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:22.589900] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:22.591135] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.65% | Symbol ETA: 14.1s | Global ETA: 15m 35s
[2025-11-27T20:14:22.591394] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:22.592195] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:22.592320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.597065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:22.634088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:22.638534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.653828] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 12.8s | Global ETA: 15m 35s
[2025-11-27T20:14:22.722829] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:22.738679] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:22.818836] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.72%, Actual: 5.12%
[2025-11-27T20:14:22.886895] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:22.911800] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:22.945769] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 16.1s | Global ETA: 15m 36s
[2025-11-27T20:14:22.945902] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:22.946678] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:22.946873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.951612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:22.953347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:22.953895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:22.954354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:22.958473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:22.964173] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:22.974772] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 17.7s | Global ETA: 15m 36s
[2025-11-27T20:14:22.974996] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:22.975808] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:22.975930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:22.980909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:22.982128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:22.982497] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.85%, Actual: 0.69%
[2025-11-27T20:14:22.984796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:22.987633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:23.126013] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:23.146643] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 5.02%
[2025-11-27T20:14:23.193865] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 13.4s | Global ETA: 15m 36s
[2025-11-27T20:14:23.194126] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:23.194941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:23.195062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:23.199792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:23.236522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:23.240979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:23.290827] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:23.311003] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.31%, Actual: 0.49%
[2025-11-27T20:14:23.322019] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:23.455339] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:23.474846] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -10.35%, Actual: 0.58%
[2025-11-27T20:14:23.486515] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:23.512613] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 15.5s | Global ETA: 15m 36s
[2025-11-27T20:14:23.512866] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:23.513698] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:23.513825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:23.518639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:23.520427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:23.520988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:23.521455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:23.525705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:23.547098] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 17.1s | Global ETA: 15m 36s
[2025-11-27T20:14:23.547339] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:23.548199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:23.548322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:23.553122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:23.554108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:23.556621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:23.559371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:23.569354] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:23.640651] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 9.56%, Actual: 1.85%
[2025-11-27T20:14:23.746973] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:23.806435] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.59%, Actual: 4.37%
[2025-11-27T20:14:23.816826] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 12.8s | Global ETA: 15m 37s
[2025-11-27T20:14:23.817096] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:23.817979] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:23.818108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:23.823009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:23.866647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:23.872279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:23.889902] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:23.910080] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:23.970902] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 5.44%, Actual: 2.73%
[2025-11-27T20:14:24.068033] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:24.074382] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:24.127524] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 16.5s | Global ETA: 15m 37s
[2025-11-27T20:14:24.127693] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:24.128695] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:24.128881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.131864] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 15.1s | Global ETA: 15m 37s
[2025-11-27T20:14:24.132119] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:24.132982] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:24.133119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.133861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:24.134907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:24.135098] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: -2.35%, Actual: 0.58%
[2025-11-27T20:14:24.137428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:24.138079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:24.139973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:24.140190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.140519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:24.140938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:24.144962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.253184] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:24.299814] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.84%, Actual: 0.82%
[2025-11-27T20:14:24.300143] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 32.3884%
[2025-11-27T20:14:24.300293] [INFO ] [main      ] ATHA: DISCARDED add_micro_gap_fill_velocity (score: 32.39%)
[2025-11-27T20:14:24.300398] [INFO ] [main      ] ATHA: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:14:24.300495] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:14:24.300608] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:24.313065] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:24.313626] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:24.314602] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:24.314727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.319626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:24.321538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:24.322145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:24.322922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.419467] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:24.474706] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:24.479367] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:24.488844] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.12% | Symbol ETA: 12.2s | Global ETA: 15m 38s
[2025-11-27T20:14:24.489000] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:24.489941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:24.490073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.494911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:24.531524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:24.536118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.641330] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:24.646433] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:24.700801] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.57% | Symbol ETA: 15.9s | Global ETA: 15m 38s
[2025-11-27T20:14:24.701058] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:24.701857] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:24.701983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.704256] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 14.5s | Global ETA: 15m 38s
[2025-11-27T20:14:24.704509] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:24.705317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:24.705447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.706791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:24.707805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:24.710250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:14:24.710349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:24.710468] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:24.712400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:24.712859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.713013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:24.713501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:24.717885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:24.877052] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:24.896095] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:24.938372] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.95% | Symbol ETA: 17.5s | Global ETA: 15m 39s
[2025-11-27T20:14:24.938651] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:24.939450] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:24.939593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:24.944296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:24.946153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:24.946732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:24.947475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:25.043229] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:25.045761] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:25.059898] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:25.127196] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.42% | Symbol ETA: 11.6s | Global ETA: 15m 39s
[2025-11-27T20:14:25.209711] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:25.225435] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:25.268764] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 13.9s | Global ETA: 15m 39s
[2025-11-27T20:14:25.268899] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:25.269709] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:25.269791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:25.272664] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:25.274840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:25.276660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:25.277249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:25.277733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:25.282015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:25.285355] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 15.4s | Global ETA: 15m 39s
[2025-11-27T20:14:25.290593] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.76%, Actual: 3.11%
[2025-11-27T20:14:25.435895] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:25.449823] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.43%, Actual: 1.85%
[2025-11-27T20:14:25.452609] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.96%, Actual: 1.88%
[2025-11-27T20:14:25.497090] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.28% | Symbol ETA: 16.7s | Global ETA: 15m 39s
[2025-11-27T20:14:25.497340] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:25.498399] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:25.498534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:25.503472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:25.505323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:25.505905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:25.506695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:25.614992] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.18%, Actual: 2.24%
[2025-11-27T20:14:25.616596] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.76%, Actual: 8.44%
[2025-11-27T20:14:25.621748] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:25.777654] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.13%, Actual: 1.37%
[2025-11-27T20:14:25.781911] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.51%, Actual: 1.25%
[2025-11-27T20:14:25.793005] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:25.835563] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:25.851612] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 13.3s | Global ETA: 15m 40s
[2025-11-27T20:14:25.851874] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:25.852764] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:25.852891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:25.857887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:25.859821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:25.860408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:25.860899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:25.865135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:25.940370] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.61%, Actual: 3.23%
[2025-11-27T20:14:25.946612] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.45%, Actual: 6.85%
[2025-11-27T20:14:25.999914] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:26.060845] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.58% | Symbol ETA: 16.0s | Global ETA: 15m 40s
[2025-11-27T20:14:26.061096] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:26.061909] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:26.061991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:26.066672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:26.068467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:26.069017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:26.069770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:26.101879] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.65%, Actual: 1.56%
[2025-11-27T20:14:26.110908] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 6.22%
[2025-11-27T20:14:26.208015] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:26.263563] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.41%
[2025-11-27T20:14:26.277209] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 2.95%
[2025-11-27T20:14:26.377230] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:26.396024] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:26.425176] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.54%, Actual: 0.81%
[2025-11-27T20:14:26.435441] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 12.8s | Global ETA: 15m 41s
[2025-11-27T20:14:26.435611] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:26.436517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:26.436663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:26.441702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:26.443552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:26.444161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:26.444658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:26.447600] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 1.00%
[2025-11-27T20:14:26.448876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:26.558401] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:26.587697] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.12%, Actual: 1.30%
[2025-11-27T20:14:26.613645] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.63%
[2025-11-27T20:14:26.618393] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -3.48% | Symbol ETA: 15.4s | Global ETA: 15m 41s
[2025-11-27T20:14:26.618670] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:26.619471] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:26.619617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:26.624322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:26.626097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:26.626661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:26.627392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:26.750635] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.42%, Actual: 1.93%
[2025-11-27T20:14:26.751003] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.2577%
[2025-11-27T20:14:26.751155] [INFO ] [main      ] COYA: DISCARDED add_morning_range_expansion (score: 38.26%)
[2025-11-27T20:14:26.751256] [INFO ] [main      ] COYA: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:14:26.751349] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_open_11_elasticity']
[2025-11-27T20:14:26.751445] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:26.763184] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:26.763704] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:26.764610] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:26.764742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:26.769533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:26.777522] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:26.777987] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.57%, Actual: 0.72%
[2025-11-27T20:14:26.808155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:26.809495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:26.943334] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.57%, Actual: 2.58%
[2025-11-27T20:14:26.943526] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.8779%
[2025-11-27T20:14:26.943629] [INFO ] [main      ] DIBS: DISCARDED add_late_hour_microstructure (score: 32.88%)
[2025-11-27T20:14:26.943719] [INFO ] [main      ] DIBS: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:14:26.943765] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_session_pressure']
[2025-11-27T20:14:26.943813] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:26.944612] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:26.955912] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:26.956127] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:26.956539] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:26.957387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:26.957455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:26.962195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:26.963134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:26.965530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:26.966531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.002162] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 12.2s | Global ETA: 15m 42s
[2025-11-27T20:14:27.002308] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:27.003049] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:27.003120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.007775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:27.009518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:27.009993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:27.010372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:27.014313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.120212] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:27.141387] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:27.180964] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.18% | Symbol ETA: 14.8s | Global ETA: 15m 42s
[2025-11-27T20:14:27.181237] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:27.182053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:27.182183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.186887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:27.188722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:27.189292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:27.190100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.296768] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:27.304430] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:27.344239] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:27.373407] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -7.17% | Symbol ETA: 16.3s | Global ETA: 15m 42s
[2025-11-27T20:14:27.373668] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:27.374459] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:27.374600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.379450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:27.417675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:27.418979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.469871] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:27.507807] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:27.520282] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:27.530126] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 19.2s | Global ETA: 15m 42s
[2025-11-27T20:14:27.530382] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:27.531190] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:27.531309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.536019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:27.536997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:27.539536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:27.540651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.563846] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 11.6s | Global ETA: 15m 43s
[2025-11-27T20:14:27.564127] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:27.564945] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:27.565079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.569860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:27.571691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:27.572229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:27.572693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:27.576732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.685005] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:27.744972] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 5.12% | Symbol ETA: 14.2s | Global ETA: 15m 43s
[2025-11-27T20:14:27.745209] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:27.746092] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:27.746227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:27.751142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:27.752981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:27.753551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:27.754365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:27.759144] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:27.870208] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:27.908988] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:27.929463] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:28.001079] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 15.8s | Global ETA: 15m 43s
[2025-11-27T20:14:28.001326] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:28.002155] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:28.002277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.007171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:28.033721] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:28.047625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:28.049008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:28.084738] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:28.094488] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 18.6s | Global ETA: 15m 43s
[2025-11-27T20:14:28.094641] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:28.094825] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:28.095388] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:28.095462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.100243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:28.101192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:28.103693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:28.104716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:28.153408] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 11.0s | Global ETA: 15m 43s
[2025-11-27T20:14:28.249171] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:28.309891] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.86% | Symbol ETA: 13.6s | Global ETA: 15m 44s
[2025-11-27T20:14:28.310146] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:28.310992] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:28.311123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.316029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:28.317834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:28.318469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:28.319259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:28.324031] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.26%, Actual: 0.46%
[2025-11-27T20:14:28.380364] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:28.436039] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:28.496448] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.64%, Actual: 0.32%
[2025-11-27T20:14:28.551348] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:28.599838] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:28.622036] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.28% | Symbol ETA: 15.2s | Global ETA: 15m 44s
[2025-11-27T20:14:28.622171] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:28.622949] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:28.623018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.628236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:28.647615] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:28.660806] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 18.0s | Global ETA: 15m 44s
[2025-11-27T20:14:28.661062] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:28.661885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:28.662007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.666891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:28.667909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:28.669084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:28.670474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:28.670635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:28.671565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:28.672744] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 0.35%
[2025-11-27T20:14:28.812661] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:28.842503] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.94%
[2025-11-27T20:14:28.872980] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 3.42% | Symbol ETA: 13.1s | Global ETA: 15m 44s
[2025-11-27T20:14:28.873122] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:28.873889] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:28.873956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:28.878649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:28.880414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:28.880901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:28.881611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.009543] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:29.011540] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.07%
[2025-11-27T20:14:29.013156] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:29.183213] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.08%
[2025-11-27T20:14:29.184157] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:29.186845] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:29.217613] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:29.247006] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 17.5s | Global ETA: 15m 45s
[2025-11-27T20:14:29.247264] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:29.248074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:29.248225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.253127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:29.254369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:29.257232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:29.258339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.258364] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.09% | Symbol ETA: 14.6s | Global ETA: 15m 45s
[2025-11-27T20:14:29.258535] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:29.259337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:29.259418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.264500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:29.304033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:29.305526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.355388] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.18%
[2025-11-27T20:14:29.382738] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:29.442765] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.39% | Symbol ETA: 12.5s | Global ETA: 15m 45s
[2025-11-27T20:14:29.443010] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:29.443876] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:29.444005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.448814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:29.450653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:29.451226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:29.451974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.525483] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:14:29.598000] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:29.651305] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:29.694295] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.26%
[2025-11-27T20:14:29.765954] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:29.780670] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:29.822010] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:29.825838] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 16.9s | Global ETA: 15m 46s
[2025-11-27T20:14:29.826111] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:29.826911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:29.827032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.831847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:29.832826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:29.835295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:29.836322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.867914] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.37%
[2025-11-27T20:14:29.868284] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 51.4436%
[2025-11-27T20:14:29.868448] [INFO ] [main      ] FEMB: DISCARDED add_morning_range_expansion (score: 51.44%)
[2025-11-27T20:14:29.868561] [INFO ] [main      ] FEMB: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:14:29.868675] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_11_elasticity']
[2025-11-27T20:14:29.868778] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:29.882223] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:29.882820] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:29.883791] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:29.883921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.888868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:29.890831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:29.891383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:29.891388] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 10.55% | Symbol ETA: 14.0s | Global ETA: 15m 46s
[2025-11-27T20:14:29.891560] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:29.891911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:29.892477] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:29.892589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:29.893063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.897593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:29.938338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:29.940106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:29.949139] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:30.010971] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.02% | Symbol ETA: 11.9s | Global ETA: 15m 46s
[2025-11-27T20:14:30.169451] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:30.175670] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.95%, Actual: 5.12%
[2025-11-27T20:14:30.229611] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:30.306702] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:30.334933] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:30.355660] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.28%, Actual: 0.69%
[2025-11-27T20:14:30.398810] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:30.404380] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 16.3s | Global ETA: 15m 47s
[2025-11-27T20:14:30.404701] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:30.406040] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:30.406214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:30.413148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:30.414756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:30.417651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:30.418876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:30.462930] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 15.4s | Global ETA: 15m 47s
[2025-11-27T20:14:30.463214] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:30.464151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:30.464287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:30.469378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:30.471934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:30.472774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:30.473366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:30.475038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:30.539811] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:30.599312] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.58%, Actual: 5.02%
[2025-11-27T20:14:30.633465] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -5.18% | Symbol ETA: 13.4s | Global ETA: 15m 47s
[2025-11-27T20:14:30.633662] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:30.634938] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:30.635050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:30.642817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:30.701680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:30.703945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:30.820480] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -3.48%, Actual: 0.49%
[2025-11-27T20:14:30.880018] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:30.917729] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:31.007961] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.18%, Actual: 0.58%
[2025-11-27T20:14:31.075912] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:31.103831] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:31.152335] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:31.166539] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 15.8s | Global ETA: 15m 48s
[2025-11-27T20:14:31.166698] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:31.167473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:31.167541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.172829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:31.173961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:31.176764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:31.177810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.190806] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 5.12%, Actual: 1.85%
[2025-11-27T20:14:31.214655] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 15.6s | Global ETA: 15m 48s
[2025-11-27T20:14:31.214805] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:31.215701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:31.215791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.221282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:31.223237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:31.223840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:31.224285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:31.225446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.256871] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:31.341180] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 12.8s | Global ETA: 15m 48s
[2025-11-27T20:14:31.341551] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:31.342784] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:31.343000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.349067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:31.366430] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 4.37%
[2025-11-27T20:14:31.393507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:31.395230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.539635] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 3.42%, Actual: 2.73%
[2025-11-27T20:14:31.561489] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:31.578463] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:31.707709] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.39%, Actual: 0.58%
[2025-11-27T20:14:31.736419] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:31.743897] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:31.750040] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:31.802369] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 15.2s | Global ETA: 15m 49s
[2025-11-27T20:14:31.802662] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:31.803705] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:31.803829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.809410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:31.810469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:31.812975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:31.814063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.814384] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 14.7s | Global ETA: 15m 49s
[2025-11-27T20:14:31.814664] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:31.815512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:31.815683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.820786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:31.822715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:31.823288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:31.823795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:31.825035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.884237] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 0.82%
[2025-11-27T20:14:31.884681] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.5809%
[2025-11-27T20:14:31.884892] [INFO ] [main      ] ATHA: DISCARDED add_morning_followthrough_mag_T0 (score: 37.58%)
[2025-11-27T20:14:31.885036] [INFO ] [main      ] ATHA: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:14:31.885166] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_range_expansion']
[2025-11-27T20:14:31.885305] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:31.899015] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:31.899597] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:31.900587] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:31.900728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.906539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:31.908881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:31.909610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:31.914104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:31.915394] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:31.982017] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -4.28% | Symbol ETA: 12.1s | Global ETA: 15m 49s
[2025-11-27T20:14:31.982155] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:31.982920] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:31.982988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:31.988089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:32.024952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:32.026447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:32.152743] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:32.175019] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:32.270394] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:32.317659] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:32.348407] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:32.351766] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:32.376531] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.71% | Symbol ETA: 14.6s | Global ETA: 15m 50s
[2025-11-27T20:14:32.376839] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:32.377653] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:32.377774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:32.382523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:32.383556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:32.386050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:14:32.387123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:32.412277] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 14.0s | Global ETA: 15m 50s
[2025-11-27T20:14:32.412609] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:32.413597] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:32.413732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:32.418929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:32.420942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:32.421508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:32.421999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:32.423189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:32.440660] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:32.508472] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 16.7s | Global ETA: 15m 50s
[2025-11-27T20:14:32.508777] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:32.509637] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:32.509777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:32.514841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:32.516652] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:32.516847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:32.517444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:32.521957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:32.580988] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.47% | Symbol ETA: 11.5s | Global ETA: 15m 50s
[2025-11-27T20:14:32.581262] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:32.582067] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:32.582213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:32.586905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:32.623404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:32.624715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:32.722222] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:32.769596] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:32.871132] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:32.907560] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:32.937141] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:32.958675] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:32.967538] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.78% | Symbol ETA: 14.0s | Global ETA: 15m 51s
[2025-11-27T20:14:32.994564] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 13.3s | Global ETA: 15m 51s
[2025-11-27T20:14:32.994832] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:32.995645] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:32.995773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:33.000450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:33.002217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:33.002765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:33.003214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:33.004344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:33.037445] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:33.102774] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -3.99% | Symbol ETA: 16.0s | Global ETA: 15m 51s
[2025-11-27T20:14:33.103026] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:33.103853] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:33.103982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:33.108763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:33.110600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:33.111167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:33.115668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:33.124333] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:33.167534] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.22%, Actual: 1.85%
[2025-11-27T20:14:33.189409] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 5.65% | Symbol ETA: 10.8s | Global ETA: 15m 51s
[2025-11-27T20:14:33.339040] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:33.340923] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.68%, Actual: 8.44%
[2025-11-27T20:14:33.352188] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -7.17%, Actual: 3.11%
[2025-11-27T20:14:33.453882] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:33.504183] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 1.25%
[2025-11-27T20:14:33.510546] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:33.515177] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.12%, Actual: 1.88%
[2025-11-27T20:14:33.571622] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 12.7s | Global ETA: 15m 52s
[2025-11-27T20:14:33.571892] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:33.572748] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:33.572879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:33.577672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:33.579620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:33.580174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:33.580646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:33.581783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:33.619834] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:33.673378] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 6.85%
[2025-11-27T20:14:33.678087] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.28%, Actual: 2.24%
[2025-11-27T20:14:33.683396] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 7.56% | Symbol ETA: 15.4s | Global ETA: 15m 52s
[2025-11-27T20:14:33.683675] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:33.684509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:33.684650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:33.689411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:33.693245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:33.693853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:33.698087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:33.842785] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.09%, Actual: 1.37%
[2025-11-27T20:14:33.848828] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 6.22%
[2025-11-27T20:14:33.914559] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:34.004251] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 10.55%, Actual: 3.23%
[2025-11-27T20:14:34.022865] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 2.95%
[2025-11-27T20:14:34.032715] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:34.091857] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:34.149986] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 12.1s | Global ETA: 15m 52s
[2025-11-27T20:14:34.150262] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:34.151127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:34.151259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.156353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:34.158291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:34.158912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:34.159411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:34.160675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:34.168134] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -5.18%, Actual: 1.56%
[2025-11-27T20:14:34.195831] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.00%
[2025-11-27T20:14:34.200747] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:34.265368] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.17% | Symbol ETA: 14.7s | Global ETA: 15m 53s
[2025-11-27T20:14:34.265659] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:34.266543] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:34.266690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.271728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:34.273604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:34.274159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:34.278393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:34.334453] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 1.41%
[2025-11-27T20:14:34.363959] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.63%
[2025-11-27T20:14:34.500002] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -4.28%, Actual: 0.81%
[2025-11-27T20:14:34.515458] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:34.530511] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.71%, Actual: 0.72%
[2025-11-27T20:14:34.616615] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:34.665086] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.47%, Actual: 1.30%
[2025-11-27T20:14:34.690184] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:34.697699] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 2.58%
[2025-11-27T20:14:34.698053] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.6236%
[2025-11-27T20:14:34.698235] [INFO ] [main      ] DIBS: DISCARDED add_late_session_pressure (score: 32.62%)
[2025-11-27T20:14:34.698338] [INFO ] [main      ] DIBS: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:14:34.698428] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity']
[2025-11-27T20:14:34.698521] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:34.711324] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:34.711882] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:34.712785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:34.712907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.717675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:34.718693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:34.721201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:34.723202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:34.748664] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 11.4s | Global ETA: 15m 53s
[2025-11-27T20:14:34.748944] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:34.749859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:34.749990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.755053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:34.756946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:34.757509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:34.757986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:34.759188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:34.783195] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:34.830624] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 5.65%, Actual: 1.93%
[2025-11-27T20:14:34.830958] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 33.1019%
[2025-11-27T20:14:34.831092] [INFO ] [main      ] COYA: DISCARDED add_open_11_elasticity (score: 33.10%)
[2025-11-27T20:14:34.831190] [INFO ] [main      ] COYA: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:14:34.831279] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_open_reversal_intensity']
[2025-11-27T20:14:34.831371] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:34.843053] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:34.843668] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:34.844547] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:34.844717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.847500] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -9.88% | Symbol ETA: 14.1s | Global ETA: 15m 53s
[2025-11-27T20:14:34.847787] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:34.848670] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:34.848800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:34.849436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:34.853649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:34.855475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:34.856054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:34.860380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:34.886923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:34.888333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.069386] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:35.105456] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:35.191013] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:35.214423] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:35.243134] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:35.280708] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:35.309372] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 18.8s | Global ETA: 15m 54s
[2025-11-27T20:14:35.309654] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:35.310566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:35.310709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.315691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:35.316741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:35.319358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:35.321397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.337671] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 10.8s | Global ETA: 15m 54s
[2025-11-27T20:14:35.337944] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:35.338823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:35.338958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.343954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:35.345821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:35.346382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:35.346871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:35.348100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.355396] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:35.376969] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:35.418454] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 4.76% | Symbol ETA: 13.5s | Global ETA: 15m 54s
[2025-11-27T20:14:35.418741] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:35.419535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:35.419679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.424487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:35.426239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:35.426729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:35.430743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.445825] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 15.6s | Global ETA: 15m 54s
[2025-11-27T20:14:35.446080] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:35.446885] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:35.447020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.451754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:35.489179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:35.490592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.669950] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:35.693701] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:35.761703] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:35.817880] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:35.834067] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:35.867037] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:35.899685] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 1.06% | Symbol ETA: 18.2s | Global ETA: 15m 55s
[2025-11-27T20:14:35.899933] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:35.900775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:35.900897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.905658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:35.906637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:35.909188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:35.911259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:35.925446] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:35.927083] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 10.2s | Global ETA: 15m 55s
[2025-11-27T20:14:35.987025] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.36% | Symbol ETA: 12.9s | Global ETA: 15m 55s
[2025-11-27T20:14:35.987234] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:35.987070] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:35.987995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:35.988063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:35.992667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:35.994487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:35.995037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:35.999079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:36.057810] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 15.0s | Global ETA: 15m 55s
[2025-11-27T20:14:36.058074] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:36.058977] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:36.059102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:36.063993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:36.101646] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.34%, Actual: 0.46%
[2025-11-27T20:14:36.102248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:36.103713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:36.247038] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:36.282637] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.64%, Actual: 0.32%
[2025-11-27T20:14:36.327305] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:36.419772] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:36.437843] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:36.459806] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.48%, Actual: 0.35%
[2025-11-27T20:14:36.488114] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 17.6s | Global ETA: 15m 56s
[2025-11-27T20:14:36.488451] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:36.489656] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:36.489809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:36.493911] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:36.496261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:36.497370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:36.500012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:36.502174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:36.555924] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 12.4s | Global ETA: 15m 56s
[2025-11-27T20:14:36.556195] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:36.557003] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:36.557130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:36.561937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:36.563776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:36.564369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:36.568501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:36.602737] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:36.627328] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.94%
[2025-11-27T20:14:36.668083] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.51% | Symbol ETA: 14.4s | Global ETA: 15m 56s
[2025-11-27T20:14:36.668347] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:36.669143] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:36.669269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:36.673875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:36.710958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:36.712565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:36.792639] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.07%
[2025-11-27T20:14:36.858271] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:36.901412] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:36.965330] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.08%
[2025-11-27T20:14:37.026454] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:37.048770] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:37.065503] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:37.090809] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 17.0s | Global ETA: 15m 57s
[2025-11-27T20:14:37.090969] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:37.091902] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:37.092038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.097245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:37.098410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:37.101130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:37.103195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:37.128692] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 6.53% | Symbol ETA: 11.8s | Global ETA: 15m 57s
[2025-11-27T20:14:37.128847] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:37.129611] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:37.129686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.134433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:37.136255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:37.136837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:37.139751] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 0.18%
[2025-11-27T20:14:37.141035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:37.217903] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:37.286312] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.69% | Symbol ETA: 13.9s | Global ETA: 15m 57s
[2025-11-27T20:14:37.286562] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:37.287355] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:37.287473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.292432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:37.313418] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:14:37.331289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:37.332925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:37.437199] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:37.486365] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:37.488968] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.26%
[2025-11-27T20:14:37.621296] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:37.654854] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:37.665132] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.37%
[2025-11-27T20:14:37.665502] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.3214%
[2025-11-27T20:14:37.665680] [INFO ] [main      ] FEMB: DISCARDED add_open_11_elasticity (score: 50.32%)
[2025-11-27T20:14:37.665795] [INFO ] [main      ] FEMB: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:14:37.665895] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_reversal_intensity']
[2025-11-27T20:14:37.665997] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:37.675551] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:37.678826] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:37.679520] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:37.680481] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:37.680555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.684373] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 16.4s | Global ETA: 15m 58s
[2025-11-27T20:14:37.684667] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:37.685470] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:37.685549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.685398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:37.687320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:37.687808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:37.688388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:37.689677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:37.690653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:37.691686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:37.694172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:37.696182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:37.717727] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -5.69% | Symbol ETA: 11.2s | Global ETA: 15m 58s
[2025-11-27T20:14:37.839193] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:37.883363] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.02%, Actual: 5.12%
[2025-11-27T20:14:37.906832] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.21% | Symbol ETA: 13.3s | Global ETA: 15m 58s
[2025-11-27T20:14:37.907083] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:37.907919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:37.908041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:37.912897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:37.952009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:37.953829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.030323] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:38.031126] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:38.045735] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -3.99%, Actual: 0.69%
[2025-11-27T20:14:38.198198] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:38.205218] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:38.209175] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 7.56%, Actual: 5.02%
[2025-11-27T20:14:38.261890] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 15.8s | Global ETA: 15m 59s
[2025-11-27T20:14:38.262043] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:38.263145] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:38.263280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:38.266545] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 15.1s | Global ETA: 15m 59s
[2025-11-27T20:14:38.266821] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:38.267876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:38.268009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:38.268811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:38.270049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:38.272564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:38.273646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:38.274920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.275508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:38.276129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:38.276611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:38.278046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.287282] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:38.375814] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 0.49%
[2025-11-27T20:14:38.455623] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:38.521801] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 12.6s | Global ETA: 15m 59s
[2025-11-27T20:14:38.522053] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:38.522856] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:38.522976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:38.527743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:38.539337] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -9.88%, Actual: 0.58%
[2025-11-27T20:14:38.565753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:38.567378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.611879] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:38.625867] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:38.705921] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 4.76%, Actual: 1.85%
[2025-11-27T20:14:38.781955] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:38.800896] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:38.844317] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 15.2s | Global ETA: 15m 59s
[2025-11-27T20:14:38.844451] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:38.845224] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:38.845426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:38.850242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:38.851266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:38.853737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:38.855746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.860757] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 14.6s | Global ETA: 15m 59s
[2025-11-27T20:14:38.860991] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:38.861894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:38.862053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:38.866956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:38.868924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:38.869503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:38.870011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:38.871412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:38.871665] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 4.37%
[2025-11-27T20:14:38.901203] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:39.038361] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 2.73%
[2025-11-27T20:14:39.072808] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:39.142346] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.74% | Symbol ETA: 12.0s | Global ETA: 15m 60s
[2025-11-27T20:14:39.142624] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:39.143482] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:39.143646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.148700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:39.188702] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:39.188979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:39.190570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.206134] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 6.53%, Actual: 0.58%
[2025-11-27T20:14:39.212249] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:39.358519] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:39.375748] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -5.69%, Actual: 0.82%
[2025-11-27T20:14:39.376111] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 33.2438%
[2025-11-27T20:14:39.376268] [INFO ] [main      ] ATHA: DISCARDED add_morning_range_expansion (score: 33.24%)
[2025-11-27T20:14:39.376377] [INFO ] [main      ] ATHA: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:14:39.376431] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_11_elasticity']
[2025-11-27T20:14:39.376532] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:39.384187] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:39.389663] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:39.390284] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:39.391222] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:39.391608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.396559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:39.398518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:39.399110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:39.400334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.420010] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.01% | Symbol ETA: 14.6s | Global ETA: 16m 0s
[2025-11-27T20:14:39.420283] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:39.421102] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:39.421230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.426051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:39.427166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:39.432031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:39.434203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.446758] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 14.0s | Global ETA: 16m 0s
[2025-11-27T20:14:39.447031] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:39.447889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:39.448040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.453067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:39.455030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:39.455635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:39.456102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:39.457467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.538678] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:39.703883] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:39.732923] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:39.769057] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.74% | Symbol ETA: 11.4s | Global ETA: 16m 1s
[2025-11-27T20:14:39.769313] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:39.770119] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:39.770241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.770192] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:39.774851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:39.807138] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:39.810918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:39.812304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.897471] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:39.938966] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:39.958874] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.49% | Symbol ETA: 15.3s | Global ETA: 16m 1s
[2025-11-27T20:14:39.959028] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:39.959819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:39.960009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:39.964987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:39.966851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:39.967405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:39.968617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:39.979328] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:40.002090] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.09% | Symbol ETA: 14.1s | Global ETA: 16m 1s
[2025-11-27T20:14:40.002240] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:40.003052] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:40.003122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:40.007878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:40.009056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:40.011594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:14:40.013975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:40.040706] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 13.4s | Global ETA: 16m 1s
[2025-11-27T20:14:40.040983] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:40.041928] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:40.042092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:40.048684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:40.051367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:40.052120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:40.052732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:40.054610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:40.138553] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:40.298111] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:40.300106] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:40.351680] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:40.363188] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.38% | Symbol ETA: 10.8s | Global ETA: 16m 2s
[2025-11-27T20:14:40.363446] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:40.364244] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:40.364364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:40.369103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:40.405805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:40.406424] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:40.407181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:40.474820] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:40.518461] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:40.537390] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.14% | Symbol ETA: 14.8s | Global ETA: 16m 2s
[2025-11-27T20:14:40.537695] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:40.538560] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:40.538704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:40.543394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:40.545184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:40.545747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:40.546893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:40.580181] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:40.580093] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.29% | Symbol ETA: 13.5s | Global ETA: 16m 2s
[2025-11-27T20:14:40.639845] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 12.8s | Global ETA: 16m 2s
[2025-11-27T20:14:40.640123] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:40.640968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:40.641103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:40.646323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:40.648657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:40.649271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:40.649766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:40.651166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:40.732042] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:40.749183] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.47%, Actual: 1.85%
[2025-11-27T20:14:40.876559] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:40.894180] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:40.917003] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 1.06%, Actual: 8.44%
[2025-11-27T20:14:40.958827] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.50% | Symbol ETA: 10.2s | Global ETA: 16m 3s
[2025-11-27T20:14:41.002197] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:41.040909] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:41.086097] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 1.25%
[2025-11-27T20:14:41.101610] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.74% | Symbol ETA: 14.2s | Global ETA: 16m 3s
[2025-11-27T20:14:41.101875] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:41.102704] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:41.102832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:41.107562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:41.109375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:41.109932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:41.111093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:41.122032] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.07%, Actual: 3.11%
[2025-11-27T20:14:41.173256] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:41.232378] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 12.2s | Global ETA: 16m 3s
[2025-11-27T20:14:41.232863] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:41.233714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:41.233846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:41.238977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:41.240990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:41.241605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:41.242067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:41.243433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:41.249808] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 6.85%
[2025-11-27T20:14:41.285539] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.28%, Actual: 1.88%
[2025-11-27T20:14:41.414915] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 6.22%
[2025-11-27T20:14:41.439945] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:41.450562] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.51%, Actual: 2.24%
[2025-11-27T20:14:41.579226] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 2.95%
[2025-11-27T20:14:41.594106] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:41.604042] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:41.613957] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.69%, Actual: 1.37%
[2025-11-27T20:14:41.665967] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -3.11% | Symbol ETA: 13.6s | Global ETA: 16m 4s
[2025-11-27T20:14:41.666120] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:41.666899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:41.667092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:41.671862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:41.673648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:41.674187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:41.675339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:41.748798] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 1.00%
[2025-11-27T20:14:41.763887] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:41.777396] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.21%, Actual: 3.23%
[2025-11-27T20:14:41.824310] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.6s | Global ETA: 16m 4s
[2025-11-27T20:14:41.824610] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:41.825489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:41.825641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:41.831167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:41.833212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:41.833863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:41.834348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:41.835758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:41.916174] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.63%
[2025-11-27T20:14:41.946551] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 1.56%
[2025-11-27T20:14:42.009298] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:42.091437] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.09%, Actual: 0.72%
[2025-11-27T20:14:42.113882] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 1.41%
[2025-11-27T20:14:42.171169] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:42.192021] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:42.231739] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.11% | Symbol ETA: 13.1s | Global ETA: 16m 5s
[2025-11-27T20:14:42.232012] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:42.232852] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:42.232983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.237663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:42.239440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:42.239998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:42.241156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.260053] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.29%, Actual: 2.58%
[2025-11-27T20:14:42.260378] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 31.5530%
[2025-11-27T20:14:42.260525] [INFO ] [main      ] DIBS: DISCARDED add_micro_gap_fill_velocity (score: 31.55%)
[2025-11-27T20:14:42.260641] [INFO ] [main      ] DIBS: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:14:42.260733] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:14:42.260824] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:42.271637] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:42.272147] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:42.273054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:42.273179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.278167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:42.278402] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.74%, Actual: 0.81%
[2025-11-27T20:14:42.279270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:42.281847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:42.282654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.358326] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:42.414476] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 11.0s | Global ETA: 16m 5s
[2025-11-27T20:14:42.414766] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:42.415530] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:42.415672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.420460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:42.422285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:42.422849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:42.423313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:42.424676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.441181] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.38%, Actual: 1.30%
[2025-11-27T20:14:42.565531] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:42.606843] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.50%, Actual: 1.93%
[2025-11-27T20:14:42.607208] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.5494%
[2025-11-27T20:14:42.607381] [INFO ] [main      ] COYA: DISCARDED add_open_reversal_intensity (score: 38.55%)
[2025-11-27T20:14:42.607480] [INFO ] [main      ] COYA: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:42.607569] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:14:42.607680] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:42.619563] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:42.622012] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:42.623078] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:42.623197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.623183] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:42.628090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:42.665937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:42.668076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.753236] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:42.763399] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:42.794757] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:42.813750] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -2.38% | Symbol ETA: 12.5s | Global ETA: 16m 5s
[2025-11-27T20:14:42.813899] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:42.814784] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:42.814910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.819761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:42.821541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:42.822103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:42.823303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.855465] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 17.3s | Global ETA: 16m 5s
[2025-11-27T20:14:42.855770] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:42.856559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:42.856695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.861484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:42.862464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:42.865110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:42.865907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:42.930350] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:42.986219] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 10.4s | Global ETA: 16m 6s
[2025-11-27T20:14:42.986487] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:42.987255] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:42.987385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:42.992207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:42.994031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:42.994588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:42.995031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:42.996344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.025754] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:43.150305] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:43.189050] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:43.222829] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:43.257535] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -2.52% | Symbol ETA: 14.8s | Global ETA: 16m 6s
[2025-11-27T20:14:43.257847] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:43.258672] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:43.258746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:43.265187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:43.303101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:43.304886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.316350] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:43.336567] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:43.376330] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.58% | Symbol ETA: 11.9s | Global ETA: 16m 6s
[2025-11-27T20:14:43.376587] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:43.377337] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:43.377482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:43.382176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:43.384008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:43.384544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:43.385702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.397779] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:43.458394] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 16.8s | Global ETA: 16m 6s
[2025-11-27T20:14:43.458667] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:43.459478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:43.459614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:43.464517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:43.465529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:43.468090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:43.468893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.503679] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:43.559143] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 9.8s | Global ETA: 16m 7s
[2025-11-27T20:14:43.633100] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:43.715633] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:43.726912] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.50%, Actual: 0.46%
[2025-11-27T20:14:43.798367] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:43.800247] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:43.867806] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 14.1s | Global ETA: 16m 7s
[2025-11-27T20:14:43.868060] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:43.868893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:43.869013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:43.873733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:43.883522] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:43.898232] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.70%, Actual: 0.32%
[2025-11-27T20:14:43.911794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:43.913360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.945097] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.24% | Symbol ETA: 11.4s | Global ETA: 16m 7s
[2025-11-27T20:14:43.945390] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:43.946212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:43.946344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:43.951301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:43.953090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:43.953662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:43.954857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:43.966649] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:44.026326] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 16.2s | Global ETA: 16m 7s
[2025-11-27T20:14:44.026629] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:44.027411] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:44.027548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:44.032274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:44.033247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:44.035763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:44.036536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:44.066703] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 0.35%
[2025-11-27T20:14:44.234770] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 0.94%
[2025-11-27T20:14:44.241073] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:44.296362] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:44.373680] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:44.401837] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:14:44.404107] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:44.469050] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:44.473186] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.78% | Symbol ETA: 13.4s | Global ETA: 16m 8s
[2025-11-27T20:14:44.473450] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:44.474266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:44.474390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:44.479183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:44.516356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:44.517943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:44.531533] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.38% | Symbol ETA: 10.8s | Global ETA: 16m 8s
[2025-11-27T20:14:44.531824] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:44.532818] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:44.532952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:44.537882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:44.540033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:44.540620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:44.541866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:44.543824] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:44.573502] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.08%
[2025-11-27T20:14:44.614312] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 15.6s | Global ETA: 16m 8s
[2025-11-27T20:14:44.614652] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:44.615717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:44.615864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:44.622681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:44.624150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:44.627570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:44.628691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:44.742533] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.18%
[2025-11-27T20:14:44.846094] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:44.878012] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:44.910570] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.49%
[2025-11-27T20:14:44.978948] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:45.009760] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:45.045477] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:45.077826] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.26%
[2025-11-27T20:14:45.078512] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.58% | Symbol ETA: 12.8s | Global ETA: 16m 9s
[2025-11-27T20:14:45.078659] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:45.079382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:45.079456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.084102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:45.107065] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.28% | Symbol ETA: 10.2s | Global ETA: 16m 9s
[2025-11-27T20:14:45.121688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:45.123242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.150412] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:45.212326] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 15.0s | Global ETA: 16m 9s
[2025-11-27T20:14:45.212613] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:45.213504] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:45.213643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.218923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:45.220123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:45.222849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:45.223652] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.265890] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.37%
[2025-11-27T20:14:45.266242] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 44.3012%
[2025-11-27T20:14:45.266419] [INFO ] [main      ] FEMB: DISCARDED add_open_reversal_intensity (score: 44.30%)
[2025-11-27T20:14:45.266530] [INFO ] [main      ] FEMB: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:45.266646] [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']
[2025-11-27T20:14:45.266749] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:45.276876] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.49%, Actual: 5.12%
[2025-11-27T20:14:45.279922] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:45.280692] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:45.281685] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:45.281817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.286802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:45.288838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:45.289396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:45.289821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:45.291443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.443903] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.14%, Actual: 0.69%
[2025-11-27T20:14:45.448222] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:45.588375] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:45.610162] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:45.610878] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.74%, Actual: 5.02%
[2025-11-27T20:14:45.630230] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:45.675854] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.99% | Symbol ETA: 12.1s | Global ETA: 16m 10s
[2025-11-27T20:14:45.676106] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:45.676921] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:45.677041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.681707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:45.718391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:45.720169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.756410] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:45.778519] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 0.49%
[2025-11-27T20:14:45.797389] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:45.815846] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 14.5s | Global ETA: 16m 10s
[2025-11-27T20:14:45.816100] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:45.816940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:45.817060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.821960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:45.822980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:45.825565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:45.826317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.858416] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 14.1s | Global ETA: 16m 10s
[2025-11-27T20:14:45.858564] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:45.859326] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:45.859394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:45.864218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:45.866043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:45.866600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:45.867054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:45.868609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:45.943908] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.11%, Actual: 0.58%
[2025-11-27T20:14:46.046884] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:46.108378] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 1.85%
[2025-11-27T20:14:46.159438] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:46.200517] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:46.207951] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:46.272420] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.58%, Actual: 4.37%
[2025-11-27T20:14:46.274157] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.98% | Symbol ETA: 11.5s | Global ETA: 16m 11s
[2025-11-27T20:14:46.274422] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:46.275232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:46.275353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.280057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:46.317099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:46.319089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.324073] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:46.363992] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:46.382978] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 13.9s | Global ETA: 16m 11s
[2025-11-27T20:14:46.383231] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:46.384065] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:46.384188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.389154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:46.390322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:46.392890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:46.393698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.421294] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.76% | Symbol ETA: 13.4s | Global ETA: 16m 11s
[2025-11-27T20:14:46.421558] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:46.422389] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:46.422543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.427313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:46.429107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:46.429692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:46.430140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:46.431722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.437741] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.24%, Actual: 2.73%
[2025-11-27T20:14:46.604183] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.38%, Actual: 0.58%
[2025-11-27T20:14:46.646230] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:46.738109] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:46.762121] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:46.768697] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.28%, Actual: 0.82%
[2025-11-27T20:14:46.769057] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 38.5207%
[2025-11-27T20:14:46.769220] [INFO ] [main      ] ATHA: DISCARDED add_open_11_elasticity (score: 38.52%)
[2025-11-27T20:14:46.769322] [INFO ] [main      ] ATHA: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:14:46.769429] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_reversal_intensity']
[2025-11-27T20:14:46.769532] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:46.782093] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:46.782819] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:46.783716] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:46.783843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.788619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:46.790379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:46.790931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:46.792278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.806879] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:46.872430] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 10.9s | Global ETA: 16m 11s
[2025-11-27T20:14:46.872562] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:46.873315] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:46.873480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.878278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:46.906939] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:46.915075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:46.916548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.929426] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:46.980402] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 13.3s | Global ETA: 16m 12s
[2025-11-27T20:14:46.980547] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:46.981399] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:46.981764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.987199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:46.988476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:46.989483] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 12.9s | Global ETA: 16m 12s
[2025-11-27T20:14:46.989708] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:46.990621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:46.990750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:46.991387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:46.992168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:46.995966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:46.998005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:46.998639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:46.999101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:47.000798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:47.125980] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:47.246712] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:47.293084] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:47.338520] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:47.345771] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:47.354799] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 14.5s | Global ETA: 16m 12s
[2025-11-27T20:14:47.355105] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:47.355924] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:47.356050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:47.360816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:47.362512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:47.363053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:47.364397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:47.413245] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:47.478897] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -6.04% | Symbol ETA: 10.3s | Global ETA: 16m 12s
[2025-11-27T20:14:47.479139] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:47.479934] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:47.480053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:47.484744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:47.506315] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:47.518705] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:47.521615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:47.523271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:47.565351] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 12.3s | Global ETA: 16m 13s
[2025-11-27T20:14:47.565641] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:47.566483] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:47.566658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:47.571733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:47.573604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:47.574174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:47.574718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:47.576304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:47.579484] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 12.7s | Global ETA: 16m 13s
[2025-11-27T20:14:47.579767] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:47.580697] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:47.580824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:47.586049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:47.587177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:47.589825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:14:47.590636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:47.714388] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:47.848810] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:47.878688] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:47.912444] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:47.922965] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:47.940444] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 14.0s | Global ETA: 16m 13s
[2025-11-27T20:14:47.940767] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:47.941597] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:47.941722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:47.946427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:47.948247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:47.948797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:47.950140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:48.011609] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:48.074776] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.52% | Symbol ETA: 9.7s | Global ETA: 16m 13s
[2025-11-27T20:14:48.075040] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:48.075840] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:48.075960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:48.077163] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:48.080671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:48.087819] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:48.117038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:48.118958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:48.133639] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 11.7s | Global ETA: 16m 13s
[2025-11-27T20:14:48.133770] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:48.134515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:48.134611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:48.139642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:48.141567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:48.142126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:48.142609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:48.144152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:48.146223] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 12.1s | Global ETA: 16m 13s
[2025-11-27T20:14:48.278201] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:48.314326] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:14:48.443718] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:48.449187] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:48.482256] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 8.44%
[2025-11-27T20:14:48.483184] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:48.505292] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 7.35% | Symbol ETA: 13.3s | Global ETA: 16m 14s
[2025-11-27T20:14:48.505432] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:48.506189] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:48.506257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:48.511039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:48.512773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:48.513361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:48.514771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:48.615075] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:48.655527] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:48.660416] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:14:48.681091] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 5.99% | Symbol ETA: 9.1s | Global ETA: 16m 14s
[2025-11-27T20:14:48.714600] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 11.2s | Global ETA: 16m 14s
[2025-11-27T20:14:48.714884] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:48.715788] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:48.715923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:48.721028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:48.723004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:48.723641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:48.724117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:48.725773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:48.825278] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 6.85%
[2025-11-27T20:14:48.845840] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:48.846980] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -2.52%, Actual: 3.11%
[2025-11-27T20:14:48.991787] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:14:49.010060] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:49.011777] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.70%, Actual: 1.88%
[2025-11-27T20:14:49.070733] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.70% | Symbol ETA: 12.8s | Global ETA: 16m 15s
[2025-11-27T20:14:49.071000] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:49.071539] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:49.071815] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:49.071883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:49.076535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:49.078359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:49.078936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:49.080260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:49.160489] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 2.95%
[2025-11-27T20:14:49.176088] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.78%, Actual: 2.24%
[2025-11-27T20:14:49.241983] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:49.301788] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 10.6s | Global ETA: 16m 15s
[2025-11-27T20:14:49.302068] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:49.302960] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:49.303090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:49.307923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:49.310004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:49.310596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:49.311046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:49.312622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:49.328684] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.00%
[2025-11-27T20:14:49.340701] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.58%, Actual: 1.37%
[2025-11-27T20:14:49.415060] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:49.495435] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.63%
[2025-11-27T20:14:49.505189] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.99%, Actual: 3.23%
[2025-11-27T20:14:49.580066] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:49.642021] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.82% | Symbol ETA: 12.2s | Global ETA: 16m 16s
[2025-11-27T20:14:49.642261] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:49.643124] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:49.643251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:49.646341] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:49.648046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:49.649891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:49.650427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:49.651820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:49.668721] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.64%, Actual: 0.72%
[2025-11-27T20:14:49.671881] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.98%, Actual: 1.56%
[2025-11-27T20:14:49.812955] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:49.834143] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:14:49.834510] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.4856%
[2025-11-27T20:14:49.834697] [INFO ] [main      ] DIBS: DISCARDED add_morning_followthrough_mag_T0 (score: 34.49%)
[2025-11-27T20:14:49.834801] [INFO ] [main      ] DIBS: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:14:49.834889] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_range_expansion']
[2025-11-27T20:14:49.834981] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:49.836146] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 1.41%
[2025-11-27T20:14:49.846155] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:49.846698] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:49.847603] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:49.847723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:49.852463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:49.853458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:49.855970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:49.860146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:49.870205] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 10.0s | Global ETA: 16m 16s
[2025-11-27T20:14:49.870457] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:49.871298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:49.871425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:49.876219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:49.878048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:49.878558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:49.879019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:49.880515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:49.984743] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:50.002748] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -6.04%, Actual: 0.81%
[2025-11-27T20:14:50.150265] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:50.165966] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.52%, Actual: 1.30%
[2025-11-27T20:14:50.206485] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:50.208711] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:50.211322] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 11.6s | Global ETA: 16m 16s
[2025-11-27T20:14:50.211595] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:50.212442] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:50.212570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.217258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:50.219044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:50.219587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:50.220905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:50.329249] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 5.99%, Actual: 1.93%
[2025-11-27T20:14:50.329615] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 43.9125%
[2025-11-27T20:14:50.329748] [INFO ] [main      ] COYA: DISCARDED add_open_vs_close_liquidity_ratio (score: 43.91%)
[2025-11-27T20:14:50.329847] [INFO ] [main      ] COYA: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:14:50.329936] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_open_vs_prev_range_position']
[2025-11-27T20:14:50.330029] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:50.341592] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:50.342037] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:50.343091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:50.343209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.347841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:50.368736] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:50.373744] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:50.385453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:50.388202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:50.429680] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 16.4s | Global ETA: 16m 17s
[2025-11-27T20:14:50.429948] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:50.430385] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 9.4s | Global ETA: 16m 17s
[2025-11-27T20:14:50.430534] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:50.430840] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:50.430960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.431310] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:50.431504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.435839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:50.436351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:50.436829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:50.438278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:50.438859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:50.439306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:50.439423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:50.440874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:50.443916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:50.550149] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:50.715801] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:50.719759] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:50.774211] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:50.776078] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.71% | Symbol ETA: 11.0s | Global ETA: 16m 17s
[2025-11-27T20:14:50.776345] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:50.777208] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:50.777337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.778403] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:50.782118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:50.783898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:50.784428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:50.785773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:50.894533] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:50.937735] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:50.946407] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:50.969375] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 14.0s | Global ETA: 16m 18s
[2025-11-27T20:14:50.969668] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:50.970508] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:50.970678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:50.975662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:50.999021] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 15.8s | Global ETA: 16m 18s
[2025-11-27T20:14:50.999272] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:51.000097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:51.000228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:51.003238] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 8.9s | Global ETA: 16m 18s
[2025-11-27T20:14:51.005684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:51.006733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:51.009316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:51.013626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.015115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:51.018509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.117995] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:51.169695] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.49%, Actual: 0.46%
[2025-11-27T20:14:51.281657] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:51.337037] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.76%, Actual: 0.32%
[2025-11-27T20:14:51.341954] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 10.5s | Global ETA: 16m 18s
[2025-11-27T20:14:51.342211] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:51.343039] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:51.343168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:51.347924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:51.349706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:51.350238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:51.351567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.357255] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:51.398769] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:51.505028] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.60%, Actual: 0.35%
[2025-11-27T20:14:51.525647] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:51.563117] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:51.599282] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 13.4s | Global ETA: 16m 19s
[2025-11-27T20:14:51.599538] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:51.600367] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:51.600490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:51.605513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:51.624540] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 15.3s | Global ETA: 16m 19s
[2025-11-27T20:14:51.624822] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:51.625621] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:51.625743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:51.630517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:51.631495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:51.634037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:51.638291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.645247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:51.648569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.676777] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.94%
[2025-11-27T20:14:51.683223] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:51.848698] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.07%
[2025-11-27T20:14:51.851086] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:51.913300] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.78% | Symbol ETA: 9.9s | Global ETA: 16m 19s
[2025-11-27T20:14:51.913507] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:51.914360] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:51.914488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:51.919297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:51.921085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:51.921652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:14:51.922984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:51.976049] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:51.989176] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:52.018145] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 0.08%
[2025-11-27T20:14:52.155294] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:52.161366] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:52.181673] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.18%
[2025-11-27T20:14:52.225475] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.63% | Symbol ETA: 14.7s | Global ETA: 16m 20s
[2025-11-27T20:14:52.225789] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:52.226082] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.78% | Symbol ETA: 12.7s | Global ETA: 16m 20s
[2025-11-27T20:14:52.226327] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:14:52.226884] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:52.227043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:52.227180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:52.227312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:52.232146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:52.233629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:52.235139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:52.238658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:52.244254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:52.255268] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:52.270302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:52.273259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:52.350195] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.49%
[2025-11-27T20:14:52.418810] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:52.481772] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 9.3s | Global ETA: 16m 20s
[2025-11-27T20:14:52.522857] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.26%
[2025-11-27T20:14:52.579366] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:14:52.602071] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:14:52.657192] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 0.72%, Actual: 5.12%
[2025-11-27T20:14:52.694932] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.37%
[2025-11-27T20:14:52.695297] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 57.3826%
[2025-11-27T20:14:52.695459] [INFO ] [main      ] FEMB: DISCARDED add_open_vs_close_liquidity_ratio (score: 57.38%)
[2025-11-27T20:14:52.695606] [INFO ] [main      ] FEMB: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:14:52.695713] [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']
[2025-11-27T20:14:52.695815] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:14:52.708515] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:52.709122] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:14:52.710064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:52.710198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:52.715126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:52.717050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:52.717621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:52.718089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:52.721004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:52.743776] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:52.766671] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:52.804179] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 14.1s | Global ETA: 16m 20s
[2025-11-27T20:14:52.804446] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:14:52.805269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:52.805392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:52.810168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:52.811178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:52.813636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:52.817811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:52.827805] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: 1.15%, Actual: 0.69%
[2025-11-27T20:14:52.836998] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -4.56% | Symbol ETA: 12.1s | Global ETA: 16m 20s
[2025-11-27T20:14:52.837256] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:14:52.838091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:52.838234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:52.842972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:52.880167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:52.883011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:52.997544] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 7.35%, Actual: 5.02%
[2025-11-27T20:14:53.055345] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:14:53.150155] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:14:53.166051] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.70%, Actual: 0.49%
[2025-11-27T20:14:53.208648] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:14:53.227875] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:53.289735] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 13.2s | Global ETA: 16m 21s
[2025-11-27T20:14:53.290019] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:14:53.290870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:53.291022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:53.296674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:53.298948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:53.299633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:53.300104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:53.303239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:53.311030] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:53.344261] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.82%, Actual: 0.58%
[2025-11-27T20:14:53.371437] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 13.5s | Global ETA: 16m 21s
[2025-11-27T20:14:53.371727] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:14:53.371793] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:53.372554] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:53.372653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:53.377293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:53.378326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:53.380797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:53.385019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:53.440140] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.28% | Symbol ETA: 11.4s | Global ETA: 16m 21s
[2025-11-27T20:14:53.440397] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:14:53.441207] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:53.441326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:53.446087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:53.483083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:53.485921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:53.508093] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 1.85%
[2025-11-27T20:14:53.649625] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:14:53.675604] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.71%, Actual: 4.37%
[2025-11-27T20:14:53.720596] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:14:53.816899] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:14:53.823930] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:53.844317] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.75%, Actual: 2.73%
[2025-11-27T20:14:53.884222] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 12.7s | Global ETA: 16m 22s
[2025-11-27T20:14:53.884485] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:14:53.884933] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:53.885396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:53.885587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:53.890445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:53.892612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:53.893310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:53.893856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:53.896766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:53.946375] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 12.9s | Global ETA: 16m 22s
[2025-11-27T20:14:53.946647] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:14:53.947431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:53.947552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:53.952275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:53.953254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:53.955724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:53.959935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:53.988550] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:54.010100] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 0.58%
[2025-11-27T20:14:54.060877] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 10.8s | Global ETA: 16m 22s
[2025-11-27T20:14:54.061139] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:14:54.061983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:54.062111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.067049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:54.105505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:54.108944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.175692] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.53%, Actual: 0.82%
[2025-11-27T20:14:54.176020] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 39.0743%
[2025-11-27T20:14:54.176167] [INFO ] [main      ] ATHA: DISCARDED add_open_reversal_intensity (score: 39.07%)
[2025-11-27T20:14:54.176274] [INFO ] [main      ] ATHA: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:54.176371] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:14:54.176472] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:14:54.189526] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:54.190235] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:14:54.191136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:54.191263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.196708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:54.198596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:54.199126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:54.200714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.226196] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:14:54.292861] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:14:54.396550] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:54.447563] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:14:54.454372] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 12.1s | Global ETA: 16m 23s
[2025-11-27T20:14:54.454651] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:14:54.455466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:54.455640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.455569] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:54.460469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:54.462328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:54.462889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:54.463352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:54.466180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.515854] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 12.3s | Global ETA: 16m 23s
[2025-11-27T20:14:54.516114] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:14:54.516949] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:54.517073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.521845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:54.522830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:54.525275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:54.529458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.532705] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:14:54.624624] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:54.695804] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 10.2s | Global ETA: 16m 23s
[2025-11-27T20:14:54.696069] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:14:54.696982] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:54.697112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.701104] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:54.701978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:54.741673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:54.745056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.764529] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 13.8s | Global ETA: 16m 23s
[2025-11-27T20:14:54.764858] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:14:54.765718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:54.765847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:54.771174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:54.773173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:54.773737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:54.775449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:54.800771] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:14:54.860210] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:14:54.963196] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:55.022130] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 11.5s | Global ETA: 16m 24s
[2025-11-27T20:14:55.022390] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:14:55.023193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:55.023321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.026125] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:55.028051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:55.029919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:55.030465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:55.030957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:55.033804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.080090] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:14:55.089922] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.51% | Symbol ETA: 11.8s | Global ETA: 16m 24s
[2025-11-27T20:14:55.090181] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:14:55.090990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:55.091112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.096038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:55.097040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:55.099500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:14:55.103855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.110656] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:14:55.246184] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:55.276728] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:55.313029] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 9.6s | Global ETA: 16m 24s
[2025-11-27T20:14:55.313281] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:14:55.314089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:55.314211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.318868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:55.337641] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.96% | Symbol ETA: 13.2s | Global ETA: 16m 24s
[2025-11-27T20:14:55.337911] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:14:55.338778] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:55.338913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.343666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:55.345534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:55.346103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:55.347641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.355106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:55.358034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.366130] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:14:55.444176] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:14:55.547301] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:55.604661] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 10.9s | Global ETA: 16m 25s
[2025-11-27T20:14:55.604911] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:14:55.605734] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:55.605862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.609002] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:55.610660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:55.612456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:55.613001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:55.613452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:55.616284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.667070] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.20% | Symbol ETA: 11.2s | Global ETA: 16m 25s
[2025-11-27T20:14:55.684427] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:14:55.697165] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:14:55.836394] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.35%, Actual: 1.85%
[2025-11-27T20:14:55.846668] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:55.863436] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:55.912749] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.36% | Symbol ETA: 9.0s | Global ETA: 16m 25s
[2025-11-27T20:14:55.913003] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:14:55.913813] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:55.913932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.918610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:55.923730] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.24% | Symbol ETA: 12.7s | Global ETA: 16m 25s
[2025-11-27T20:14:55.924002] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:14:55.924829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:55.924959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:55.929752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:55.931558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:55.932103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:55.933639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.943386] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:14:55.954649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:55.957738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:55.999653] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.25%, Actual: 8.44%
[2025-11-27T20:14:56.132210] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:56.161745] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.61%, Actual: 1.25%
[2025-11-27T20:14:56.192873] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 10.3s | Global ETA: 16m 25s
[2025-11-27T20:14:56.193157] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:14:56.194054] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:56.194190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:56.199308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:56.201444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:56.202027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:56.202510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:56.205561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:56.266587] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:14:56.284986] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:14:56.323211] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.63%, Actual: 6.85%
[2025-11-27T20:14:56.432769] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:56.451791] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:56.487651] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 6.22%
[2025-11-27T20:14:56.494566] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -4.52% | Symbol ETA: 12.1s | Global ETA: 16m 26s
[2025-11-27T20:14:56.494854] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:14:56.495676] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:56.495828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:56.500653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:56.502474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:56.503038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:56.504697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:56.518837] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 10.52% | Symbol ETA: 8.3s | Global ETA: 16m 26s
[2025-11-27T20:14:56.559945] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:14:56.659888] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 2.95%
[2025-11-27T20:14:56.683133] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.94%, Actual: 3.11%
[2025-11-27T20:14:56.743941] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:56.811996] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 9.8s | Global ETA: 16m 26s
[2025-11-27T20:14:56.812290] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:14:56.813230] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:56.813366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:56.818429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:56.820443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:56.821023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:56.821512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:56.822429] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 1.00%
[2025-11-27T20:14:56.824389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:56.833301] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:14:56.846259] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.88%, Actual: 1.88%
[2025-11-27T20:14:56.988260] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.63%
[2025-11-27T20:14:56.999556] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:14:57.014109] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.78%, Actual: 2.24%
[2025-11-27T20:14:57.061047] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -6.42% | Symbol ETA: 11.5s | Global ETA: 16m 27s
[2025-11-27T20:14:57.061298] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:14:57.062131] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:57.062262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.067060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:57.068892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:57.069438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:57.070960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:57.152009] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.51%, Actual: 0.72%
[2025-11-27T20:14:57.159507] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:14:57.181999] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -4.56%, Actual: 1.37%
[2025-11-27T20:14:57.328896] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 2.58%
[2025-11-27T20:14:57.329267] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.3010%
[2025-11-27T20:14:57.329413] [INFO ] [main      ] DIBS: DISCARDED add_morning_range_expansion (score: 32.30%)
[2025-11-27T20:14:57.329510] [INFO ] [main      ] DIBS: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:14:57.329615] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity']
[2025-11-27T20:14:57.329711] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:14:57.334915] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:57.340720] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:57.341472] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:14:57.342385] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:57.342507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.346913] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.28%, Actual: 3.23%
[2025-11-27T20:14:57.347256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:57.348283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:57.350772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:57.351975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:57.395335] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 9.2s | Global ETA: 16m 27s
[2025-11-27T20:14:57.395619] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:14:57.396462] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:57.396608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.399301] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:14:57.401499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:57.403319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:57.403897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:57.404356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:57.407215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:57.512035] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 1.56%
[2025-11-27T20:14:57.562083] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:14:57.622224] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 10.9s | Global ETA: 16m 28s
[2025-11-27T20:14:57.622484] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:14:57.623295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:57.623423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.628174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:57.629974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:57.630521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:57.632040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:57.677069] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.41%
[2025-11-27T20:14:57.684458] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:14:57.746813] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:14:57.842515] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.87%, Actual: 0.81%
[2025-11-27T20:14:57.850748] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:57.909651] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:57.910682] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 15.3s | Global ETA: 16m 28s
[2025-11-27T20:14:57.910835] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:14:57.911593] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:57.911667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.916475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:57.917488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:57.920000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:57.921206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:57.958653] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:14:57.965987] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 8.6s | Global ETA: 16m 28s
[2025-11-27T20:14:57.966255] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:14:57.967079] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:14:57.967209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:57.971933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:57.973703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:14:57.974233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:14:57.974706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:14:57.977455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:58.007502] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.36%, Actual: 1.30%
[2025-11-27T20:14:58.122406] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:14:58.183148] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 10.52%, Actual: 1.93%
[2025-11-27T20:14:58.183392] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.7431%
[2025-11-27T20:14:58.183651] [INFO ] [main      ] COYA: DISCARDED add_open_vs_prev_range_position (score: 42.74%)
[2025-11-27T20:14:58.183761] [INFO ] [main      ] COYA: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:14:58.183858] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_overnight_gap_amplitude']
[2025-11-27T20:14:58.183954] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:14:58.196646] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:14:58.197243] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:14:58.198245] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:58.198372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:58.201633] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 10.4s | Global ETA: 16m 28s
[2025-11-27T20:14:58.201925] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:14:58.202752] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:58.202880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:58.203494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:58.207727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:58.209639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:58.210180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:58.211715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:58.243658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:14:58.244560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:58.253926] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:14:58.302920] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:14:58.418904] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:58.465482] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:58.478262] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 14.8s | Global ETA: 16m 29s
[2025-11-27T20:14:58.478398] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:14:58.479145] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:58.479213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:58.483899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:58.484964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:58.487410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:58.488637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:58.522381] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 8.0s | Global ETA: 16m 29s
[2025-11-27T20:14:58.544067] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:14:58.571458] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:14:58.685838] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.48%, Actual: 0.46%
[2025-11-27T20:14:58.709928] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:14:58.735655] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:14:58.770302] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 9.8s | Global ETA: 16m 29s
[2025-11-27T20:14:58.770595] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:14:58.771445] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:58.771598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:58.776467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:58.778304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:58.778875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:58.780456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:58.804118] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 13.3s | Global ETA: 16m 29s
[2025-11-27T20:14:58.804381] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:14:58.805187] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:58.805307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:58.810081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:58.832773] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:14:58.848003] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.81%, Actual: 0.32%
[2025-11-27T20:14:58.849099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:14:58.849899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:59.010792] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.52%, Actual: 0.35%
[2025-11-27T20:14:59.018215] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:59.079054] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 14.3s | Global ETA: 16m 30s
[2025-11-27T20:14:59.079313] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:14:59.080168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:59.080290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:59.085039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:59.086079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:59.088599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:59.089885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:59.112893] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:14:59.173822] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.94%
[2025-11-27T20:14:59.183637] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:14:59.289369] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:14:59.336872] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.07%
[2025-11-27T20:14:59.351972] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 7.56% | Symbol ETA: 9.2s | Global ETA: 16m 30s
[2025-11-27T20:14:59.352130] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:14:59.353043] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:59.353171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:59.355257] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:14:59.357908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:14:59.359713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:14:59.360241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:14:59.361793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:59.424237] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:14:59.426592] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 12.8s | Global ETA: 16m 30s
[2025-11-27T20:14:59.426853] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:14:59.427693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:14:59.427816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:59.432725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:14:59.471660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:14:59.472697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:59.498668] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 0.08%
[2025-11-27T20:14:59.591287] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:14:59.651372] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 13.7s | Global ETA: 16m 31s
[2025-11-27T20:14:59.651664] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:14:59.652465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:14:59.652605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:14:59.657599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:14:59.658949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:14:59.661439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:14:59.662461] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.18%
[2025-11-27T20:14:59.662724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:14:59.692280] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:14:59.816500] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:14:59.836142] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:14:59.859368] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:14:59.920783] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.32% | Symbol ETA: 8.6s | Global ETA: 16m 31s
[2025-11-27T20:14:59.985285] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:14:59.991489] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:00.000859] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.26%
[2025-11-27T20:15:00.062076] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.13% | Symbol ETA: 12.2s | Global ETA: 16m 31s
[2025-11-27T20:15:00.062370] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:00.063392] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:00.063522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.068492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:00.087801] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.69%, Actual: 5.12%
[2025-11-27T20:15:00.107939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:00.108768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:00.156563] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:00.166017] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.37%
[2025-11-27T20:15:00.166355] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.6278%
[2025-11-27T20:15:00.166513] [INFO ] [main      ] FEMB: DISCARDED add_open_vs_prev_range_position (score: 50.63%)
[2025-11-27T20:15:00.166642] [INFO ] [main      ] FEMB: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:15:00.166741] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_amplitude']
[2025-11-27T20:15:00.166842] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:00.178790] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:00.179331] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:00.180244] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:00.180376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.185106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:00.186918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:00.187452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:00.187925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:00.188618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:00.215524] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 13.1s | Global ETA: 16m 31s
[2025-11-27T20:15:00.215815] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:00.216621] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:00.216741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.221418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:00.222387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:00.224870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:15:00.226084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:00.252741] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.96%, Actual: 0.69%
[2025-11-27T20:15:00.416477] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.24%, Actual: 5.02%
[2025-11-27T20:15:00.470284] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:00.546876] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:00.557091] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:00.638295] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:00.734796] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.14% | Symbol ETA: 11.7s | Global ETA: 16m 32s
[2025-11-27T20:15:00.734930] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:00.735670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:00.735752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.740384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:00.761520] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:00.766450] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -4.52%, Actual: 0.49%
[2025-11-27T20:15:00.778509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:00.779208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:00.825700] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 12.5s | Global ETA: 16m 32s
[2025-11-27T20:15:00.825970] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:00.826776] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:00.826896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.831651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:00.832630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:00.835044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:15:00.836235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:00.900908] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:00.984309] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 14.7s | Global ETA: 16m 33s
[2025-11-27T20:15:00.984563] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:00.985363] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:00.985484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:00.990191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:00.991931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:00.992463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:00.992920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:00.993556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:01.005120] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -6.42%, Actual: 0.58%
[2025-11-27T20:15:01.179384] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 1.85%
[2025-11-27T20:15:01.189520] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:01.319174] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:01.371534] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.93%, Actual: 4.37%
[2025-11-27T20:15:01.392862] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:01.393738] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:01.466258] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.39% | Symbol ETA: 11.1s | Global ETA: 16m 33s
[2025-11-27T20:15:01.466391] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:01.467157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:01.467223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:01.471895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:01.508791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:01.509683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:01.520228] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:01.542010] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.82%, Actual: 2.73%
[2025-11-27T20:15:01.569386] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:01.578901] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 13.1s | Global ETA: 16m 34s
[2025-11-27T20:15:01.579038] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:01.579826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:01.579896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:01.584807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:01.586649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:01.587218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:01.587718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:01.588353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:01.630034] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 12.1s | Global ETA: 16m 34s
[2025-11-27T20:15:01.630295] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:01.631138] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:01.631270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:01.636227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:01.637325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:01.639865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:15:01.641067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:01.733735] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 7.56%, Actual: 0.58%
[2025-11-27T20:15:01.852173] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:01.919510] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.32%, Actual: 0.82%
[2025-11-27T20:15:01.919836] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 35.5249%
[2025-11-27T20:15:01.919953] [INFO ] [main      ] ATHA: DISCARDED add_open_vs_close_liquidity_ratio (score: 35.52%)
[2025-11-27T20:15:01.920000] [INFO ] [main      ] ATHA: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:15:01.920037] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position']
[2025-11-27T20:15:01.920076] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:01.933504] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:01.934047] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:01.935103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:01.935182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:01.940321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:01.942302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:01.942832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:01.945793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:01.955690] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:02.018779] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:02.037973] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:02.105042] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 10.5s | Global ETA: 16m 34s
[2025-11-27T20:15:02.105183] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:02.105953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:02.106038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.111321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:02.145656] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:02.147547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:02.148615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.198820] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:02.206550] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.73% | Symbol ETA: 12.2s | Global ETA: 16m 34s
[2025-11-27T20:15:02.206857] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:02.207795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:02.207950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.213394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:02.215912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:02.216717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:02.217184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:02.218258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.261557] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 11.4s | Global ETA: 16m 35s
[2025-11-27T20:15:02.261739] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:02.262754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:02.262983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.270169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:02.271873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:02.275488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:15:02.277321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.314653] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:02.475686] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:02.495785] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:02.560169] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 14.0s | Global ETA: 16m 35s
[2025-11-27T20:15:02.560439] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:02.561299] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:02.561434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.566499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:02.568425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:02.569001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:02.571942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.573120] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:02.639634] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:02.643488] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:02.711624] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.91% | Symbol ETA: 9.8s | Global ETA: 16m 35s
[2025-11-27T20:15:02.711876] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:02.712692] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:02.712812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.717666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:02.741156] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:02.754636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:02.755629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.802057] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 11.4s | Global ETA: 16m 35s
[2025-11-27T20:15:02.802321] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:02.803184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:02.803310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.808348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:02.810307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:02.810884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:02.811343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:02.812095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.812493] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:02.871595] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 10.8s | Global ETA: 16m 35s
[2025-11-27T20:15:02.871860] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:02.872672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:02.872800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:02.877530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:02.878547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:02.881050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:15:02.882231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:02.933695] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:03.083741] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:03.113442] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:03.154963] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:03.178692] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.09% | Symbol ETA: 13.3s | Global ETA: 16m 36s
[2025-11-27T20:15:03.178959] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:03.179819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:03.179959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.185030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:03.186888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:03.187483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:03.190383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:03.229499] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:03.248021] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:03.311917] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.51% | Symbol ETA: 9.1s | Global ETA: 16m 36s
[2025-11-27T20:15:03.312168] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:03.312963] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:03.313084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.317775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:03.322366] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:03.354210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:03.354960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:03.379227] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 10.7s | Global ETA: 16m 36s
[2025-11-27T20:15:03.379356] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:03.380114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:03.380183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.384874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:03.386589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:03.387049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:03.387425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:03.388024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:03.413312] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:03.470982] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 10.2s | Global ETA: 16m 36s
[2025-11-27T20:15:03.544314] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:03.645244] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:15:03.681564] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:03.723255] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:03.724695] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:03.786675] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.50% | Symbol ETA: 12.7s | Global ETA: 16m 37s
[2025-11-27T20:15:03.786956] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:03.787883] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:03.788015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.793153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:03.794993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:03.795539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:03.798696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:03.842793] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:03.859050] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 8.44%
[2025-11-27T20:15:03.895724] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:03.907360] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.69% | Symbol ETA: 8.5s | Global ETA: 16m 37s
[2025-11-27T20:15:03.907673] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:03.908489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:03.908624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.913323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:03.949422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:03.950250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:03.953062] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 10.0s | Global ETA: 16m 37s
[2025-11-27T20:15:03.953328] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:03.954206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:03.954329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:03.959784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:03.961900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:03.962637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:03.963278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:03.963937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:04.029798] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 1.25%
[2025-11-27T20:15:04.158039] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:04.191359] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 6.85%
[2025-11-27T20:15:04.277653] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:04.311139] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:04.337045] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:04.353628] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 6.22%
[2025-11-27T20:15:04.401505] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 3.07% | Symbol ETA: 12.1s | Global ETA: 16m 38s
[2025-11-27T20:15:04.401691] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:04.402670] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:04.402802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:04.407988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:04.410004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:04.410566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:04.413938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:04.442685] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:04.481174] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:04.508178] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.54% | Symbol ETA: 7.9s | Global ETA: 16m 38s
[2025-11-27T20:15:04.515431] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 2.95%
[2025-11-27T20:15:04.536976] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 9.3s | Global ETA: 16m 38s
[2025-11-27T20:15:04.537238] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:04.538057] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:04.538210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:04.543143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:04.545000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:04.545539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:04.546017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:04.546698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:04.672824] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.15%, Actual: 3.11%
[2025-11-27T20:15:04.676245] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.00%
[2025-11-27T20:15:04.770492] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:04.837151] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.04%, Actual: 1.88%
[2025-11-27T20:15:04.839023] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.63%
[2025-11-27T20:15:04.883079] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:04.948709] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:05.000459] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.64%, Actual: 0.72%
[2025-11-27T20:15:05.001600] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.13%, Actual: 2.24%
[2025-11-27T20:15:05.013064] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.57% | Symbol ETA: 11.4s | Global ETA: 16m 39s
[2025-11-27T20:15:05.013205] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:05.013998] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:05.014068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.019028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:05.021120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:05.021710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:05.024726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.052918] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:05.109564] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 8.7s | Global ETA: 16m 39s
[2025-11-27T20:15:05.109866] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:05.110718] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:05.110841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.115756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:05.117569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:05.118123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:05.118647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:05.119295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.161325] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:15:05.161591] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 35.3641%
[2025-11-27T20:15:05.161746] [INFO ] [main      ] DIBS: DISCARDED add_open_11_elasticity (score: 35.36%)
[2025-11-27T20:15:05.161861] [INFO ] [main      ] DIBS: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:15:05.161960] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity']
[2025-11-27T20:15:05.162061] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:05.170933] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.14%, Actual: 1.37%
[2025-11-27T20:15:05.173030] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:05.173688] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:05.174591] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:05.174718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.179472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:05.180471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:05.182945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:05.184274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.355876] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.39%, Actual: 3.23%
[2025-11-27T20:15:05.375244] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:05.461352] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:05.530616] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:05.540811] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 1.56%
[2025-11-27T20:15:05.541407] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:05.602488] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.48% | Symbol ETA: 10.8s | Global ETA: 16m 40s
[2025-11-27T20:15:05.602775] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:05.603618] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:05.603744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.608475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:05.610214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:05.610729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:05.613440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.636602] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:05.693008] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:05.695890] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 8.1s | Global ETA: 16m 40s
[2025-11-27T20:15:05.696168] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:05.696990] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:05.697111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.702075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:05.704010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:05.704557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:05.705054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:05.705739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.754895] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 15.1s | Global ETA: 16m 40s
[2025-11-27T20:15:05.755151] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:05.755977] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:05.756106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:05.760972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:05.762057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:05.762991] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.91%, Actual: 1.41%
[2025-11-27T20:15:05.764564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:05.765937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:05.924953] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.51%, Actual: 0.81%
[2025-11-27T20:15:05.948777] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:06.050097] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:06.086226] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.69%, Actual: 1.30%
[2025-11-27T20:15:06.090656] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:06.121238] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:06.199610] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 10.2s | Global ETA: 16m 40s
[2025-11-27T20:15:06.199887] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:06.200712] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:06.200839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.205537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:06.207303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:06.207844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:06.210647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.219983] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:06.247751] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.54%, Actual: 1.93%
[2025-11-27T20:15:06.248062] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.7090%
[2025-11-27T20:15:06.248238] [INFO ] [main      ] COYA: DISCARDED add_overnight_gap_amplitude (score: 42.71%)
[2025-11-27T20:15:06.248341] [INFO ] [main      ] COYA: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:15:06.248412] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_overnight_gap_mag']
[2025-11-27T20:15:06.248556] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:06.253402] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:06.260298] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:06.260709] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:06.261498] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:06.261558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.266177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:06.277011] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 7.5s | Global ETA: 16m 41s
[2025-11-27T20:15:06.303395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:06.304316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.314233] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 14.4s | Global ETA: 16m 41s
[2025-11-27T20:15:06.314406] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:06.315211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:06.315340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.320080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:06.321062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:06.323585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:06.324961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.447698] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.45%, Actual: 0.46%
[2025-11-27T20:15:06.546121] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:06.613068] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.63%, Actual: 0.32%
[2025-11-27T20:15:06.626396] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:06.650879] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:06.713546] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:06.774913] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 9.6s | Global ETA: 16m 41s
[2025-11-27T20:15:06.775185] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:06.776017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:06.776144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.781026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:06.783050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:06.783683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:06.783625] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.73%, Actual: 0.35%
[2025-11-27T20:15:06.786470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.788010] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:06.813937] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:06.857509] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 12.8s | Global ETA: 16m 41s
[2025-11-27T20:15:06.857674] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:06.858497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:06.858638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.864014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:06.874302] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 13.8s | Global ETA: 16m 41s
[2025-11-27T20:15:06.874417] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:06.875156] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:06.875292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:06.880021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:06.881024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:06.883482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:06.884848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.901696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:06.902559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:06.954438] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.94%
[2025-11-27T20:15:07.121484] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.07%
[2025-11-27T20:15:07.122387] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:07.211648] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:07.227072] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:07.289423] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:07.290253] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.08%
[2025-11-27T20:15:07.351248] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 9.0s | Global ETA: 16m 42s
[2025-11-27T20:15:07.351522] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:07.352355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:07.352485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:07.357228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:07.359120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:07.359710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:07.362616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:07.376461] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:07.389399] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:07.438437] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 13.3s | Global ETA: 16m 42s
[2025-11-27T20:15:07.438729] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:07.439564] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:07.439710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:07.444452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:07.445461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:07.447934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:07.449328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:07.455894] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.18%
[2025-11-27T20:15:07.458476] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.98% | Symbol ETA: 12.3s | Global ETA: 16m 42s
[2025-11-27T20:15:07.458736] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:07.459533] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:07.459671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:07.464312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:07.501099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:07.502158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:07.621669] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.49%
[2025-11-27T20:15:07.691302] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:07.779701] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:07.791302] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.26%
[2025-11-27T20:15:07.829388] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:07.854723] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:07.914915] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.10% | Symbol ETA: 8.4s | Global ETA: 16m 43s
[2025-11-27T20:15:07.944142] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:07.958430] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.37%
[2025-11-27T20:15:07.958668] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.4685%
[2025-11-27T20:15:07.958879] [INFO ] [main      ] FEMB: DISCARDED add_overnight_gap_amplitude (score: 50.47%)
[2025-11-27T20:15:07.958980] [INFO ] [main      ] FEMB: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:15:07.959069] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_mag']
[2025-11-27T20:15:07.959161] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:07.970672] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:07.971153] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:07.972054] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:07.972176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:07.976942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:07.978761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:07.979285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:07.979747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:07.980449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:07.992676] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:08.003920] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 12.7s | Global ETA: 16m 43s
[2025-11-27T20:15:08.004181] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:08.004986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:08.005118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:08.010259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:08.011249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:08.013799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:08.015158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:08.060457] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.76% | Symbol ETA: 11.7s | Global ETA: 16m 43s
[2025-11-27T20:15:08.060601] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:08.061336] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:08.061400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:08.066024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:08.078676] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 1.23%, Actual: 5.12%
[2025-11-27T20:15:08.102510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:08.103361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:08.242427] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.09%, Actual: 0.69%
[2025-11-27T20:15:08.315631] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:08.347662] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:08.406465] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.50%, Actual: 5.02%
[2025-11-27T20:15:08.430724] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:08.481270] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:08.511087] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:08.540508] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 12.3s | Global ETA: 16m 44s
[2025-11-27T20:15:08.540769] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:08.541615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:08.541738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:08.546588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:08.548464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:08.549031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:08.549490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:08.550223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:08.569697] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 12.1s | Global ETA: 16m 44s
[2025-11-27T20:15:08.569958] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:08.570604] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 3.07%, Actual: 0.49%
[2025-11-27T20:15:08.570753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:08.570893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:08.575608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:08.576605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:08.579082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:08.580414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:08.593893] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:08.659566] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.75% | Symbol ETA: 11.1s | Global ETA: 16m 44s
[2025-11-27T20:15:08.659891] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:08.660690] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:08.660808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:08.665442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:08.702010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:08.702864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:08.737729] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.57%, Actual: 0.58%
[2025-11-27T20:15:08.886073] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:08.903543] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 1.85%
[2025-11-27T20:15:08.907190] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:09.026057] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:09.051780] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:09.070646] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:09.072656] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 4.37%
[2025-11-27T20:15:09.110107] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 11.8s | Global ETA: 16m 45s
[2025-11-27T20:15:09.110339] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:09.111159] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:09.111280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.116023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:09.117832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:09.118369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:09.118829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:09.119530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.128748] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 11.6s | Global ETA: 16m 45s
[2025-11-27T20:15:09.128883] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:09.129654] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:09.129721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.134359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:09.135278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:09.137679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:09.138962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.190839] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:09.243442] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -2.92%, Actual: 2.73%
[2025-11-27T20:15:09.257174] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.59% | Symbol ETA: 10.5s | Global ETA: 16m 45s
[2025-11-27T20:15:09.257303] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:09.258060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:09.258264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.262894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:09.299543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:09.300494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.415667] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.58%
[2025-11-27T20:15:09.462029] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:09.465424] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:09.586841] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.10%, Actual: 0.82%
[2025-11-27T20:15:09.587224] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.8466%
[2025-11-27T20:15:09.587388] [INFO ] [main      ] ATHA: DISCARDED add_open_vs_prev_range_position (score: 37.85%)
[2025-11-27T20:15:09.587452] [INFO ] [main      ] ATHA: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:15:09.587565] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude']
[2025-11-27T20:15:09.587687] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:09.600602] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:09.601342] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:09.602307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:09.602464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.607749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:09.609883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:09.610471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:09.611203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.624437] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:09.629743] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:09.635221] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:09.687027] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 11.0s | Global ETA: 16m 46s
[2025-11-27T20:15:09.687166] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:09.687923] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:09.688029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.692740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:09.693770] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 11.2s | Global ETA: 16m 46s
[2025-11-27T20:15:09.693673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:09.693904] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:09.694710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:09.694847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.696324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:09.697614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.700095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:09.701949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:09.702488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:09.702973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:09.703714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.788480] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:09.853119] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 9.9s | Global ETA: 16m 46s
[2025-11-27T20:15:09.853382] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:09.854214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:09.854334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:09.859100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:09.895658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:09.896593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:09.955677] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:10.025916] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:10.046074] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:10.117752] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:10.179620] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.43% | Symbol ETA: 12.9s | Global ETA: 16m 46s
[2025-11-27T20:15:10.179886] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:10.180706] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:10.180833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.185510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:10.187307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:10.187860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:10.188560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.188975] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:10.214376] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:10.220662] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:10.246124] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 10.4s | Global ETA: 16m 47s
[2025-11-27T20:15:10.246352] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:10.247158] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:10.247286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.252022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:10.253021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:10.255473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:10.256977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.270935] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 10.7s | Global ETA: 16m 47s
[2025-11-27T20:15:10.271197] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:10.272008] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:10.272134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.276874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:10.278604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:10.279120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:10.279557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:10.280270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.383088] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:10.448690] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 9.3s | Global ETA: 16m 47s
[2025-11-27T20:15:10.448948] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:10.449747] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:10.449865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.454507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:10.490486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:10.491385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.515685] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:10.584879] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:10.609334] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:10.682608] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:10.743694] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.06% | Symbol ETA: 12.2s | Global ETA: 16m 47s
[2025-11-27T20:15:10.743957] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:10.744800] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:10.744928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.748815] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:10.749622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:10.751406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:10.751952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:10.752661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.815015] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:10.818104] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 9.9s | Global ETA: 16m 47s
[2025-11-27T20:15:10.830208] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:10.887143] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 10.1s | Global ETA: 16m 48s
[2025-11-27T20:15:10.887415] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:10.888313] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:10.888437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:10.893279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:10.895079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:10.895624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:10.896074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:10.896796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:10.978073] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:10.982367] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:15:11.041829] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.24% | Symbol ETA: 8.7s | Global ETA: 16m 48s
[2025-11-27T20:15:11.042067] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:11.042855] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:11.042973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:11.047599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:11.078416] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:11.083429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:11.084266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:11.146479] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.60%, Actual: 8.44%
[2025-11-27T20:15:11.224192] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:11.240477] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:11.301060] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.19% | Symbol ETA: 11.6s | Global ETA: 16m 48s
[2025-11-27T20:15:11.301326] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:11.302141] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:11.302270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:11.306980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:11.308767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:11.309297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:11.309982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:11.311201] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -1.29%, Actual: 1.25%
[2025-11-27T20:15:11.387786] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:11.408943] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:11.446547] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 9.5s | Global ETA: 16m 48s
[2025-11-27T20:15:11.446826] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:11.447658] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:11.447799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:11.452633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:11.454420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:11.454974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:11.455435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:11.456173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:11.474761] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 6.85%
[2025-11-27T20:15:11.583816] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:11.634806] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:11.640183] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 6.22%
[2025-11-27T20:15:11.652089] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.65% | Symbol ETA: 8.1s | Global ETA: 16m 49s
[2025-11-27T20:15:11.652384] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:11.653360] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:11.653493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:11.658527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:11.695249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:11.696222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:11.784158] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:11.798432] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:11.812106] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 2.95%
[2025-11-27T20:15:11.860878] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 11.1s | Global ETA: 16m 49s
[2025-11-27T20:15:11.861093] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:11.861947] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:11.862492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:11.867771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:11.870155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:11.870711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:11.871385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:11.953293] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:11.982116] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 1.00%
[2025-11-27T20:15:12.011479] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 8.9s | Global ETA: 16m 49s
[2025-11-27T20:15:12.011627] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:12.012376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:12.012458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:12.017229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:12.018943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:12.019504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:12.019907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:12.020611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:12.022032] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:12.150126] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.63%
[2025-11-27T20:15:12.184973] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:12.206150] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:12.249960] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.47% | Symbol ETA: 7.5s | Global ETA: 16m 50s
[2025-11-27T20:15:12.315933] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.64%, Actual: 0.72%
[2025-11-27T20:15:12.354099] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:12.415551] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.12%, Actual: 3.11%
[2025-11-27T20:15:12.435361] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:12.479704] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 2.58%
[2025-11-27T20:15:12.480004] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 37.1516%
[2025-11-27T20:15:12.480207] [INFO ] [main      ] DIBS: KEPT add_open_reversal_intensity (score: 37.15%)
[2025-11-27T20:15:12.480316] [INFO ] [main      ] DIBS: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:12.480416] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:15:12.480518] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:12.491333] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:12.491862] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:12.492773] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:12.492900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:12.497665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:12.498702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:12.501151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:12.502504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:12.504060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:12.507053] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.49% | Symbol ETA: 10.6s | Global ETA: 16m 50s
[2025-11-27T20:15:12.507337] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:12.508232] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:12.508366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:12.513164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:12.515031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:12.515616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:12.516279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:12.518660] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:12.574928] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 8.4s | Global ETA: 16m 50s
[2025-11-27T20:15:12.575198] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:12.576010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:12.576131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:12.578371] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.98%, Actual: 1.88%
[2025-11-27T20:15:12.581028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:12.582952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:12.583485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:12.583946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:12.584666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:12.739473] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.76%, Actual: 2.24%
[2025-11-27T20:15:12.829730] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:12.849223] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:12.900469] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.75%, Actual: 1.37%
[2025-11-27T20:15:12.913261] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:12.993564] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:13.015252] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:13.053331] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 13.6s | Global ETA: 16m 51s
[2025-11-27T20:15:13.053637] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:13.054446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:13.054592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.059330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:13.060306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:13.061444] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.59%, Actual: 3.23%
[2025-11-27T20:15:13.062796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:13.064071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:13.065550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.075380] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 10.0s | Global ETA: 16m 51s
[2025-11-27T20:15:13.075510] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:13.076263] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:13.076331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.077142] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:13.081074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:13.082946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:13.083478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:13.084174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.132942] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 7.8s | Global ETA: 16m 51s
[2025-11-27T20:15:13.133080] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:13.133821] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:13.133886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.138635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:13.140331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:13.140808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:13.141186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:13.141830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.221328] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 1.56%
[2025-11-27T20:15:13.383063] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.08%, Actual: 1.41%
[2025-11-27T20:15:13.393399] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:13.413472] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:13.469242] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:13.545594] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.24%, Actual: 0.81%
[2025-11-27T20:15:13.558278] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:13.580904] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:13.618010] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 13.0s | Global ETA: 16m 52s
[2025-11-27T20:15:13.618310] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:13.619137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:13.619284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.623963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:13.624945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:13.627404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:13.628813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:13.630381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.633500] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:13.641083] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.67% | Symbol ETA: 9.4s | Global ETA: 16m 52s
[2025-11-27T20:15:13.641353] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:13.642192] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:13.642320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.647070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:13.648867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:13.649422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:13.650099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.689948] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 7.2s | Global ETA: 16m 52s
[2025-11-27T20:15:13.707611] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.65%, Actual: 1.30%
[2025-11-27T20:15:13.856718] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.46%
[2025-11-27T20:15:13.870311] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.47%, Actual: 1.93%
[2025-11-27T20:15:13.870609] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 44.1494%
[2025-11-27T20:15:13.870764] [INFO ] [main      ] COYA: DISCARDED add_overnight_gap_mag (score: 44.15%)
[2025-11-27T20:15:13.870866] [INFO ] [main      ] COYA: Testing feature 29/53: add_pct_change
[2025-11-27T20:15:13.870956] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_pct_change']
[2025-11-27T20:15:13.871050] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:13.882830] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:13.883453] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:13.884357] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:13.884488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:13.889368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:13.927599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:13.929691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:13.958362] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:13.980813] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:14.021828] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.72%, Actual: 0.32%
[2025-11-27T20:15:14.123752] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:14.145596] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:14.182703] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 12.5s | Global ETA: 16m 52s
[2025-11-27T20:15:14.182975] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:14.183779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:14.183910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:14.186892] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.70%, Actual: 0.35%
[2025-11-27T20:15:14.188626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:14.189535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:14.192003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:14.193381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:14.194989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:14.205388] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 8.8s | Global ETA: 16m 52s
[2025-11-27T20:15:14.205684] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:14.206485] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:14.206633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:14.211636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:14.213403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:14.213943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:14.214625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:14.256437] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:14.353309] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.94%
[2025-11-27T20:15:14.421713] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:14.497400] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 12.1s | Global ETA: 16m 53s
[2025-11-27T20:15:14.497666] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:14.498428] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:14.498547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:14.503218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:14.518178] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.07%
[2025-11-27T20:15:14.526344] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:14.541112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:14.543426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:14.544318] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:14.683548] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.08%
[2025-11-27T20:15:14.690987] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:14.708682] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:14.750967] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 11.9s | Global ETA: 16m 53s
[2025-11-27T20:15:14.751103] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:14.751873] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:14.751947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:14.756629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:14.757532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:14.760121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:14.761480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:14.763027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:14.769146] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 8.2s | Global ETA: 16m 53s
[2025-11-27T20:15:14.769412] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:14.770229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:15:14.770360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:14.775098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:14.776861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:14.777423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:14.778248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:14.849240] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.18%
[2025-11-27T20:15:14.871813] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:15.013034] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.49%
[2025-11-27T20:15:15.033685] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:15.090964] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:15.106763] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:15.108069] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 11.4s | Global ETA: 16m 54s
[2025-11-27T20:15:15.108336] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:15.109148] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:15.109266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.113882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:15.150373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:15.152377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.176458] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.26%
[2025-11-27T20:15:15.260849] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:15.276194] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:15.321549] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 11.4s | Global ETA: 16m 54s
[2025-11-27T20:15:15.321846] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:15.322705] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:15.322839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.327920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:15.329127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:15.331780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:15.333217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:15.334895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.336168] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 7.7s | Global ETA: 16m 54s
[2025-11-27T20:15:15.339399] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.37%
[2025-11-27T20:15:15.339741] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 57.6490%
[2025-11-27T20:15:15.339889] [INFO ] [main      ] FEMB: DISCARDED add_overnight_gap_mag (score: 57.65%)
[2025-11-27T20:15:15.339986] [INFO ] [main      ] FEMB: Testing feature 29/53: add_pct_change
[2025-11-27T20:15:15.340077] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_pct_change']
[2025-11-27T20:15:15.340171] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:15.351911] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:15.352404] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:15.353301] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:15.353424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.358222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:15.360013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:15.360486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:15.360959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:15.362954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.478288] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:15.500686] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.43%, Actual: 5.12%
[2025-11-27T20:15:15.640903] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:15.663797] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.06%, Actual: 0.69%
[2025-11-27T20:15:15.672755] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:15.689910] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:15.714667] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 6.67% | Symbol ETA: 10.8s | Global ETA: 16m 55s
[2025-11-27T20:15:15.714917] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:15.715677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:15.715796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.720441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:15.756991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:15.759044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.827330] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.19%, Actual: 5.02%
[2025-11-27T20:15:15.844537] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:15.854064] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:15.907734] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 10.8s | Global ETA: 16m 55s
[2025-11-27T20:15:15.907886] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:15.908991] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:15.909225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.915146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:15.916506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:15.918650] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 11.4s | Global ETA: 16m 55s
[2025-11-27T20:15:15.918858] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:15.919313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:15.919666] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:15.919735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:15.920917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:15.922614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.924438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:15.926235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:15.926778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:15.927229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:15.929197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:15.993631] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 0.49%
[2025-11-27T20:15:16.083213] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:16.157389] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.49%, Actual: 0.58%
[2025-11-27T20:15:16.244959] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:16.256538] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:16.277124] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:16.320796] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.21% | Symbol ETA: 10.2s | Global ETA: 16m 56s
[2025-11-27T20:15:16.320959] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:16.320788] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.89%, Actual: 1.85%
[2025-11-27T20:15:16.321980] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:16.322057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:16.326716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:16.362866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:16.364913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:16.419660] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:16.472183] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:16.482934] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 10.8s | Global ETA: 16m 56s
[2025-11-27T20:15:16.483161] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:16.483990] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:16.484060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:16.483975] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.67%, Actual: 4.37%
[2025-11-27T20:15:16.488773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:16.490526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:16.491067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:16.491513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:16.493455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:16.531979] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 10.3s | Global ETA: 16m 56s
[2025-11-27T20:15:16.532269] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:16.533040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:16.533173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:16.538110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:16.539288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:16.541813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:16.543222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:16.544777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:16.645998] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 2.73%
[2025-11-27T20:15:16.689407] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:16.807388] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 0.58%
[2025-11-27T20:15:16.820263] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:16.850634] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:16.873006] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:16.924119] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 12.72% | Symbol ETA: 9.6s | Global ETA: 16m 57s
[2025-11-27T20:15:16.924374] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:16.925168] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:16.925289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:16.930033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:16.966648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:16.968822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:16.971824] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.82%
[2025-11-27T20:15:16.972107] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 52.4173%
[2025-11-27T20:15:16.972290] [INFO ] [main      ] ATHA: KEPT add_overnight_gap_amplitude (score: 52.42%)
[2025-11-27T20:15:16.972348] [INFO ] [main      ] ATHA: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:15:16.972445] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag']
[2025-11-27T20:15:16.972553] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:16.984821] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:16.985365] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:16.985852] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:16.986270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:16.986340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:16.991005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:16.992747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:16.993212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:16.993827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:16.994485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.049221] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 10.3s | Global ETA: 16m 57s
[2025-11-27T20:15:17.049477] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:17.050312] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:17.050444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.055198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:17.056976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:17.057498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:17.057904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:17.058093] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:17.059953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.117863] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 9.7s | Global ETA: 16m 57s
[2025-11-27T20:15:17.118012] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:17.118843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:17.118915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.123876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:17.124835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:17.127363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:17.128929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:17.130598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.298307] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:17.319717] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:17.393187] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:17.479087] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:17.481418] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:17.482960] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:17.544817] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.30% | Symbol ETA: 11.9s | Global ETA: 16m 57s
[2025-11-27T20:15:17.545083] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:17.545902] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:17.546035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.550762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:17.552525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:17.552863] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -8.03% | Symbol ETA: 9.0s | Global ETA: 16m 58s
[2025-11-27T20:15:17.553017] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:17.553071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:17.553814] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:17.553786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:17.553894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.554605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.558773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:17.559492] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:17.597286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:17.599493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.623467] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 9.7s | Global ETA: 16m 58s
[2025-11-27T20:15:17.623748] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:17.624501] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:17.624642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.629385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:17.631157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:17.631817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:17.632269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:17.634270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.647336] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:17.708595] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.16% | Symbol ETA: 9.1s | Global ETA: 16m 58s
[2025-11-27T20:15:17.708869] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:17.709756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:17.709897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:17.714865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:17.715940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:17.718601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:17.720006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:15:17.721621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:17.881252] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:17.932119] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:17.971035] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:18.044274] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:18.054423] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:18.092892] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:18.105918] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 11.3s | Global ETA: 16m 58s
[2025-11-27T20:15:18.106163] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:18.106988] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:18.107119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.111857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:18.113651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:18.114186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:18.114879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:18.115622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.137474] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:18.166015] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 8.4s | Global ETA: 16m 58s
[2025-11-27T20:15:18.166261] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:18.167084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:18.167210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.171919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:18.201182] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 9.2s | Global ETA: 16m 58s
[2025-11-27T20:15:18.201441] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:18.202290] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:18.202413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.207527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:18.208601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:18.209417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:18.209986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:18.210429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:18.210656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.212429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.222269] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:18.284902] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.78% | Symbol ETA: 8.5s | Global ETA: 16m 59s
[2025-11-27T20:15:18.446249] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:18.452733] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.75%, Actual: 1.85%
[2025-11-27T20:15:18.534934] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:18.548391] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:18.614962] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:18.624533] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.65%, Actual: 8.44%
[2025-11-27T20:15:18.677701] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.15% | Symbol ETA: 10.8s | Global ETA: 16m 59s
[2025-11-27T20:15:18.677989] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:18.678927] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:18.679064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.683905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:18.685841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:18.686419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:18.687067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:18.687827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.696177] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:18.716594] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:18.769489] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.56% | Symbol ETA: 7.8s | Global ETA: 16m 59s
[2025-11-27T20:15:18.769746] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:18.770559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:18.770695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.775382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:18.779268] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 8.6s | Global ETA: 16m 59s
[2025-11-27T20:15:18.779525] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:18.780336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:18.780412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:18.785088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:18.786847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:18.787321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:18.787777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:18.787984] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.32%, Actual: 1.25%
[2025-11-27T20:15:18.789757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.811776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:18.813740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:18.951823] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 6.85%
[2025-11-27T20:15:19.021901] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:19.115476] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 6.22%
[2025-11-27T20:15:19.116068] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:19.137799] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:19.186624] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:19.248277] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 10.2s | Global ETA: 17m 0s
[2025-11-27T20:15:19.248536] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:19.249375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:19.249507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.254256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:19.256052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:19.256619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:19.257283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:19.258032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.280280] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 2.95%
[2025-11-27T20:15:19.281110] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:19.300470] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:19.343301] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 8.0s | Global ETA: 17m 0s
[2025-11-27T20:15:19.343563] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:19.344402] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:19.344526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.349205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:19.350949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:19.351476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:19.351935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:19.353889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.372309] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.41% | Symbol ETA: 7.1s | Global ETA: 17m 0s
[2025-11-27T20:15:19.372552] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:19.373870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:19.373989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.378727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:19.414619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:19.416670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.444280] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 1.00%
[2025-11-27T20:15:19.588439] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:19.609367] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.63%
[2025-11-27T20:15:19.681523] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:19.745165] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:19.755824] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:19.776020] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.16%, Actual: 0.72%
[2025-11-27T20:15:19.817334] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.04% | Symbol ETA: 9.7s | Global ETA: 17m 1s
[2025-11-27T20:15:19.817624] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:19.818434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:19.818565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.823275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:19.825040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:19.825565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:19.826239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:19.826975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.845239] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:19.905777] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 7.5s | Global ETA: 17m 1s
[2025-11-27T20:15:19.906040] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:19.906804] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:19.906921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.909210] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:19.912051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:19.913810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:19.914368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:19.914827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:19.916790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.942754] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 2.58%
[2025-11-27T20:15:19.943121] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.8229%
[2025-11-27T20:15:19.943246] [INFO ] [main      ] DIBS: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.82%)
[2025-11-27T20:15:19.943354] [INFO ] [main      ] DIBS: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:15:19.943452] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position']
[2025-11-27T20:15:19.943554] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:19.954762] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:19.955456] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:19.956413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:19.956493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:19.961494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:19.962533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:19.965163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:19.966545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:19.970027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:19.981611] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.37% | Symbol ETA: 6.5s | Global ETA: 17m 1s
[2025-11-27T20:15:20.145958] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.68%, Actual: 3.11%
[2025-11-27T20:15:20.157884] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:20.244185] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:20.308049] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:20.313699] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.25%, Actual: 1.88%
[2025-11-27T20:15:20.321091] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:20.381721] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 9.1s | Global ETA: 17m 2s
[2025-11-27T20:15:20.381982] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:20.382767] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:20.382894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:20.387625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:20.389463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:20.390019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:20.390754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:20.391508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:20.407964] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:20.467961] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 6.9s | Global ETA: 17m 2s
[2025-11-27T20:15:20.468237] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:20.469043] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:20.469162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:20.473867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:20.474892] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:20.475625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:20.476157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:20.476549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:20.478363] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 6.67%, Actual: 2.24%
[2025-11-27T20:15:20.478557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:20.536614] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 13.3s | Global ETA: 17m 2s
[2025-11-27T20:15:20.536885] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:20.537695] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:20.537821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:20.542599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:20.543555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:20.545962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:20.547311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:20.550228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:20.643514] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.21%, Actual: 1.37%
[2025-11-27T20:15:20.718820] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:20.806443] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:20.807434] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 12.72%, Actual: 3.23%
[2025-11-27T20:15:20.883412] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:20.883313] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:20.943297] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.74% | Symbol ETA: 8.5s | Global ETA: 17m 3s
[2025-11-27T20:15:20.943583] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:20.944422] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:20.944553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:20.949677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:20.951461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:20.952024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:20.952739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:20.953486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:20.970873] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -8.03%, Actual: 1.56%
[2025-11-27T20:15:20.973478] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:21.035296] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 6.3s | Global ETA: 17m 3s
[2025-11-27T20:15:21.050503] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:21.113531] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 12.7s | Global ETA: 17m 3s
[2025-11-27T20:15:21.113872] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:21.114784] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:21.114919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:21.119870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:21.121118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:21.123790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:21.125245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:21.128293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:21.135009] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.41%
[2025-11-27T20:15:21.200787] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.64%, Actual: 0.46%
[2025-11-27T20:15:21.283801] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:21.298643] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 0.81%
[2025-11-27T20:15:21.363350] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.59%, Actual: 0.32%
[2025-11-27T20:15:21.447410] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:21.460858] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.41%, Actual: 1.30%
[2025-11-27T20:15:21.463452] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:21.507448] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 8.0s | Global ETA: 17m 3s
[2025-11-27T20:15:21.507713] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:21.508557] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:21.508698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:21.513354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:21.515156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:21.515739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:21.516411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:21.517083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:21.529622] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.35%
[2025-11-27T20:15:21.622678] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.37%, Actual: 1.93%
[2025-11-27T20:15:21.622989] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 28.7542%
[2025-11-27T20:15:21.623136] [INFO ] [main      ] COYA: DISCARDED add_pct_change (score: 28.75%)
[2025-11-27T20:15:21.623233] [INFO ] [main      ] COYA: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:15:21.623321] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_preclose_acceleration_mag']
[2025-11-27T20:15:21.623413] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:21.627537] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:21.634680] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:21.635243] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:21.636243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:21.636380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:21.641442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:21.679788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:21.681078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:21.689012] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 12.1s | Global ETA: 17m 4s
[2025-11-27T20:15:21.689142] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:21.689958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:21.690030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:21.694729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:21.695646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:21.698023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:21.697979] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.94%
[2025-11-27T20:15:21.699313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:21.702055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:21.847254] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:21.865058] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.07%
[2025-11-27T20:15:22.015313] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:22.017518] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:22.035482] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.08%
[2025-11-27T20:15:22.039040] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:22.080937] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 9.48% | Symbol ETA: 7.4s | Global ETA: 17m 4s
[2025-11-27T20:15:22.081205] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:22.082058] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:22.082186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.086909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:22.088708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:22.089240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:22.089932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:22.090681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.180845] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:22.200559] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18%
[2025-11-27T20:15:22.203344] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:22.250398] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 11.7s | Global ETA: 17m 5s
[2025-11-27T20:15:22.250676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:22.251462] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:22.251602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.256225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:22.265300] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 11.5s | Global ETA: 17m 5s
[2025-11-27T20:15:22.265560] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:22.266377] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:22.266509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.271255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:22.272241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:22.274715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:22.276030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:22.278817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.293517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:22.294988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.364530] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:15:22.422348] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:22.529236] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.26%
[2025-11-27T20:15:22.587635] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:22.601605] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:22.635828] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:22.648303] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 6.8s | Global ETA: 17m 5s
[2025-11-27T20:15:22.694525] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.37%
[2025-11-27T20:15:22.694847] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 55.8397%
[2025-11-27T20:15:22.694987] [INFO ] [main      ] FEMB: DISCARDED add_pct_change (score: 55.84%)
[2025-11-27T20:15:22.695087] [INFO ] [main      ] FEMB: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:15:22.695175] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag']
[2025-11-27T20:15:22.695265] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:22.707094] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:22.707713] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:22.708635] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:22.708765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.713522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:22.715358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:22.715900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:22.716300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:22.717373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.764279] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:22.812131] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:22.812835] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.30%, Actual: 5.12%
[2025-11-27T20:15:22.825583] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 10.9s | Global ETA: 17m 5s
[2025-11-27T20:15:22.825709] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:22.826426] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:22.826488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.831142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:22.832148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:22.834663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:22.836001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:22.838812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.883876] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 11.1s | Global ETA: 17m 6s
[2025-11-27T20:15:22.884025] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:22.884939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:22.885137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:22.890569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:22.930775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:22.932145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:22.975617] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -1.94%, Actual: 0.69%
[2025-11-27T20:15:23.066716] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:23.137533] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.15%, Actual: 5.02%
[2025-11-27T20:15:23.161760] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:23.233081] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:23.288089] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:23.292784] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 11.1s | Global ETA: 17m 6s
[2025-11-27T20:15:23.292922] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:23.293702] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:23.293769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:23.298527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:23.299802] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.23%, Actual: 0.49%
[2025-11-27T20:15:23.300416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:23.300905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:23.301304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:23.302326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:23.322442] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:23.382065] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 10.3s | Global ETA: 17m 6s
[2025-11-27T20:15:23.382329] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:23.383140] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:23.383270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:23.387942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:23.388941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:23.391368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:23.392706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:23.395484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:23.461764] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:23.463234] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.04%, Actual: 0.58%
[2025-11-27T20:15:23.535683] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 6.21% | Symbol ETA: 10.6s | Global ETA: 17m 6s
[2025-11-27T20:15:23.535818] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:23.536629] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:23.536698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:23.541765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:23.581900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:23.583241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:23.627324] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.22%, Actual: 1.85%
[2025-11-27T20:15:23.638437] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:23.722749] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:23.789719] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.74%, Actual: 4.37%
[2025-11-27T20:15:23.807992] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:23.865832] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 10.5s | Global ETA: 17m 7s
[2025-11-27T20:15:23.865969] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:23.866737] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:23.866865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:23.872012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:23.873841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:23.874316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:23.874723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:23.875773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:23.883997] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:23.924955] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:23.943140] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 9.8s | Global ETA: 17m 7s
[2025-11-27T20:15:23.943275] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:23.944018] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:23.944086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:23.948761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:23.949672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:23.951380] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.16%, Actual: 2.73%
[2025-11-27T20:15:23.952011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:23.953262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:23.955985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.089054] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:24.113361] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 9.48%, Actual: 0.58%
[2025-11-27T20:15:24.161024] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.42% | Symbol ETA: 9.9s | Global ETA: 17m 7s
[2025-11-27T20:15:24.161309] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:24.162263] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:24.162402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.167516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:24.207041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:24.208452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.213376] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:24.281894] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:24.284175] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.82%
[2025-11-27T20:15:24.284558] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 45.2657%
[2025-11-27T20:15:24.284688] [INFO ] [main      ] ATHA: DISCARDED add_overnight_gap_mag (score: 45.27%)
[2025-11-27T20:15:24.284792] [INFO ] [main      ] ATHA: Testing feature 29/53: add_pct_change
[2025-11-27T20:15:24.284894] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_pct_change']
[2025-11-27T20:15:24.284985] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:24.297544] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:24.298316] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:24.299281] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:24.299412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.304263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:24.306299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:24.306900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:24.307594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:24.309675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.380818] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:24.439155] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 9.9s | Global ETA: 17m 8s
[2025-11-27T20:15:24.439425] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:24.440266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:24.440396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.443850] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:24.445220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:24.447042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:24.447590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:24.448036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:24.449096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.503074] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 9.2s | Global ETA: 17m 8s
[2025-11-27T20:15:24.503317] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:24.504123] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:24.504253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.509075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:24.510094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:24.512592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:24.513925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:24.516744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.555313] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:24.644881] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:24.728204] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:24.778041] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:24.797272] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 11.58% | Symbol ETA: 9.3s | Global ETA: 17m 8s
[2025-11-27T20:15:24.797538] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:24.798425] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:24.798551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.803428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:24.807516] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:24.841870] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:24.842296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:24.843795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.874907] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 5.30% | Symbol ETA: 11.5s | Global ETA: 17m 8s
[2025-11-27T20:15:24.875158] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:24.875965] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:24.876085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:24.880857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:24.882621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:24.883149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:24.883851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:24.885873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:24.941237] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:24.997896] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 9.3s | Global ETA: 17m 9s
[2025-11-27T20:15:24.998182] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:24.999000] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:24.999122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:25.004002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:25.004117] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:25.005784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:25.006310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:25.006953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:25.007977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:25.063743] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.36% | Symbol ETA: 8.6s | Global ETA: 17m 9s
[2025-11-27T20:15:25.063992] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:25.064794] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:25.064922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:25.069649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:25.070620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:25.073061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:25.074396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:15:25.077176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:25.180529] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:25.219796] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:25.335776] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:25.349005] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:25.389710] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:25.401891] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:25.417732] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.65% | Symbol ETA: 8.7s | Global ETA: 17m 9s
[2025-11-27T20:15:25.417988] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:25.418869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:25.418990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:25.423958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:25.458247] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.95% | Symbol ETA: 10.9s | Global ETA: 17m 9s
[2025-11-27T20:15:25.458517] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:25.459341] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:25.459471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:25.462395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:25.463647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:25.464252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:25.466085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:25.466647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:25.467317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:25.469366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:25.499460] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:25.556139] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 8.7s | Global ETA: 17m 10s
[2025-11-27T20:15:25.556393] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:25.557197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:25.557335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:25.562159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:25.563950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:25.564503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:25.564961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:25.565864] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:25.566018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:25.624874] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.22% | Symbol ETA: 8.1s | Global ETA: 17m 10s
[2025-11-27T20:15:25.788688] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 1.85%
[2025-11-27T20:15:25.798828] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:25.802650] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:25.895011] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:25.951217] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.31%, Actual: 8.44%
[2025-11-27T20:15:25.966823] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:25.971744] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:26.035608] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 2.67% | Symbol ETA: 10.3s | Global ETA: 17m 10s
[2025-11-27T20:15:26.035864] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:26.036720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:26.036847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.040349] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 8.0s | Global ETA: 17m 10s
[2025-11-27T20:15:26.040626] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:26.041414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:26.041534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.041675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:26.043496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:26.044045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:26.044736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:26.046309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:26.046742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.058991] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:26.084260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:26.085674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.114231] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.34%, Actual: 1.25%
[2025-11-27T20:15:26.114943] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 8.1s | Global ETA: 17m 10s
[2025-11-27T20:15:26.115090] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:26.115847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:26.115926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.120681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:26.122387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:26.122876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:26.123267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:26.124270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.277929] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 6.85%
[2025-11-27T20:15:26.382921] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:26.416822] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:26.442189] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 6.22%
[2025-11-27T20:15:26.454879] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:26.551243] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:26.579783] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:26.604680] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.66%, Actual: 2.95%
[2025-11-27T20:15:26.619487] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.80% | Symbol ETA: 9.7s | Global ETA: 17m 11s
[2025-11-27T20:15:26.619621] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:26.619755] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:26.620617] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:26.620741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.625423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:26.627196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:26.627741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:26.628427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:26.630376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.645781] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.25% | Symbol ETA: 7.4s | Global ETA: 17m 11s
[2025-11-27T20:15:26.646052] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:26.646988] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:26.647120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.652663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:26.676693] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 7.5s | Global ETA: 17m 11s
[2025-11-27T20:15:26.676953] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:26.677754] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:26.677875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:26.682759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:26.684511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:26.685048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:26.685492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:26.686517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.690990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:26.692201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:26.773100] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 1.00%
[2025-11-27T20:15:26.951601] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.63%
[2025-11-27T20:15:26.959332] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:27.016452] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:27.018350] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:27.129429] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:27.134436] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.36%, Actual: 0.72%
[2025-11-27T20:15:27.187372] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:27.189389] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:27.199185] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -8.29% | Symbol ETA: 9.2s | Global ETA: 17m 12s
[2025-11-27T20:15:27.199394] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:27.200209] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.200335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.205045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:27.206831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:27.207358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:27.208040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:27.210082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.247030] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 7.0s | Global ETA: 17m 12s
[2025-11-27T20:15:27.247277] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:27.248109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.248265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.252433] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.32% | Symbol ETA: 6.8s | Global ETA: 17m 12s
[2025-11-27T20:15:27.252590] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:27.253263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:27.253397] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:27.253465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.255258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:27.255820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:27.256279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:27.257376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.258200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:27.294686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:27.295889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.320018] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.22%, Actual: 2.58%
[2025-11-27T20:15:27.320239] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.8913%
[2025-11-27T20:15:27.320338] [INFO ] [main      ] DIBS: DISCARDED add_open_vs_prev_range_position (score: 33.89%)
[2025-11-27T20:15:27.320393] [INFO ] [main      ] DIBS: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:15:27.320448] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude']
[2025-11-27T20:15:27.320500] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:27.332202] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:27.332873] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:27.333775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.333858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.339141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:27.340159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:27.342726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:27.344300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:27.345022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.537043] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:27.589226] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:27.622145] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:27.696879] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:27.701046] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:27.755492] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:27.769345] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 8.6s | Global ETA: 17m 13s
[2025-11-27T20:15:27.769627] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:27.770424] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.770553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.775349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:27.777158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:27.777705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:27.778431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:27.780405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.785475] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:27.812992] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 6.4s | Global ETA: 17m 13s
[2025-11-27T20:15:27.813264] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:27.814098] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.814222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.819253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:27.821051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:27.821590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:27.822032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:27.823083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:27.850180] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.92% | Symbol ETA: 6.1s | Global ETA: 17m 13s
[2025-11-27T20:15:27.869271] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:27.931638] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 12.8s | Global ETA: 17m 13s
[2025-11-27T20:15:27.931894] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:27.932783] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:27.932912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:27.937705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:27.938816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:27.941248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:27.942607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:27.943293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:28.013340] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.22%, Actual: 3.11%
[2025-11-27T20:15:28.109291] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:28.155849] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:28.177509] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.56%, Actual: 1.88%
[2025-11-27T20:15:28.277436] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:28.284760] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:28.324168] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:28.340820] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 6.21%, Actual: 2.24%
[2025-11-27T20:15:28.346424] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.10% | Symbol ETA: 8.0s | Global ETA: 17m 14s
[2025-11-27T20:15:28.346708] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:28.347510] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:28.347645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:28.352446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:28.354239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:28.354792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:28.355459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:28.357439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:28.380098] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 5.8s | Global ETA: 17m 14s
[2025-11-27T20:15:28.455315] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:28.504696] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.42%, Actual: 1.37%
[2025-11-27T20:15:28.519383] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 12.1s | Global ETA: 17m 14s
[2025-11-27T20:15:28.519694] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:28.520746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:28.520888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:28.526333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:28.527604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:28.530360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:28.531906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:28.532677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:28.548154] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 0.46%
[2025-11-27T20:15:28.670307] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 11.58%, Actual: 3.23%
[2025-11-27T20:15:28.688772] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:28.716950] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.75%, Actual: 0.32%
[2025-11-27T20:15:28.836786] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.65%, Actual: 1.56%
[2025-11-27T20:15:28.852038] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:28.888431] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:28.889076] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.62%, Actual: 0.35%
[2025-11-27T20:15:28.921982] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 7.4s | Global ETA: 17m 15s
[2025-11-27T20:15:28.922249] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:28.923093] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:28.923220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:28.928066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:28.929973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:28.930508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:28.931185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:28.933315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:29.007132] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.41%
[2025-11-27T20:15:29.058087] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 0.94%
[2025-11-27T20:15:29.062655] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:29.123405] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 11.6s | Global ETA: 17m 15s
[2025-11-27T20:15:29.123677] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:29.124500] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:29.124655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:29.129371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:29.130396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:29.132889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:29.134220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:29.134936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:29.173391] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.25%, Actual: 0.81%
[2025-11-27T20:15:29.227411] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.07%
[2025-11-27T20:15:29.262371] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:29.336137] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 1.30%
[2025-11-27T20:15:29.396042] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.08%
[2025-11-27T20:15:29.426045] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:29.464609] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:29.493362] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.33% | Symbol ETA: 6.8s | Global ETA: 17m 15s
[2025-11-27T20:15:29.493638] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:29.494431] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:29.494563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:29.499211] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.92%, Actual: 1.93%
[2025-11-27T20:15:29.499304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:29.499501] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 37.2400%
[2025-11-27T20:15:29.499611] [INFO ] [main      ] COYA: DISCARDED add_preclose_acceleration_mag (score: 37.24%)
[2025-11-27T20:15:29.499662] [INFO ] [main      ] COYA: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:15:29.499699] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prev_1100_to_open']
[2025-11-27T20:15:29.499736] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:29.501205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:29.501730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:29.502388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:29.504392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:29.511290] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:29.511766] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:29.512641] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:29.512740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:29.517416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:29.554929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:29.555795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:29.565862] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 0.18%
[2025-11-27T20:15:29.631401] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:29.693456] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 10.9s | Global ETA: 17m 16s
[2025-11-27T20:15:29.693744] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:29.694508] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:29.694650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:29.699393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:29.700427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:29.702933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:29.704305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:29.704999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:29.733631] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.49%
[2025-11-27T20:15:29.832069] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:29.889392] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:29.899927] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.26%
[2025-11-27T20:15:29.996800] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:30.038220] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:30.058891] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:30.064317] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.37%
[2025-11-27T20:15:30.064678] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 41.4136%
[2025-11-27T20:15:30.064831] [INFO ] [main      ] FEMB: DISCARDED add_preclose_acceleration_mag (score: 41.41%)
[2025-11-27T20:15:30.064892] [INFO ] [main      ] FEMB: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:15:30.064938] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_1100_to_open']
[2025-11-27T20:15:30.064990] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:30.064771] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 6.3s | Global ETA: 17m 16s
[2025-11-27T20:15:30.077304] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:30.077889] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:30.078758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:30.078826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.083429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:30.085219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:30.085701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:30.086079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:30.086741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.136723] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.48% | Symbol ETA: 11.4s | Global ETA: 17m 16s
[2025-11-27T20:15:30.136857] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:30.137650] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:30.137733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.142657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:30.181733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:30.182672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.205842] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:30.228101] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 5.30%, Actual: 5.12%
[2025-11-27T20:15:30.266637] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 10.3s | Global ETA: 17m 17s
[2025-11-27T20:15:30.266771] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:30.267497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:30.267560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.272226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:30.273273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:30.275733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:30.277105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:30.277794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.392597] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.95%, Actual: 0.69%
[2025-11-27T20:15:30.412180] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:30.512168] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:30.557220] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 2.67%, Actual: 5.02%
[2025-11-27T20:15:30.575087] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:30.603588] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:30.632943] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 10.4s | Global ETA: 17m 17s
[2025-11-27T20:15:30.633225] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:30.634339] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:30.634486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.639472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:30.641351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:30.641926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:30.642388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:30.643142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.681836] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:30.720740] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.80%, Actual: 0.49%
[2025-11-27T20:15:30.750854] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -2.97% | Symbol ETA: 10.7s | Global ETA: 17m 17s
[2025-11-27T20:15:30.751124] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:30.751925] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:30.752046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.756734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:30.767334] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:30.794011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:30.795021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.826852] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 9.7s | Global ETA: 17m 17s
[2025-11-27T20:15:30.827126] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:30.827958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:30.828088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:30.832957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:30.834136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:30.836693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:30.838048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:30.838743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:30.886505] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -8.29%, Actual: 0.58%
[2025-11-27T20:15:30.969135] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:31.054345] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.99%, Actual: 1.85%
[2025-11-27T20:15:31.126259] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:31.131999] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:31.163621] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:31.188913] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 9.8s | Global ETA: 17m 18s
[2025-11-27T20:15:31.189113] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:31.189936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:31.190058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.194768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:31.196493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:31.197031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:31.197470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:31.198218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.220886] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.10%, Actual: 4.37%
[2025-11-27T20:15:31.292049] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:31.327036] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:31.361876] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 6.93% | Symbol ETA: 10.1s | Global ETA: 17m 18s
[2025-11-27T20:15:31.362133] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:31.362946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:31.363067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.367714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:31.384430] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -2.67%, Actual: 2.73%
[2025-11-27T20:15:31.385916] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 9.1s | Global ETA: 17m 18s
[2025-11-27T20:15:31.386183] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:31.387015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:31.387146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.391934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:31.392930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:31.395379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:31.396737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:31.397405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.406032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:31.407155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.522196] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:31.549532] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.33%, Actual: 0.58%
[2025-11-27T20:15:31.688266] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:31.713366] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 0.82%
[2025-11-27T20:15:31.713695] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 50.3226%
[2025-11-27T20:15:31.713850] [INFO ] [main      ] ATHA: DISCARDED add_pct_change (score: 50.32%)
[2025-11-27T20:15:31.713956] [INFO ] [main      ] ATHA: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:15:31.714059] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag']
[2025-11-27T20:15:31.714167] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:31.730703] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:31.743594] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:31.745976] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 9.3s | Global ETA: 17m 19s
[2025-11-27T20:15:31.746116] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:31.746869] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:31.746939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.751731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:31.753451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:31.753940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:31.754321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:31.754980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.915529] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:31.917010] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:31.917719] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:31.918658] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:31.918791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.923532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:31.925350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:31.925897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:31.926561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:31.927643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.928245] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:31.975019] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.28% | Symbol ETA: 8.5s | Global ETA: 17m 19s
[2025-11-27T20:15:31.975159] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:31.975922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:31.975990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:31.980769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:31.981695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:31.984057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:31.985328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:31.985940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:31.998754] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.37% | Symbol ETA: 9.5s | Global ETA: 17m 19s
[2025-11-27T20:15:31.998887] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:31.999652] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:31.999718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.004439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:32.043291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:32.044275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.085553] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:32.250993] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:32.257729] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:32.308583] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 8.8s | Global ETA: 17m 20s
[2025-11-27T20:15:32.308831] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:32.309640] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:32.309757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.314465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:32.316222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:32.316760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:32.316776] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:32.317147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:32.317802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.381883] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:32.423194] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:32.479717] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:32.486162] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 8.74% | Symbol ETA: 11.0s | Global ETA: 17m 20s
[2025-11-27T20:15:32.486430] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:32.487236] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:32.487370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.492050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:32.493849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:32.494416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:32.495104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:32.496174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.537785] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.82% | Symbol ETA: 8.0s | Global ETA: 17m 20s
[2025-11-27T20:15:32.538056] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:32.538924] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:32.539053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.543902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:32.544912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:32.547380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:32.548782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:32.549463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.550972] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:32.622275] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.53% | Symbol ETA: 8.9s | Global ETA: 17m 20s
[2025-11-27T20:15:32.622539] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:32.623419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:32.623568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.628501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:32.643811] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:32.667792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:32.668929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.808292] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:32.826658] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:32.865676] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 8.2s | Global ETA: 17m 20s
[2025-11-27T20:15:32.865922] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:32.866730] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:32.866851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:32.871632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:32.873376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:32.873959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:32.874405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:32.875129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:32.883516] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:33.000925] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:33.018231] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:33.049188] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:33.065204] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.87% | Symbol ETA: 10.5s | Global ETA: 17m 21s
[2025-11-27T20:15:33.065518] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:33.066419] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:33.066554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.071696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:33.073707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:33.074264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:33.075105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:33.076362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:33.107295] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.36% | Symbol ETA: 7.4s | Global ETA: 17m 21s
[2025-11-27T20:15:33.187677] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:33.207490] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:33.256418] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.41% | Symbol ETA: 8.3s | Global ETA: 17m 21s
[2025-11-27T20:15:33.256707] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:33.257533] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:33.257690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.262940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:33.270487] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.15%, Actual: 1.85%
[2025-11-27T20:15:33.301808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:33.302649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:33.370633] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:33.413454] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:33.426356] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 7.6s | Global ETA: 17m 21s
[2025-11-27T20:15:33.426625] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:33.427409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:33.427531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.432263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:33.434055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:33.434192] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.52%, Actual: 8.44%
[2025-11-27T20:15:33.434604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:33.435103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:33.435832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:33.579524] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:33.597320] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.84%, Actual: 1.25%
[2025-11-27T20:15:33.635391] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:33.643354] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 2.41% | Symbol ETA: 9.9s | Global ETA: 17m 22s
[2025-11-27T20:15:33.643657] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:33.644506] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:33.644652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.649843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:33.651805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:33.652358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:33.653116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:33.654238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:33.762610] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.64%, Actual: 6.85%
[2025-11-27T20:15:33.763249] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:33.806817] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:33.875062] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 7.6s | Global ETA: 17m 22s
[2025-11-27T20:15:33.875335] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:33.876163] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:33.876282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.881088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:33.918860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:33.920051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:33.928525] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:33.929112] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 6.22%
[2025-11-27T20:15:33.984042] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:33.985311] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 7.1s | Global ETA: 17m 22s
[2025-11-27T20:15:33.985455] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:33.986214] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:33.986390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:33.991343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:33.993294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:33.993841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:33.994282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:33.994999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.095629] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 2.95%
[2025-11-27T20:15:34.149796] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:34.211164] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 9.3s | Global ETA: 17m 22s
[2025-11-27T20:15:34.211429] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:34.212236] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:34.212364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:34.217232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:34.219044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:34.219590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:34.220446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:34.221651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.257718] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:34.261167] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.00%
[2025-11-27T20:15:34.327535] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:34.425189] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:34.426962] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 0.63%
[2025-11-27T20:15:34.490849] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -6.90% | Symbol ETA: 7.0s | Global ETA: 17m 23s
[2025-11-27T20:15:34.491097] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:34.491899] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:34.492034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:34.495082] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:34.497191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:34.536060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:34.536871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.553950] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:34.554876] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 6.5s | Global ETA: 17m 23s
[2025-11-27T20:15:34.555133] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:34.555948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:34.556069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:34.560810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:34.562612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:34.563146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:34.563606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:34.564306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.604228] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.82%, Actual: 0.72%
[2025-11-27T20:15:34.719284] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:34.780788] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.36%, Actual: 2.58%
[2025-11-27T20:15:34.781124] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 35.9916%
[2025-11-27T20:15:34.781283] [INFO ] [main      ] DIBS: DISCARDED add_overnight_gap_amplitude (score: 35.99%)
[2025-11-27T20:15:34.781408] [INFO ] [main      ] DIBS: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:15:34.781518] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag']
[2025-11-27T20:15:34.781639] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:34.781897] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.06% | Symbol ETA: 8.8s | Global ETA: 17m 23s
[2025-11-27T20:15:34.782168] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:34.783010] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:34.783139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:34.787839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:34.789647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:34.790186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:34.790902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:34.791986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.792683] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:34.793253] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:34.794155] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:34.794237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:34.799227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:34.800195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:34.802734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:34.804088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:34.804810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:34.863781] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:34.897641] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:35.028537] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:35.062553] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:35.093911] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.87% | Symbol ETA: 6.4s | Global ETA: 17m 24s
[2025-11-27T20:15:35.094164] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:35.094986] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:35.095117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.100001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:35.118548] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 6.0s | Global ETA: 17m 24s
[2025-11-27T20:15:35.118701] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:35.119423] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:35.119484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.119676] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:35.124191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:35.126085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:35.126563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:35.127030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:35.127741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:35.137759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:35.138647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:35.152324] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:35.283383] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:35.338637] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:35.345168] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.18% | Symbol ETA: 8.2s | Global ETA: 17m 24s
[2025-11-27T20:15:35.345436] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:35.346250] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:35.346377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.351188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:35.352996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:35.353536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:35.354218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:35.355296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:35.398763] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 12.4s | Global ETA: 17m 24s
[2025-11-27T20:15:35.399020] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:35.399828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:35.399955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.404729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:35.405748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:35.408248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:35.409633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:35.410359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:35.459318] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:35.470954] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:35.625610] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:35.642430] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:35.681593] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 5.4s | Global ETA: 17m 25s
[2025-11-27T20:15:35.684211] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:35.708315] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 5.72% | Symbol ETA: 5.8s | Global ETA: 17m 25s
[2025-11-27T20:15:35.739931] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:35.847727] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.54%, Actual: 0.46%
[2025-11-27T20:15:35.849061] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:35.875961] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.48%, Actual: 3.11%
[2025-11-27T20:15:35.904842] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:35.910445] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.87% | Symbol ETA: 7.6s | Global ETA: 17m 25s
[2025-11-27T20:15:35.910622] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:35.911495] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:35.911642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.916360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:35.918150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:35.918767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:35.919428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:35.920522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:35.966414] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.73% | Symbol ETA: 11.6s | Global ETA: 17m 25s
[2025-11-27T20:15:35.966585] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:35.967522] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:35.967745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:35.972805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:35.973995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:35.976606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:35.977952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:35.978715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:36.016623] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.77%, Actual: 0.32%
[2025-11-27T20:15:36.040876] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -2.97%, Actual: 1.88%
[2025-11-27T20:15:36.179118] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 0.35%
[2025-11-27T20:15:36.207961] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 6.93%, Actual: 2.24%
[2025-11-27T20:15:36.257293] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:36.312448] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:36.342273] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.94%
[2025-11-27T20:15:36.375644] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.37%, Actual: 1.37%
[2025-11-27T20:15:36.426923] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:36.478449] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:36.490814] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 7.0s | Global ETA: 17m 26s
[2025-11-27T20:15:36.491105] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:36.492035] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:36.492175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:36.497350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:36.499564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:36.500267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:36.501013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:36.502176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:36.504754] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.07%
[2025-11-27T20:15:36.538543] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 11.0s | Global ETA: 17m 26s
[2025-11-27T20:15:36.538837] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:36.539654] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:36.539788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:36.544606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:36.545604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:36.545662] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.53%, Actual: 3.23%
[2025-11-27T20:15:36.548084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:36.549481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:36.550229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:36.665627] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.22%, Actual: 0.08%
[2025-11-27T20:15:36.709297] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.41%, Actual: 1.56%
[2025-11-27T20:15:36.830918] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.18%
[2025-11-27T20:15:36.855293] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:36.871784] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 1.41%
[2025-11-27T20:15:36.889405] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:36.994417] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.49%
[2025-11-27T20:15:37.025846] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:37.035564] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -6.90%, Actual: 0.81%
[2025-11-27T20:15:37.056995] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:37.090180] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 7.05% | Symbol ETA: 6.5s | Global ETA: 17m 27s
[2025-11-27T20:15:37.090413] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:37.091283] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:37.091418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.096663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:37.098694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:37.099277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:37.100232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:37.101617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.118286] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 10.4s | Global ETA: 17m 27s
[2025-11-27T20:15:37.118514] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:37.119323] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:37.119454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.126470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:37.127504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:37.130095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:37.131451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:37.132197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.163827] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.26%
[2025-11-27T20:15:37.203531] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.87%, Actual: 1.30%
[2025-11-27T20:15:37.327721] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.37%
[2025-11-27T20:15:37.328010] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 51.2549%
[2025-11-27T20:15:37.328171] [INFO ] [main      ] FEMB: DISCARDED add_prev_1100_to_open (score: 51.25%)
[2025-11-27T20:15:37.328282] [INFO ] [main      ] FEMB: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:15:37.328370] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_1100']
[2025-11-27T20:15:37.328461] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:37.341360] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:37.341964] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:37.342887] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:37.343010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.347897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:37.349800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:37.350344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:37.350823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:37.351528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.368347] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 5.72%, Actual: 1.93%
[2025-11-27T20:15:37.368551] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 40.3232%
[2025-11-27T20:15:37.368675] [INFO ] [main      ] COYA: DISCARDED add_prev_1100_to_open (score: 40.32%)
[2025-11-27T20:15:37.368752] [INFO ] [main      ] COYA: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:15:37.368809] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prev_close_to_1100']
[2025-11-27T20:15:37.368859] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:37.380460] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:37.380966] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:37.381850] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:37.381969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.386685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:37.423925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:37.424719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.449590] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:37.530855] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:37.619099] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:37.679702] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 5.9s | Global ETA: 17m 28s
[2025-11-27T20:15:37.680907] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:37.698524] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:37.753600] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:37.758590] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 9.9s | Global ETA: 17m 28s
[2025-11-27T20:15:37.758859] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:37.759694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:37.759835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.764546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:37.765548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:37.768022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:37.769396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:37.770175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.844944] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:37.845329] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 8.74%, Actual: 5.12%
[2025-11-27T20:15:37.902936] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 10.0s | Global ETA: 17m 28s
[2025-11-27T20:15:37.903088] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:37.904002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:37.904124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.909546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:37.911789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:37.912331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:37.912807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:37.913527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:37.916402] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:37.984529] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 10.8s | Global ETA: 17m 28s
[2025-11-27T20:15:37.984802] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:37.985603] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:37.985722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:37.990391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:38.009594] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.87%, Actual: 0.69%
[2025-11-27T20:15:38.027683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:38.028518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:38.101025] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:38.174707] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 2.41%, Actual: 5.02%
[2025-11-27T20:15:38.250712] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:38.266492] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:38.325847] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 9.3s | Global ETA: 17m 29s
[2025-11-27T20:15:38.326088] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:38.326887] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:38.327013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:38.331680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:38.332667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:38.335118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:38.336455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:38.337197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:38.341504] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.49%
[2025-11-27T20:15:38.355433] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:38.418228] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:38.475187] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 9.5s | Global ETA: 17m 29s
[2025-11-27T20:15:38.475335] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:38.476216] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:38.476336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:38.481278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:38.483044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:38.483561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:38.484017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:38.484724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:38.517486] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.06%, Actual: 0.58%
[2025-11-27T20:15:38.519148] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:38.587716] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 10.2s | Global ETA: 17m 29s
[2025-11-27T20:15:38.587970] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:38.588797] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:38.588916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:38.593564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:38.630615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:38.631397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:38.665820] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:38.690536] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.18%, Actual: 1.85%
[2025-11-27T20:15:38.814554] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:38.829560] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:38.860644] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.87%, Actual: 4.37%
[2025-11-27T20:15:38.888300] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 8.7s | Global ETA: 17m 30s
[2025-11-27T20:15:38.888464] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:38.889342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:38.889471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:38.894230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:38.895215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:38.897680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:38.899043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:38.899785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:38.959334] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:38.982132] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:39.025277] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 2.73%
[2025-11-27T20:15:39.039900] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 8.9s | Global ETA: 17m 30s
[2025-11-27T20:15:39.040158] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:39.040996] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:39.041122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.046008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:39.047967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:39.048547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:39.049019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:39.049766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:39.125566] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:39.192635] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 7.05%, Actual: 0.58%
[2025-11-27T20:15:39.195047] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.41% | Symbol ETA: 9.6s | Global ETA: 17m 30s
[2025-11-27T20:15:39.195239] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:39.196178] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:39.196300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.201411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:39.228600] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:39.241167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:39.242704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:39.378225] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.82%
[2025-11-27T20:15:39.378640] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 44.0182%
[2025-11-27T20:15:39.378813] [INFO ] [main      ] ATHA: DISCARDED add_preclose_acceleration_mag (score: 44.02%)
[2025-11-27T20:15:39.379122] [INFO ] [main      ] ATHA: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:15:39.379225] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open']
[2025-11-27T20:15:39.379331] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:39.392991] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:39.393597] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:39.394539] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:39.394697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.399794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:39.401896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:39.402479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:39.403147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:39.403920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:39.417937] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:39.420567] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:39.477496] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 8.1s | Global ETA: 17m 30s
[2025-11-27T20:15:39.477790] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:39.478687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:39.478818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.483611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:39.484690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:39.487204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:39.488648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:39.489378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:39.600013] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:39.613827] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:39.695830] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 8.5s | Global ETA: 17m 31s
[2025-11-27T20:15:39.695985] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:39.697120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:39.697214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.704780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:39.707636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:39.708409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:39.709005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:39.710211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:39.788641] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:39.835871] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:39.874660] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.85% | Symbol ETA: 9.1s | Global ETA: 17m 31s
[2025-11-27T20:15:39.874969] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:39.876165] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:39.876325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:39.883514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:39.886762] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:39.931031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:39.932213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.059016] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:40.131706] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:40.152755] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 9.26% | Symbol ETA: 12.4s | Global ETA: 17m 31s
[2025-11-27T20:15:40.152956] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:40.154323] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:40.154443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.161357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:40.162915] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:40.163670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:40.164379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:40.165181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:40.166070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.197647] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.71% | Symbol ETA: 7.5s | Global ETA: 17m 31s
[2025-11-27T20:15:40.197787] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:40.198671] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:40.198756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.203807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:40.205012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:40.207764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:40.209269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:40.210072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.358194] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:40.416094] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 8.0s | Global ETA: 17m 32s
[2025-11-27T20:15:40.416231] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:40.416661] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:40.416995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:40.417065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.421897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:40.423840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:40.424413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:40.424894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:40.425599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.563774] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:40.606701] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:40.617137] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:40.681804] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 10.32% | Symbol ETA: 8.6s | Global ETA: 17m 32s
[2025-11-27T20:15:40.682056] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:40.682901] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:40.683022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.688560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:40.728473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:40.729624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.739647] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:40.767996] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:40.785502] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:40.805282] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -3.49% | Symbol ETA: 11.3s | Global ETA: 17m 32s
[2025-11-27T20:15:40.805562] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:40.806450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:40.806602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.811682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:40.813761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:40.814440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:40.815204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:40.815991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:40.844931] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.94% | Symbol ETA: 6.9s | Global ETA: 17m 32s
[2025-11-27T20:15:40.933706] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:40.989590] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 7.4s | Global ETA: 17m 33s
[2025-11-27T20:15:40.989838] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:40.990638] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:40.990758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:40.995488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:40.997283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:40.997822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:40.998283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:40.998997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:41.013225] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.22%, Actual: 1.85%
[2025-11-27T20:15:41.073203] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:41.162831] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:41.185000] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.73%, Actual: 8.44%
[2025-11-27T20:15:41.235249] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:41.303350] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.62% | Symbol ETA: 7.9s | Global ETA: 17m 33s
[2025-11-27T20:15:41.303617] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:41.304399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:41.304520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:41.309207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:41.327849] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:41.331142] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:41.345233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:41.346165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:41.357411] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:15:41.392668] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.96% | Symbol ETA: 10.3s | Global ETA: 17m 33s
[2025-11-27T20:15:41.392946] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:41.393786] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:41.393918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:41.398754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:41.400587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:41.401138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:41.401835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:41.402566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:41.493432] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:41.533120] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 6.85%
[2025-11-27T20:15:41.550451] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 6.7s | Global ETA: 17m 34s
[2025-11-27T20:15:41.550603] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:41.551383] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:41.551451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:41.557049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:41.559057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:41.559596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:41.560040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:41.560762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:41.674181] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:41.708817] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 6.22%
[2025-11-27T20:15:41.735501] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:41.841135] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:41.881894] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 2.95%
[2025-11-27T20:15:41.909917] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:41.910401] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 7.3s | Global ETA: 17m 34s
[2025-11-27T20:15:41.910551] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:41.911309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:41.911501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:41.912787] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:41.916218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:41.953630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:41.954471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:41.972591] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 9.5s | Global ETA: 17m 34s
[2025-11-27T20:15:41.972855] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:41.973619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:41.973747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:41.978797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:41.980790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:41.981342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:41.982042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:41.982799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.048378] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 1.00%
[2025-11-27T20:15:42.087413] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:42.148005] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 6.1s | Global ETA: 17m 34s
[2025-11-27T20:15:42.148283] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:42.149135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:42.149261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:42.154215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:42.156210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:42.156736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:42.157211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:42.157948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.223775] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.63%
[2025-11-27T20:15:42.290602] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:42.336134] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:42.395181] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.71%, Actual: 0.72%
[2025-11-27T20:15:42.455163] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:42.497098] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:42.513286] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:42.523754] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.34% | Symbol ETA: 6.6s | Global ETA: 17m 35s
[2025-11-27T20:15:42.523996] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:42.524840] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:42.524960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:42.529919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:42.558566] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.94%, Actual: 2.58%
[2025-11-27T20:15:42.558940] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 37.5850%
[2025-11-27T20:15:42.559129] [INFO ] [main      ] DIBS: KEPT add_overnight_gap_mag (score: 37.59%)
[2025-11-27T20:15:42.559236] [INFO ] [main      ] DIBS: Testing feature 29/53: add_pct_change
[2025-11-27T20:15:42.559331] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_pct_change']
[2025-11-27T20:15:42.559437] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:42.568449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:42.569313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.570485] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:42.571067] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:42.571927] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:42.571995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:42.576690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:42.577646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:42.578885] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.52% | Symbol ETA: 8.8s | Global ETA: 17m 35s
[2025-11-27T20:15:42.579028] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:42.579848] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:42.579927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:42.580095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:42.581451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:42.582134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:42.584053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.585339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:42.587419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:42.588004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:42.588706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:42.589402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.665036] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:42.721794] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 5.5s | Global ETA: 17m 35s
[2025-11-27T20:15:42.721926] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:42.722667] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:42.722771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:42.727472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:42.729225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:42.729856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:42.730298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:42.731046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:42.907297] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:42.913292] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:42.925372] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:43.065017] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:43.076717] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:43.079345] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:43.089131] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:43.143225] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 11.8s | Global ETA: 17m 36s
[2025-11-27T20:15:43.143497] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:43.144305] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:43.144434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:43.149184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:43.150162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:43.151368] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.85% | Symbol ETA: 8.1s | Global ETA: 17m 36s
[2025-11-27T20:15:43.151670] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:43.152626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:43.152566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:43.152747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:43.153904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:43.154657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:43.156639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:43.157535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:43.157490] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 6.0s | Global ETA: 17m 36s
[2025-11-27T20:15:43.157675] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:43.158735] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:43.158955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:43.159495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:43.160148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:43.160854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:43.161597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:43.165631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:43.204593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:43.205559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:43.231816] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:43.288381] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 4.9s | Global ETA: 17m 36s
[2025-11-27T20:15:43.460433] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.57%, Actual: 0.46%
[2025-11-27T20:15:43.483860] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:43.496556] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:43.553229] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:43.628695] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.68%, Actual: 0.32%
[2025-11-27T20:15:43.647599] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:43.664116] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:43.714685] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 11.2s | Global ETA: 17m 37s
[2025-11-27T20:15:43.714950] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:43.715759] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:43.715887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:43.717371] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:43.720716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:43.721699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:43.724219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:43.725566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:43.726305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:43.726382] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.04% | Symbol ETA: 7.5s | Global ETA: 17m 37s
[2025-11-27T20:15:43.726693] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:43.727809] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:43.727969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:43.728523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:43.733273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:43.735249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:43.735842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:43.736522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:43.737261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:43.784428] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.41% | Symbol ETA: 5.3s | Global ETA: 17m 37s
[2025-11-27T20:15:43.799119] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 0.35%
[2025-11-27T20:15:43.955956] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.00%, Actual: 3.11%
[2025-11-27T20:15:43.966046] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 0.94%
[2025-11-27T20:15:44.058355] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:44.076985] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:44.127908] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -0.88%, Actual: 1.88%
[2025-11-27T20:15:44.134702] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:15:44.223956] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:44.249679] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:44.293978] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 10.7s | Global ETA: 17m 38s
[2025-11-27T20:15:44.294240] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:44.295269] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:44.295400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:44.297785] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.41%, Actual: 2.24%
[2025-11-27T20:15:44.300789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:44.301976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:44.303060] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:15:44.304421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:44.306100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:44.306874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:44.308927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:44.315595] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 6.9s | Global ETA: 17m 38s
[2025-11-27T20:15:44.315861] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:44.316700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:44.316852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:44.321850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:44.323721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:44.324274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:44.325027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:44.325814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:44.467652] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.85%, Actual: 1.37%
[2025-11-27T20:15:44.474788] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.18%
[2025-11-27T20:15:44.635012] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 10.32%, Actual: 3.23%
[2025-11-27T20:15:44.640693] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:44.641951] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.49%
[2025-11-27T20:15:44.669683] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:44.805984] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:44.807176] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.62%, Actual: 1.56%
[2025-11-27T20:15:44.808446] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.26%
[2025-11-27T20:15:44.845530] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:44.873552] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 10.1s | Global ETA: 17m 38s
[2025-11-27T20:15:44.873837] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:44.874659] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:44.874787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:44.879530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:44.880539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:44.883008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:44.884388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:44.885136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:44.887114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:44.909466] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 7.52% | Symbol ETA: 6.2s | Global ETA: 17m 39s
[2025-11-27T20:15:44.909623] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:44.910468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:44.910534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:44.915852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:44.918070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:44.918776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:44.919506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:44.920365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:44.973250] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.37%
[2025-11-27T20:15:44.973550] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 45.8940%
[2025-11-27T20:15:44.973706] [INFO ] [main      ] FEMB: DISCARDED add_prev_close_to_1100 (score: 45.89%)
[2025-11-27T20:15:44.973806] [INFO ] [main      ] FEMB: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:15:44.973899] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_open']
[2025-11-27T20:15:44.973989] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:44.986404] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:44.987140] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:44.988070] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:44.988206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:44.993036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:44.994600] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 1.41%
[2025-11-27T20:15:44.994843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:44.995311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:44.995724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:44.996410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:45.168845] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.34%, Actual: 0.81%
[2025-11-27T20:15:45.214353] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:45.263807] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:45.326217] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:45.343062] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 1.30%
[2025-11-27T20:15:45.379800] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:45.431104] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:45.446799] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 9.5s | Global ETA: 17m 39s
[2025-11-27T20:15:45.447051] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:45.447881] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:45.447958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:45.452699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:45.453688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:45.456185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:45.457567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:45.458353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:45.460357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:45.493132] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.53% | Symbol ETA: 5.6s | Global ETA: 17m 39s
[2025-11-27T20:15:45.500722] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:45.510293] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.41%, Actual: 1.93%
[2025-11-27T20:15:45.510619] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 34.6072%
[2025-11-27T20:15:45.510774] [INFO ] [main      ] COYA: DISCARDED add_prev_close_to_1100 (score: 34.61%)
[2025-11-27T20:15:45.510891] [INFO ] [main      ] COYA: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:15:45.510990] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prev_close_to_open']
[2025-11-27T20:15:45.511081] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:45.522948] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:45.523658] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:45.524567] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:45.524711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:45.529598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:45.561641] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 9.9s | Global ETA: 17m 40s
[2025-11-27T20:15:45.561804] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:45.562773] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:45.562905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:45.567808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:45.568175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:45.569050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:45.570118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:45.570655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:45.571131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:45.571907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:45.662655] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 9.26%, Actual: 5.12%
[2025-11-27T20:15:45.789027] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:45.831976] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -3.49%, Actual: 0.69%
[2025-11-27T20:15:45.904446] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:45.921753] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:45.952838] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:46.003378] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.96%, Actual: 5.02%
[2025-11-27T20:15:46.019585] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 9.0s | Global ETA: 17m 40s
[2025-11-27T20:15:46.019845] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:46.020672] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:46.020800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.025498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:46.026484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:46.028986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:46.030341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:46.031100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:46.033053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.069198] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:46.095564] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:46.139799] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 10.6s | Global ETA: 17m 40s
[2025-11-27T20:15:46.139933] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:46.140821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:46.140987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.145890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:46.157643] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 9.5s | Global ETA: 17m 40s
[2025-11-27T20:15:46.157911] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:46.158804] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:46.158959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.164029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:46.165809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:46.166377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:46.166846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:46.167555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.172467] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 0.49%
[2025-11-27T20:15:46.184553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:46.185776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.346465] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.52%, Actual: 0.58%
[2025-11-27T20:15:46.361398] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:46.505555] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:46.529619] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:46.536217] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.85%, Actual: 1.85%
[2025-11-27T20:15:46.542449] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:46.609469] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 8.4s | Global ETA: 17m 41s
[2025-11-27T20:15:46.609734] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:46.610529] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:46.610677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.615395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:46.616381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:46.618899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:46.620225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:46.620960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:46.622943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.671881] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:46.695014] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:46.699886] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 4.37%
[2025-11-27T20:15:46.728678] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 8.8s | Global ETA: 17m 41s
[2025-11-27T20:15:46.728831] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:46.729750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:46.729874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.734775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:46.736632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:46.737175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:46.737645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:46.738379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.764433] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.98% | Symbol ETA: 10.1s | Global ETA: 17m 41s
[2025-11-27T20:15:46.764601] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:46.765424] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:46.765506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:46.770286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:46.810388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:46.811473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:46.863398] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 2.73%
[2025-11-27T20:15:46.946693] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:47.027371] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 7.52%, Actual: 0.58%
[2025-11-27T20:15:47.073761] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:47.108895] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:47.150316] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:47.174280] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 7.8s | Global ETA: 17m 42s
[2025-11-27T20:15:47.174539] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:47.176122] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:47.176254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.181010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:47.182680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:47.185194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:47.186533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:47.187286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:47.189263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.193335] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 0.82%
[2025-11-27T20:15:47.193700] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.6947%
[2025-11-27T20:15:47.193879] [INFO ] [main      ] ATHA: DISCARDED add_prev_1100_to_open (score: 37.69%)
[2025-11-27T20:15:47.193994] [INFO ] [main      ] ATHA: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:15:47.194094] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100']
[2025-11-27T20:15:47.194195] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:47.206763] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:47.207316] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:47.208260] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:47.208393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.213146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:47.215023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:47.215583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:47.216242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:47.216990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.244307] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:47.302316] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 8.3s | Global ETA: 17m 42s
[2025-11-27T20:15:47.302589] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:47.303396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:47.303519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.308418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:47.310386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:47.310972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:47.311419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:47.312146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.320804] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:47.391546] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.76% | Symbol ETA: 9.4s | Global ETA: 17m 42s
[2025-11-27T20:15:47.391725] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:47.392525] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:47.392620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.397595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:47.436839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:47.437960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.515083] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:47.543662] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:47.648267] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:47.679493] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:47.708781] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:47.745102] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.80% | Symbol ETA: 7.2s | Global ETA: 17m 43s
[2025-11-27T20:15:47.745370] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:47.746223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:47.746353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.751036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:47.752021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:47.754564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:47.755959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:47.756700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:15:47.758679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.771130] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.23% | Symbol ETA: 10.4s | Global ETA: 17m 43s
[2025-11-27T20:15:47.771402] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:47.772239] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:47.772372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.776062] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:47.777244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:47.779136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:47.779712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:47.780405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:47.781171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.815092] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:47.872380] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 7.7s | Global ETA: 17m 43s
[2025-11-27T20:15:47.872645] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:47.873430] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:47.873550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:47.878678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:47.880637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:47.881240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:47.881798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:47.882711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:47.946414] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:48.016042] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.75% | Symbol ETA: 8.8s | Global ETA: 17m 43s
[2025-11-27T20:15:48.016172] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:48.016977] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:48.017049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:48.021857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:48.060976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:48.062009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:48.081294] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:48.112637] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:48.231767] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:48.249162] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:48.281044] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:48.313919] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.77% | Symbol ETA: 6.7s | Global ETA: 17m 44s
[2025-11-27T20:15:48.343708] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -3.60% | Symbol ETA: 9.8s | Global ETA: 17m 44s
[2025-11-27T20:15:48.343995] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:48.344860] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:48.344997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:48.349998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:48.351816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:48.352371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:48.353078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:48.353847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:48.405137] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:48.407364] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:48.464967] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 7.1s | Global ETA: 17m 44s
[2025-11-27T20:15:48.465214] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:48.466078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:48.466206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:48.471264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:48.473334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:48.473965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:48.474443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:48.475197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:48.498394] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.29%, Actual: 1.85%
[2025-11-27T20:15:48.569149] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:48.638826] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.59% | Symbol ETA: 8.2s | Global ETA: 17m 44s
[2025-11-27T20:15:48.639086] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:48.639849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:48.639992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:48.644705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:48.663555] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.10%, Actual: 8.44%
[2025-11-27T20:15:48.681749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:48.682561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:48.687330] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:48.810314] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:48.832431] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -1.24%, Actual: 1.25%
[2025-11-27T20:15:48.853077] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:48.915226] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 1.99% | Symbol ETA: 9.3s | Global ETA: 17m 45s
[2025-11-27T20:15:48.915490] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:48.916251] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:48.916378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:48.921168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:48.922950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:48.923481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:48.924164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:48.924905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:48.977047] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:49.008265] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:49.014212] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 6.85%
[2025-11-27T20:15:49.033028] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 6.5s | Global ETA: 17m 45s
[2025-11-27T20:15:49.033299] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:49.034137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:49.034271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:49.039189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:49.041101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:49.041651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:49.042101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:49.042827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:49.172417] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:49.183781] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 6.22%
[2025-11-27T20:15:49.239992] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 7.6s | Global ETA: 17m 45s
[2025-11-27T20:15:49.240133] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:49.240881] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:49.240962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:49.245606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:49.257927] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:49.281902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:49.282714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:49.349801] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 2.95%
[2025-11-27T20:15:49.393744] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:49.425946] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:49.488047] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 8.7s | Global ETA: 17m 45s
[2025-11-27T20:15:49.488498] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:49.489335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:49.489472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:49.494646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:49.496640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:49.497215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:49.497924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:49.498853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:49.517254] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.33%, Actual: 1.00%
[2025-11-27T20:15:49.570358] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:49.619647] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:49.629655] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 5.9s | Global ETA: 17m 46s
[2025-11-27T20:15:49.629809] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:49.630691] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:49.630813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:49.635666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:49.637513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:49.638070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:49.638535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:49.639249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:49.683311] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.63%
[2025-11-27T20:15:49.791040] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:49.836308] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:49.846625] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.80%, Actual: 0.72%
[2025-11-27T20:15:49.860567] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 6.9s | Global ETA: 17m 46s
[2025-11-27T20:15:49.860841] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:49.861667] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:49.861788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:49.866840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:49.905323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:49.906252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:49.984436] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:50.001054] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:50.011509] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.77%, Actual: 2.58%
[2025-11-27T20:15:50.011876] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 35.1205%
[2025-11-27T20:15:50.012004] [INFO ] [main      ] DIBS: DISCARDED add_pct_change (score: 35.12%)
[2025-11-27T20:15:50.012108] [INFO ] [main      ] DIBS: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:15:50.012205] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_preclose_acceleration_mag']
[2025-11-27T20:15:50.012309] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:50.023254] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:50.023833] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:50.024752] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:50.024882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.029666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:50.030727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:50.033175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:50.034458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:50.035139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:50.036142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.063891] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.42% | Symbol ETA: 8.2s | Global ETA: 17m 46s
[2025-11-27T20:15:50.064040] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:50.064820] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:50.065018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.070097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:50.071971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:50.072525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:50.073227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:50.073996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.160773] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:50.219955] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 5.4s | Global ETA: 17m 47s
[2025-11-27T20:15:50.220224] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:50.221092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:50.221217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.226186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:50.228036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:50.228661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:50.229127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:50.229891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.255254] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:50.361160] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:50.403326] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:50.424980] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:50.491625] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -5.24% | Symbol ETA: 6.3s | Global ETA: 17m 47s
[2025-11-27T20:15:50.491889] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:50.492720] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:50.492840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.498205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:50.523808] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:50.538163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:50.539198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.571443] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:50.582116] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:50.585022] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 11.0s | Global ETA: 17m 47s
[2025-11-27T20:15:50.585293] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:50.586108] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:50.586253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.590945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:50.591922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:50.594400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:50.595763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:50.596512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:50.597504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.633455] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.12% | Symbol ETA: 7.6s | Global ETA: 17m 47s
[2025-11-27T20:15:50.633759] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:50.634675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:50.634809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:50.639796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:50.641676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:50.642238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:50.642954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:50.643728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:50.749671] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:50.806071] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 4.8s | Global ETA: 17m 47s
[2025-11-27T20:15:50.883239] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:50.931156] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:50.975764] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.55%, Actual: 0.46%
[2025-11-27T20:15:50.980495] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:51.057010] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:51.097844] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:51.123680] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.65% | Symbol ETA: 5.7s | Global ETA: 17m 48s
[2025-11-27T20:15:51.123939] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:51.124771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:51.124901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:51.130046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:51.141080] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.72%, Actual: 0.32%
[2025-11-27T20:15:51.144915] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:51.159210] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 10.5s | Global ETA: 17m 48s
[2025-11-27T20:15:51.159362] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:51.160131] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:51.160337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:51.165055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:51.166050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:51.168570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:51.168540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:51.169402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:51.170029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:51.170822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:51.171819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:51.206326] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 7.0s | Global ETA: 17m 48s
[2025-11-27T20:15:51.206464] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:51.207216] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:51.207284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:51.212035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:51.213829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:51.214428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:51.215123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:51.215886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:51.310516] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.70%, Actual: 0.35%
[2025-11-27T20:15:51.479508] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.94%
[2025-11-27T20:15:51.499836] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:51.506782] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:51.553001] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:51.644329] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.07%
[2025-11-27T20:15:51.664841] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:51.674520] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:51.719477] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:51.726182] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 9.9s | Global ETA: 17m 49s
[2025-11-27T20:15:51.726321] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:51.727080] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:51.727150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:51.732650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:51.733871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:51.736454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:51.737843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:51.738622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:51.739716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:51.744035] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.47% | Symbol ETA: 5.1s | Global ETA: 17m 49s
[2025-11-27T20:15:51.780376] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -4.39% | Symbol ETA: 6.4s | Global ETA: 17m 49s
[2025-11-27T20:15:51.780648] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:51.781455] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:51.781596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:51.786286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:51.788066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:51.788660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:51.789399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:51.790178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:51.809516] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.08%
[2025-11-27T20:15:51.912645] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.12%, Actual: 3.11%
[2025-11-27T20:15:51.974518] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.18%
[2025-11-27T20:15:52.073266] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:52.081390] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.98%, Actual: 1.88%
[2025-11-27T20:15:52.133271] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:52.145220] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.49%
[2025-11-27T20:15:52.241338] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:52.252333] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.76%, Actual: 2.24%
[2025-11-27T20:15:52.302214] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 9.3s | Global ETA: 17m 50s
[2025-11-27T20:15:52.302349] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:52.303108] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:52.303177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:52.307806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:52.308746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:52.311487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:52.312097] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:52.313033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:52.313976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:52.315108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:52.323423] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.26%
[2025-11-27T20:15:52.373386] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 13.16% | Symbol ETA: 5.9s | Global ETA: 17m 50s
[2025-11-27T20:15:52.373526] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:52.374284] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:52.374354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:52.378970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:52.380665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:52.381124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:52.381719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:15:52.382360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:52.421209] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.75%, Actual: 1.37%
[2025-11-27T20:15:52.493437] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.37%
[2025-11-27T20:15:52.493665] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 57.6490%
[2025-11-27T20:15:52.493839] [INFO ] [main      ] FEMB: DISCARDED add_prev_close_to_open (score: 57.65%)
[2025-11-27T20:15:52.494002] [INFO ] [main      ] FEMB: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:15:52.494119] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_day_tail_pressure']
[2025-11-27T20:15:52.494219] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:52.507390] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:52.508158] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:52.509134] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:52.509263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:52.514268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:52.516260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:52.516837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:52.517296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:52.520357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:52.593900] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.59%, Actual: 3.23%
[2025-11-27T20:15:52.645146] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:15:52.724106] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:15:52.763517] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 1.56%
[2025-11-27T20:15:52.814721] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:52.850832] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:15:52.875625] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 8.8s | Global ETA: 17m 50s
[2025-11-27T20:15:52.875906] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:15:52.876724] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:52.876853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:52.881565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:52.882554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:52.885086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:52.886443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:52.887195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:52.888281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:52.888661] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:52.938956] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.08%, Actual: 1.41%
[2025-11-27T20:15:52.962202] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.70% | Symbol ETA: 5.3s | Global ETA: 17m 51s
[2025-11-27T20:15:53.014640] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:53.073791] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 9.4s | Global ETA: 17m 51s
[2025-11-27T20:15:53.074024] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:15:53.074826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:53.074949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:53.079718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:53.081647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:53.082208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:53.082681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:53.085375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:53.115596] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -5.24%, Actual: 0.81%
[2025-11-27T20:15:53.131831] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.23%, Actual: 5.12%
[2025-11-27T20:15:53.219067] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:15:53.288537] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.65%, Actual: 1.30%
[2025-11-27T20:15:53.297722] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -3.60%, Actual: 0.69%
[2025-11-27T20:15:53.384379] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:53.412557] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:15:53.445182] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 8.2s | Global ETA: 17m 51s
[2025-11-27T20:15:53.445452] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:15:53.446271] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:53.446405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:53.451229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:53.452222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:53.454717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:53.456123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:53.456886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:53.457952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:53.458558] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.47%, Actual: 1.93%
[2025-11-27T20:15:53.458883] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 44.1494%
[2025-11-27T20:15:53.459044] [INFO ] [main      ] COYA: DISCARDED add_prev_close_to_open (score: 44.15%)
[2025-11-27T20:15:53.459167] [INFO ] [main      ] COYA: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:15:53.459268] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure']
[2025-11-27T20:15:53.459361] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:15:53.469772] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 5.02%
[2025-11-27T20:15:53.471067] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:53.471561] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:15:53.472501] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:53.472640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:53.477367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:53.516793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:53.519787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:53.577898] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:53.639058] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 8.9s | Global ETA: 17m 52s
[2025-11-27T20:15:53.639308] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:15:53.640122] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:53.640245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:53.645025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:53.646829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:53.647368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:53.647824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:53.649291] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 0.49%
[2025-11-27T20:15:53.650509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:53.792480] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:15:53.830095] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.42%, Actual: 0.58%
[2025-11-27T20:15:53.861203] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:15:53.961204] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:53.987846] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:15:54.001536] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.12%, Actual: 1.85%
[2025-11-27T20:15:54.024629] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.66% | Symbol ETA: 7.6s | Global ETA: 17m 52s
[2025-11-27T20:15:54.024910] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:15:54.025772] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:54.025901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.031247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:54.032500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:54.032174] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:54.035098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:54.036481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:54.037222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:54.038289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.105946] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -3.05% | Symbol ETA: 10.3s | Global ETA: 17m 52s
[2025-11-27T20:15:54.106202] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:15:54.107022] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:54.107154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.112134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:54.152727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:54.154001] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:54.155670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.177030] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 4.37%
[2025-11-27T20:15:54.214821] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 8.3s | Global ETA: 17m 52s
[2025-11-27T20:15:54.215091] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:15:54.216143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:54.216265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.221158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:54.223091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:54.223632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:54.224068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:54.226662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.355827] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -4.39%, Actual: 2.73%
[2025-11-27T20:15:54.372170] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:15:54.488323] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:15:54.523740] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 13.16%, Actual: 0.58%
[2025-11-27T20:15:54.540080] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:54.575265] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:15:54.600136] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 7.1s | Global ETA: 17m 53s
[2025-11-27T20:15:54.600406] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:15:54.601165] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:54.601488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.606718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:54.607893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:54.610491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:54.611844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:54.612587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:54.613632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.654271] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:54.695394] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 0.82%
[2025-11-27T20:15:54.695774] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 40.0467%
[2025-11-27T20:15:54.695925] [INFO ] [main      ] ATHA: DISCARDED add_prev_close_to_1100 (score: 40.05%)
[2025-11-27T20:15:54.695984] [INFO ] [main      ] ATHA: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:15:54.696085] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_close_to_open']
[2025-11-27T20:15:54.696184] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:15:54.708803] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:54.709387] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:15:54.710351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:54.710483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.715255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:54.717085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:54.717652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:54.718348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:54.719081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.728225] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 9.6s | Global ETA: 17m 53s
[2025-11-27T20:15:54.728491] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:15:54.729304] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:54.729432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.734130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:54.743047] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:54.771380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:54.774212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.801698] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 7.8s | Global ETA: 17m 53s
[2025-11-27T20:15:54.801943] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:15:54.802750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:54.802872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:54.807626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:54.809407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:54.809952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:54.810398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:54.813002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:54.943443] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:15:55.073904] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:15:55.102231] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:15:55.107948] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:55.141536] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:15:55.167976] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.27% | Symbol ETA: 6.5s | Global ETA: 17m 54s
[2025-11-27T20:15:55.168281] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:15:55.169097] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:55.169226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.173968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:55.174891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:55.177315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:55.178695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:55.179418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:15:55.180474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.246922] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:55.267255] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:55.306864] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:55.309142] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.30% | Symbol ETA: 10.1s | Global ETA: 17m 54s
[2025-11-27T20:15:55.309416] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:15:55.310258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:55.310386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.315100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:55.316924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:55.317470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:55.318191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:55.318931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.339804] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.79% | Symbol ETA: 8.9s | Global ETA: 17m 54s
[2025-11-27T20:15:55.339951] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:15:55.340883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:55.341015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.345776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:55.364738] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 7.2s | Global ETA: 17m 54s
[2025-11-27T20:15:55.364992] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:15:55.365796] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:55.365932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.370653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:55.372389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:55.372928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:55.373369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:55.376073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.382967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:55.385945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.510306] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:15:55.644728] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:15:55.676294] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:55.702210] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:15:55.737000] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.37% | Symbol ETA: 5.9s | Global ETA: 17m 55s
[2025-11-27T20:15:55.770866] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:15:55.808418] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:55.864943] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:55.869940] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 9.3s | Global ETA: 17m 55s
[2025-11-27T20:15:55.870225] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:15:55.871005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:55.871137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.875878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:55.877662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:55.878230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:55.878920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:55.879706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.907034] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.69%, Actual: 1.85%
[2025-11-27T20:15:55.923781] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 6.6s | Global ETA: 17m 55s
[2025-11-27T20:15:55.924050] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:15:55.924894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:55.925020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:55.929945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:55.931879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:55.932427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:55.932893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:55.935651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:55.938289] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:56.011190] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.79% | Symbol ETA: 8.4s | Global ETA: 17m 55s
[2025-11-27T20:15:56.011456] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:15:56.012306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:56.012433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:56.017467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:56.056355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:56.059666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:56.072139] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.19%, Actual: 8.44%
[2025-11-27T20:15:56.216750] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:15:56.244248] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.25%, Actual: 1.25%
[2025-11-27T20:15:56.275742] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:15:56.382595] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:56.404310] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:15:56.429871] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 6.85%
[2025-11-27T20:15:56.444374] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.15% | Symbol ETA: 8.7s | Global ETA: 17m 56s
[2025-11-27T20:15:56.444643] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:15:56.444873] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:56.445462] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:56.445622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:56.450350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:56.452129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:56.452686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:56.453364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:56.454117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:56.505275] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.0s | Global ETA: 17m 56s
[2025-11-27T20:15:56.505500] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:15:56.506294] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:56.506416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:56.511200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:56.513118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:56.513662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:56.514100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:56.516755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:56.567905] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:56.603284] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 6.22%
[2025-11-27T20:15:56.638618] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.68% | Symbol ETA: 7.7s | Global ETA: 17m 56s
[2025-11-27T20:15:56.638756] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:15:56.639588] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:56.639705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:56.644349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:56.681267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:56.683945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:56.770855] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 2.95%
[2025-11-27T20:15:56.782477] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:15:56.847188] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:15:56.937617] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 1.00%
[2025-11-27T20:15:56.945676] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:57.007700] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 8.1s | Global ETA: 17m 57s
[2025-11-27T20:15:57.007968] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:15:57.008843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:57.008978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.009679] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:15:57.011939] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:57.014177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:57.016136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:57.016723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:57.017460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:57.018472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.070034] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 5.5s | Global ETA: 17m 57s
[2025-11-27T20:15:57.070264] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:15:57.071065] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:57.071186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.076674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:57.078941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:57.079494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:57.079959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:57.082742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.105953] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.63%
[2025-11-27T20:15:57.173393] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:57.243950] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.81% | Symbol ETA: 7.1s | Global ETA: 17m 57s
[2025-11-27T20:15:57.244190] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:15:57.244975] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:57.245100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.249855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:57.274164] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.27%, Actual: 0.72%
[2025-11-27T20:15:57.286898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:57.289666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.371925] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:15:57.419888] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:15:57.441877] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 2.58%
[2025-11-27T20:15:57.442287] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.1431%
[2025-11-27T20:15:57.442451] [INFO ] [main      ] DIBS: DISCARDED add_preclose_acceleration_mag (score: 32.14%)
[2025-11-27T20:15:57.442560] [INFO ] [main      ] DIBS: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:15:57.442713] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prev_1100_to_open']
[2025-11-27T20:15:57.442839] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:15:57.453964] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:57.454558] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:15:57.455479] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:57.455624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.460488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:57.461599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:57.464114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:57.465532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:57.466316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:57.467052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.546249] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:15:57.588920] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:57.608369] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.04% | Symbol ETA: 7.6s | Global ETA: 17m 58s
[2025-11-27T20:15:57.608648] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:15:57.609487] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:57.609632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.614378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:57.616266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:57.616828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:57.617124] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:15:57.617499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:57.618281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.648456] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 4.9s | Global ETA: 17m 58s
[2025-11-27T20:15:57.648743] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:15:57.649680] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:57.649809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.654826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:57.656764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:57.657310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:57.657779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:57.661386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.783256] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:57.801225] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:15:57.856683] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 6.5s | Global ETA: 17m 58s
[2025-11-27T20:15:57.856831] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:15:57.857631] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:57.857827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:57.862817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:57.901400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:57.904693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:57.963793] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:15:57.968882] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:15:58.030413] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.01% | Symbol ETA: 10.6s | Global ETA: 17m 58s
[2025-11-27T20:15:58.030692] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:15:58.031503] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:58.031646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:58.036397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:58.037427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:58.041398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:58.042991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:58.043866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:58.044640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:58.050297] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:15:58.144685] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:15:58.209284] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 7.0s | Global ETA: 17m 58s
[2025-11-27T20:15:58.209548] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:15:58.210487] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:58.210637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:58.215723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:58.217644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:58.217734] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:58.218246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:58.218971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:58.219761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:58.244693] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:15:58.277944] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 4.3s | Global ETA: 17m 59s
[2025-11-27T20:15:58.380435] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:15:58.427346] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:58.443020] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 0.46%
[2025-11-27T20:15:58.500568] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.93% | Symbol ETA: 5.8s | Global ETA: 17m 59s
[2025-11-27T20:15:58.500843] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:15:58.501677] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:58.501799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:58.506742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:58.545114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:58.548006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:58.548592] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:15:58.555724] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:15:58.608530] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.70%, Actual: 0.32%
[2025-11-27T20:15:58.611095] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 10.1s | Global ETA: 17m 59s
[2025-11-27T20:15:58.611377] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:15:58.612215] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:58.612352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:58.617209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:58.618336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:58.620881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:58.622291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:58.623033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:58.623781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:58.720241] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:15:58.774836] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 0.35%
[2025-11-27T20:15:58.780307] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.74% | Symbol ETA: 6.4s | Global ETA: 17m 59s
[2025-11-27T20:15:58.780592] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:15:58.781395] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:58.781528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:58.786324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:58.788148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:58.788700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:58.789343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:58.790084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:58.882951] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:15:58.939986] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.94%
[2025-11-27T20:15:58.959283] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:15:59.051064] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:59.105725] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.07%
[2025-11-27T20:15:59.116631] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:15:59.121001] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 5.2s | Global ETA: 17m 60s
[2025-11-27T20:15:59.121144] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:15:59.122019] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:15:59.122141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.126916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:15:59.128113] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:15:59.165374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:15:59.168299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:59.189996] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 9.5s | Global ETA: 17m 60s
[2025-11-27T20:15:59.190156] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:15:59.191055] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:59.191188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.196025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:59.197034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:59.199505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:59.200908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:59.201653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:59.202369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:59.270854] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.08%
[2025-11-27T20:15:59.280558] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:15:59.341049] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 5.8s | Global ETA: 18m 0s
[2025-11-27T20:15:59.341315] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:15:59.342132] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:59.342264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.346943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:59.348759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:59.349297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:59.349975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:59.350715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:59.434877] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.18%
[2025-11-27T20:15:59.497202] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:15:59.533479] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:15:59.598278] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.49%
[2025-11-27T20:15:59.661476] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:15:59.676684] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:15:59.704259] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:15:59.732227] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.85% | Symbol ETA: 4.6s | Global ETA: 18m 1s
[2025-11-27T20:15:59.761806] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.26%
[2025-11-27T20:15:59.764854] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 8.9s | Global ETA: 18m 1s
[2025-11-27T20:15:59.765123] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:15:59.765937] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:15:59.766067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.770904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:15:59.771890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:15:59.774318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:15:59.775684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:15:59.776412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:15:59.777151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:59.842317] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:15:59.898963] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -3.05%, Actual: 3.11%
[2025-11-27T20:15:59.902166] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 9.48% | Symbol ETA: 5.3s | Global ETA: 18m 1s
[2025-11-27T20:15:59.902302] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:15:59.903064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:59.903133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.907784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:59.909496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:15:59.910116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:15:59.910810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:15:59.911548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:15:59.925690] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 0.37%
[2025-11-27T20:15:59.926022] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 54.0098%
[2025-11-27T20:15:59.926168] [INFO ] [main      ] FEMB: DISCARDED add_prior_day_tail_pressure (score: 54.01%)
[2025-11-27T20:15:59.926267] [INFO ] [main      ] FEMB: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:15:59.926355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_mag_lag']
[2025-11-27T20:15:59.926447] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:15:59.938912] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:15:59.939459] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:15:59.940346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:15:59.940468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:15:59.945195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:15:59.947001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:15:59.947529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:15:59.947988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:15:59.949562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:00.063094] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.19%, Actual: 1.88%
[2025-11-27T20:16:00.105291] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:00.225909] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 2.24%
[2025-11-27T20:16:00.269270] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:00.277928] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:00.299258] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:00.329610] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 8.3s | Global ETA: 18m 2s
[2025-11-27T20:16:00.329743] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:00.330477] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:00.330540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:00.335224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:00.336290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:00.338787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:00.340143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:00.340842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:16:00.341600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:00.393363] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.79%, Actual: 1.37%
[2025-11-27T20:16:00.452416] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:00.513142] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 9.1s | Global ETA: 18m 2s
[2025-11-27T20:16:00.513414] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:00.514224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:00.514344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:00.519128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:00.520931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:00.521470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:00.521944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:00.523559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:00.540312] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:00.561734] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.68%, Actual: 3.23%
[2025-11-27T20:16:00.634189] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 4.7s | Global ETA: 18m 2s
[2025-11-27T20:16:00.791948] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:00.849219] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.30%, Actual: 5.12%
[2025-11-27T20:16:00.871297] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.81%, Actual: 1.56%
[2025-11-27T20:16:00.919686] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:01.017953] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -1.94%, Actual: 0.69%
[2025-11-27T20:16:01.070123] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 1.41%
[2025-11-27T20:16:01.130669] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:01.187725] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:01.188788] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.15%, Actual: 5.02%
[2025-11-27T20:16:01.195025] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 7.9s | Global ETA: 18m 3s
[2025-11-27T20:16:01.195163] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:01.195976] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:01.196049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:01.201091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:01.202060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:01.204534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:01.205881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:01.206546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:16:01.207218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:01.234027] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.93%, Actual: 0.81%
[2025-11-27T20:16:01.250063] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 9.2s | Global ETA: 18m 3s
[2025-11-27T20:16:01.250154] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:01.250953] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:01.251021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:01.256384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:01.258170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:01.258671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:01.259062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:01.260637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:01.357277] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.23%, Actual: 0.49%
[2025-11-27T20:16:01.398801] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 1.30%
[2025-11-27T20:16:01.537757] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.04%, Actual: 0.58%
[2025-11-27T20:16:01.567700] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.85%, Actual: 1.93%
[2025-11-27T20:16:01.567907] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 50.6482%
[2025-11-27T20:16:01.568059] [INFO ] [main      ] COYA: KEPT add_prior_day_tail_pressure (score: 50.65%)
[2025-11-27T20:16:01.568102] [INFO ] [main      ] COYA: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:16:01.568158] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_prior_mag_lag']
[2025-11-27T20:16:01.568199] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:01.579496] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:01.580039] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:01.580883] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:01.580951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:01.585905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:01.599127] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:01.623213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:01.626267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:01.627807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:01.708437] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:01.708885] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.22%, Actual: 1.85%
[2025-11-27T20:16:01.767426] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:01.828189] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 8.3s | Global ETA: 18m 4s
[2025-11-27T20:16:01.828362] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:01.829325] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:01.829479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:01.835150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:01.837149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:01.837729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:01.838212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:01.839867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:01.877919] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.74%, Actual: 4.37%
[2025-11-27T20:16:01.879624] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:01.942683] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 7.4s | Global ETA: 18m 4s
[2025-11-27T20:16:01.942940] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:01.943826] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:01.943952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:01.948944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:01.950041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:01.952850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:01.954740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:01.955532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:16:01.956425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:01.964527] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:02.046011] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.16%, Actual: 2.73%
[2025-11-27T20:16:02.127471] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:02.202644] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 9.9s | Global ETA: 18m 4s
[2025-11-27T20:16:02.202872] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:02.204397] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:02.204515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.207719] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:02.209389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:02.219673] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 9.48%, Actual: 0.58%
[2025-11-27T20:16:02.247770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:02.250722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:02.252294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:02.296608] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:02.388022] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:02.391936] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.82%
[2025-11-27T20:16:02.392272] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 45.2657%
[2025-11-27T20:16:02.392445] [INFO ] [main      ] ATHA: DISCARDED add_prev_close_to_open (score: 45.27%)
[2025-11-27T20:16:02.392556] [INFO ] [main      ] ATHA: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:16:02.392671] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure']
[2025-11-27T20:16:02.392774] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:02.406264] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:02.406996] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:02.407946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:02.408079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.412942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:02.414832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:02.415397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:02.416133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:02.418883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:02.449603] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 7.7s | Global ETA: 18m 5s
[2025-11-27T20:16:02.449871] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:02.450830] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:02.450972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.456456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:02.458503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:02.459106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:02.459636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:02.461256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:02.464034] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:02.527265] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 6.7s | Global ETA: 18m 5s
[2025-11-27T20:16:02.527521] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:02.528371] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:02.528495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.533873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:02.535091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:02.537918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:02.539459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:02.540238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:16:02.541035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:02.600389] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:02.754796] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:02.763032] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:02.810617] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:02.836778] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.03% | Symbol ETA: 9.3s | Global ETA: 18m 5s
[2025-11-27T20:16:02.837035] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:02.837869] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:02.837991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.842712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:02.876372] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:02.879798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:02.882463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:02.884053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:02.921091] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:02.981888] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:02.986191] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.28% | Symbol ETA: 9.6s | Global ETA: 18m 6s
[2025-11-27T20:16:02.986466] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:02.987310] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:02.987445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:02.992295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:02.994072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:02.994626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:02.995305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:02.997997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.042377] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 7.0s | Global ETA: 18m 6s
[2025-11-27T20:16:03.042687] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:03.043528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:03.043695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:03.047486] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:03.048783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:03.050682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:03.051264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:03.051760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:03.053390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.110377] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.66% | Symbol ETA: 6.1s | Global ETA: 18m 6s
[2025-11-27T20:16:03.110650] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:03.111470] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:03.111616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:03.116707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:03.117807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:03.120467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:03.121875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:03.122685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:16:03.123451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.210519] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:03.334921] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:03.372353] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:03.382538] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:03.445864] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.12% | Symbol ETA: 8.6s | Global ETA: 18m 6s
[2025-11-27T20:16:03.446013] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:03.446767] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:03.446846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:03.451503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:03.477175] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:03.488415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:03.491096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:03.492662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.500834] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:03.544960] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:03.564715] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.52% | Symbol ETA: 9.1s | Global ETA: 18m 7s
[2025-11-27T20:16:03.564974] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:03.565796] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:03.565927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:03.570724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:03.572477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:03.573023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:03.573717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:03.576375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.602785] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 6.4s | Global ETA: 18m 7s
[2025-11-27T20:16:03.603065] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:03.603975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:03.604114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:03.609001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:03.610990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:03.611600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:03.612053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:03.613663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:03.650719] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:03.713906] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.19% | Symbol ETA: 5.4s | Global ETA: 18m 7s
[2025-11-27T20:16:03.818284] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:03.897669] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.01%, Actual: 1.85%
[2025-11-27T20:16:03.908956] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:03.945321] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:03.982842] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:04.056701] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -4.17% | Symbol ETA: 8.0s | Global ETA: 18m 7s
[2025-11-27T20:16:04.056953] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:04.058283] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:04.058404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.063135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:04.070179] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.22%, Actual: 8.44%
[2025-11-27T20:16:04.074570] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:04.099822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:04.102531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:04.104143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.110351] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:04.139969] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.62% | Symbol ETA: 8.5s | Global ETA: 18m 7s
[2025-11-27T20:16:04.140258] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:04.141117] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:04.141244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.146139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:04.147975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:04.148556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:04.149255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:04.152206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.168244] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 5.7s | Global ETA: 18m 7s
[2025-11-27T20:16:04.168513] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:04.169351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:04.169437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.174259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:04.176034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:04.176504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:04.176969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:04.178553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.247001] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 1.25%
[2025-11-27T20:16:04.423513] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 6.85%
[2025-11-27T20:16:04.434007] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:04.491968] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:04.512465] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:04.598096] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 6.22%
[2025-11-27T20:16:04.599971] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:04.659012] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:04.674955] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.13% | Symbol ETA: 7.4s | Global ETA: 18m 8s
[2025-11-27T20:16:04.675194] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:04.675963] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:04.676082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.678621] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:04.680811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:04.717346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:04.720048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:04.721651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.723493] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 3.58% | Symbol ETA: 7.9s | Global ETA: 18m 8s
[2025-11-27T20:16:04.723759] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:04.724614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:04.724741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.729524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:04.731326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:04.731878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:04.732541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:04.735234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.736823] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 5.1s | Global ETA: 18m 8s
[2025-11-27T20:16:04.737079] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:04.737866] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:04.737993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:04.742855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:04.744615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:04.745141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:04.745605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:04.747148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:04.770647] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 2.95%
[2025-11-27T20:16:04.937473] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 1.00%
[2025-11-27T20:16:05.053917] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:05.065561] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:05.078695] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:05.112847] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.63%
[2025-11-27T20:16:05.219562] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:05.237784] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:05.242063] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:05.285804] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.66%, Actual: 0.72%
[2025-11-27T20:16:05.293402] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 6.8s | Global ETA: 18m 9s
[2025-11-27T20:16:05.293654] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:05.294456] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:05.294593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.298982] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 4.5s | Global ETA: 18m 9s
[2025-11-27T20:16:05.299225] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:05.299309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:05.300038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:05.300177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.302962] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -8.00% | Symbol ETA: 7.3s | Global ETA: 18m 9s
[2025-11-27T20:16:05.303231] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:05.304089] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:05.304223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.304944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:05.306752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:05.307281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:05.307746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:05.309320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.309359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:05.311229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:05.311795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:05.312515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:05.315347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.336768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:05.339553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:05.341246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.459588] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 2.58%
[2025-11-27T20:16:05.459930] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 29.2851%
[2025-11-27T20:16:05.460084] [INFO ] [main      ] DIBS: DISCARDED add_prev_1100_to_open (score: 29.29%)
[2025-11-27T20:16:05.460186] [INFO ] [main      ] DIBS: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:16:05.460280] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prev_close_to_1100']
[2025-11-27T20:16:05.460403] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:05.471932] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:05.472474] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:05.473401] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:05.473528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.478480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:05.479600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:05.482203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:05.483667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:05.484411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:05.485150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.635721] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:05.652021] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:05.684115] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:05.798710] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:05.825219] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:05.833078] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:05.855625] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 3.9s | Global ETA: 18m 10s
[2025-11-27T20:16:05.858301] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:05.896974] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 4.39% | Symbol ETA: 6.8s | Global ETA: 18m 10s
[2025-11-27T20:16:05.897276] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:05.898185] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:05.898317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.903355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:05.905225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:05.905801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:05.906445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:05.909276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.933481] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.84% | Symbol ETA: 6.2s | Global ETA: 18m 10s
[2025-11-27T20:16:05.933752] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:05.934559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:05.934702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:05.939594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:05.977913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:05.980847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:05.982508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:05.989600] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:06.019657] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.48%, Actual: 0.46%
[2025-11-27T20:16:06.050700] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 10.6s | Global ETA: 18m 10s
[2025-11-27T20:16:06.050868] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:06.051624] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:06.051802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:06.056542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:06.057541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:06.060071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:06.061426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:06.062164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:06.062893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:06.183632] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.89%, Actual: 0.32%
[2025-11-27T20:16:06.242784] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:06.313955] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:06.348344] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.50%, Actual: 0.35%
[2025-11-27T20:16:06.399353] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:06.417831] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:06.483667] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.03% | Symbol ETA: 6.2s | Global ETA: 18m 11s
[2025-11-27T20:16:06.483935] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:06.484769] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:06.484899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:06.488093] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:06.489877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:06.491759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:06.492315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:06.493044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:06.495842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:06.512885] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 0.94%
[2025-11-27T20:16:06.561250] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.85% | Symbol ETA: 5.5s | Global ETA: 18m 11s
[2025-11-27T20:16:06.561380] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:06.562118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:06.562186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:06.566351] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:06.566873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:06.603443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:06.606487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:06.608170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:06.627234] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 10.0s | Global ETA: 18m 11s
[2025-11-27T20:16:06.627493] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:06.628314] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:06.628439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:06.633186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:06.634185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:06.636666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:06.638010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:06.638768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:06.639485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:06.675080] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.07%
[2025-11-27T20:16:06.837182] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.08%
[2025-11-27T20:16:06.838969] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:06.939635] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:06.964903] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:06.999885] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 0.18%
[2025-11-27T20:16:07.006050] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:07.069190] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 5.6s | Global ETA: 18m 12s
[2025-11-27T20:16:07.069453] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:07.070450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:07.070598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.077222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:07.079049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:07.080322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:07.081017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:07.083711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.107657] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:07.130117] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:07.167243] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.49%
[2025-11-27T20:16:07.180099] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -1.24% | Symbol ETA: 4.9s | Global ETA: 18m 12s
[2025-11-27T20:16:07.180322] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:07.181153] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:07.181279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.186167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:07.193420] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 9.4s | Global ETA: 18m 12s
[2025-11-27T20:16:07.193553] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:07.194315] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:07.194385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.199590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:07.200640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:07.203454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:07.204792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:07.205600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:07.206318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.224170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:07.227039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:07.228762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.331093] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.26%
[2025-11-27T20:16:07.417628] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:07.495752] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.37%
[2025-11-27T20:16:07.496091] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 48.2366%
[2025-11-27T20:16:07.496248] [INFO ] [main      ] FEMB: DISCARDED add_prior_mag_lag (score: 48.24%)
[2025-11-27T20:16:07.496356] [INFO ] [main      ] FEMB: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:16:07.496453] [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']
[2025-11-27T20:16:07.496554] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:07.508913] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:07.509618] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:07.510500] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:07.510644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.515342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:07.517105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:07.517610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:07.518076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:07.520395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.534807] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:07.558973] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:07.584667] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:07.647251] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 5.0s | Global ETA: 18m 13s
[2025-11-27T20:16:07.647513] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:07.648322] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:07.648459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.653498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:07.655355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:07.655923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:07.656636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:07.659433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.698507] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:07.725555] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:07.759519] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 2.54% | Symbol ETA: 8.9s | Global ETA: 18m 13s
[2025-11-27T20:16:07.759901] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:07.760739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:07.760862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:07.765549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:07.766506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:07.768977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:07.770310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:07.771043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:07.771749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:07.798675] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.47% | Symbol ETA: 4.3s | Global ETA: 18m 13s
[2025-11-27T20:16:07.850281] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:07.963478] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.88%, Actual: 3.11%
[2025-11-27T20:16:07.991833] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:08.014941] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:08.073841] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 8.8s | Global ETA: 18m 13s
[2025-11-27T20:16:08.074105] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:08.074928] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:08.075058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:08.079759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:08.081531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:08.082084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:08.082535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:08.084837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:08.099628] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:08.128992] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.03%, Actual: 1.88%
[2025-11-27T20:16:08.158435] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:08.221251] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 4.4s | Global ETA: 18m 14s
[2025-11-27T20:16:08.265963] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:08.295369] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.12%, Actual: 2.24%
[2025-11-27T20:16:08.326612] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 8.3s | Global ETA: 18m 14s
[2025-11-27T20:16:08.326750] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:08.327476] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:08.327539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:08.332265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:08.333317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:08.335840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:08.337200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:08.337937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:08.338697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:08.391590] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.28%, Actual: 5.12%
[2025-11-27T20:16:08.417203] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:08.461190] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -4.17%, Actual: 1.37%
[2025-11-27T20:16:08.559110] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.52%, Actual: 0.69%
[2025-11-27T20:16:08.581153] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:08.627178] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.13%, Actual: 3.23%
[2025-11-27T20:16:08.638625] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 8.2s | Global ETA: 18m 14s
[2025-11-27T20:16:08.638899] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:08.639723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:08.639852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:08.644678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:08.646448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:08.646993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:08.647441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:08.649762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:08.668657] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:08.728154] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.62%, Actual: 5.02%
[2025-11-27T20:16:08.791971] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.56%
[2025-11-27T20:16:08.833049] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:08.894010] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 7.7s | Global ETA: 18m 15s
[2025-11-27T20:16:08.894145] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:08.894920] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:08.894988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:08.896211] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 3.58%, Actual: 0.49%
[2025-11-27T20:16:08.899909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:08.900967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:08.903475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:08.904976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:08.905802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:08.906523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:08.957650] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.84%, Actual: 1.41%
[2025-11-27T20:16:08.975443] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:09.063291] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -8.00%, Actual: 0.58%
[2025-11-27T20:16:09.126548] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.85%, Actual: 0.81%
[2025-11-27T20:16:09.137910] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:09.195268] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 7.6s | Global ETA: 18m 15s
[2025-11-27T20:16:09.195402] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:09.196143] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:09.196210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:09.200887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:09.202730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:09.203263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:09.203731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:09.206017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:09.230406] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 4.39%, Actual: 1.85%
[2025-11-27T20:16:09.235500] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:09.292903] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 1.30%
[2025-11-27T20:16:09.396637] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 4.37%
[2025-11-27T20:16:09.399368] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:09.459519] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.47%, Actual: 1.93%
[2025-11-27T20:16:09.459879] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 46.4231%
[2025-11-27T20:16:09.459993] [INFO ] [main      ] COYA: DISCARDED add_prior_mag_lag (score: 46.42%)
[2025-11-27T20:16:09.460054] [INFO ] [main      ] COYA: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:16:09.460101] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day']
[2025-11-27T20:16:09.460159] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:09.459931] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 7.1s | Global ETA: 18m 15s
[2025-11-27T20:16:09.460268] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:09.461107] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:09.461227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:09.466017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:09.467020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:09.469510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:09.470867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:09.471614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:09.471468] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:09.472032] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:09.472309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:09.472930] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:09.473019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:09.478045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:09.517692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:09.520631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:09.523117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:09.532352] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:09.562764] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 2.73%
[2025-11-27T20:16:09.694820] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:09.732158] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 0.58%
[2025-11-27T20:16:09.752738] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 7.0s | Global ETA: 18m 16s
[2025-11-27T20:16:09.753001] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:09.753826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:09.753956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:09.758690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:09.760460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:09.761009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:09.761460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:09.763766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:09.802138] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:09.857240] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:09.899296] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.82%
[2025-11-27T20:16:09.899669] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.5981%
[2025-11-27T20:16:09.899829] [INFO ] [main      ] ATHA: DISCARDED add_prior_day_tail_pressure (score: 37.60%)
[2025-11-27T20:16:09.899941] [INFO ] [main      ] ATHA: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:16:09.900041] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prior_mag_lag']
[2025-11-27T20:16:09.900146] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:09.912842] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:09.913269] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:09.914152] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:09.914238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:09.919171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:09.920963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:09.921453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:09.922119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:09.923714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:09.965459] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:10.024227] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 6.6s | Global ETA: 18m 16s
[2025-11-27T20:16:10.024483] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:10.024554] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:10.025308] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:10.025446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.030163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:10.031137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:10.033621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:10.034955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:10.035698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:10.036412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.098674] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:10.098988] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 9.5s | Global ETA: 18m 16s
[2025-11-27T20:16:10.099244] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:10.100617] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:10.100737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.105480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:10.145135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:10.148622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:10.151499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.257952] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:10.269715] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:10.326855] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 6.5s | Global ETA: 18m 17s
[2025-11-27T20:16:10.327114] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:10.327937] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:10.328065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.332987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:10.334806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:10.335355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:10.335849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:10.338201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.363253] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:10.422844] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:10.479927] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:10.486778] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 3.78% | Symbol ETA: 9.1s | Global ETA: 18m 17s
[2025-11-27T20:16:10.487048] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:10.487865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:10.487993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.492684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:10.494426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:10.494975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:10.495660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:10.497213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.529066] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:10.589078] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.52% | Symbol ETA: 6.0s | Global ETA: 18m 17s
[2025-11-27T20:16:10.589333] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:10.590174] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:10.590296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.594947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:10.595926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:10.598380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:10.599732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:10.600453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:16:10.601179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.647807] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:10.666288] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:10.722259] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -2.23% | Symbol ETA: 8.8s | Global ETA: 18m 17s
[2025-11-27T20:16:10.722524] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:10.723344] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:10.723471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.728352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:10.767110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:10.770262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:10.772733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.828652] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:10.830038] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:10.889644] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 5.9s | Global ETA: 18m 18s
[2025-11-27T20:16:10.889911] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:10.890792] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:10.890928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:10.895929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:10.897880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:10.898448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:10.898923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:10.901225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:10.932564] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:10.993788] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:11.057070] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.55% | Symbol ETA: 8.5s | Global ETA: 18m 18s
[2025-11-27T20:16:11.057351] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:11.058211] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:11.058342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:11.063115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:11.064975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:11.065516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:11.066206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:11.067793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:11.097023] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:11.108779] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:11.157328] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.19% | Symbol ETA: 5.4s | Global ETA: 18m 18s
[2025-11-27T20:16:11.254669] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:11.281644] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:11.324888] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.02%, Actual: 1.85%
[2025-11-27T20:16:11.356920] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 6.10% | Symbol ETA: 8.2s | Global ETA: 18m 18s
[2025-11-27T20:16:11.357179] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:11.357988] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:11.358108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:11.362815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:11.401393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:11.404565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:11.406400] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:11.407058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:11.430915] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:11.489795] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 5.4s | Global ETA: 18m 18s
[2025-11-27T20:16:11.490062] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:11.490769] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.69%, Actual: 8.44%
[2025-11-27T20:16:11.490969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:11.491051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:11.496515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:11.498459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:11.499082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:11.499563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:11.502030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:11.574270] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:11.640046] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.03% | Symbol ETA: 8.0s | Global ETA: 18m 19s
[2025-11-27T20:16:11.640315] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:11.641173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:11.641304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:11.646141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:11.648020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:11.648613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:11.649296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:11.651052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:11.655980] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.38%, Actual: 1.25%
[2025-11-27T20:16:11.745280] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:11.821697] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 2.54%, Actual: 6.85%
[2025-11-27T20:16:11.835063] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:11.913983] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:11.984243] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:11.984985] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 6.22%
[2025-11-27T20:16:11.989392] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -10.02% | Symbol ETA: 7.6s | Global ETA: 18m 19s
[2025-11-27T20:16:11.989676] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:11.990481] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:11.990618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:11.995486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:11.999723] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:12.034989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:12.038221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:12.040789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.056585] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 4.8s | Global ETA: 18m 19s
[2025-11-27T20:16:12.056843] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:12.057657] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:12.057783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.062497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:12.064254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:12.064826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:12.065279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:12.067560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.152419] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 2.95%
[2025-11-27T20:16:12.156627] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:12.223405] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 7.4s | Global ETA: 18m 20s
[2025-11-27T20:16:12.223516] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:12.224268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:12.224336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.229121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:12.231025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:12.231591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:12.232310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:12.233971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.317439] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 1.00%
[2025-11-27T20:16:12.381897] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:12.422781] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:12.481802] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 0.63%
[2025-11-27T20:16:12.570602] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:12.581094] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:12.600360] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:12.645588] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 8.95% | Symbol ETA: 7.0s | Global ETA: 18m 20s
[2025-11-27T20:16:12.645824] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:12.646674] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:12.646825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.652089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:12.660283] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 4.2s | Global ETA: 18m 20s
[2025-11-27T20:16:12.660536] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:12.660906] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.52%, Actual: 0.72%
[2025-11-27T20:16:12.661454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:12.661616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.666550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:12.668509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:12.669068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:12.669492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:12.671982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.691109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:12.694048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:12.696452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.751958] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:12.817888] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -7.69% | Symbol ETA: 6.9s | Global ETA: 18m 20s
[2025-11-27T20:16:12.818166] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:12.818966] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:12.819098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.824132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:12.825993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:12.826549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:12.827252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:12.828323] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 2.58%
[2025-11-27T20:16:12.828693] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 31.6575%
[2025-11-27T20:16:12.828838] [INFO ] [main      ] DIBS: DISCARDED add_prev_close_to_1100 (score: 31.66%)
[2025-11-27T20:16:12.828942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:12.828943] [INFO ] [main      ] DIBS: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:16:12.829044] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prev_close_to_open']
[2025-11-27T20:16:12.829151] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:12.839829] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:12.840507] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:12.841410] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:12.841532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:12.846236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:12.847249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:12.849760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:12.851041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:12.851787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:12.852504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.019039] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:13.033126] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:13.167765] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:13.181697] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:13.181842] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:13.217662] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:13.237881] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 3.7s | Global ETA: 18m 21s
[2025-11-27T20:16:13.290562] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.63% | Symbol ETA: 6.4s | Global ETA: 18m 21s
[2025-11-27T20:16:13.290838] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:13.291659] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:13.291778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.296401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:13.333073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:13.335882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:13.337643] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:13.338261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.345519] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:13.401288] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 4.33% | Symbol ETA: 6.3s | Global ETA: 18m 21s
[2025-11-27T20:16:13.401567] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:13.402405] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:13.402536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.404426] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.28%, Actual: 0.46%
[2025-11-27T20:16:13.406526] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 9.7s | Global ETA: 18m 21s
[2025-11-27T20:16:13.406830] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:13.407450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:13.407661] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:13.407792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.409630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:13.410224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:13.410993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:13.412608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:13.412660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.413530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:13.416069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:13.417445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:13.418211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:13.418944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.567807] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.80%, Actual: 0.32%
[2025-11-27T20:16:13.674495] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:13.732178] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:16:13.747345] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:13.751493] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:13.846218] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:13.898617] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.94%
[2025-11-27T20:16:13.913530] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:13.920646] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 5.7s | Global ETA: 18m 22s
[2025-11-27T20:16:13.920891] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:13.921122] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:13.921686] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:13.921814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.926455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:13.965095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:13.968307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:13.970853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.975105] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 9.1s | Global ETA: 18m 22s
[2025-11-27T20:16:13.975256] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:13.976154] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:13.976276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.981093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:13.982105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:13.984302] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 5.7s | Global ETA: 18m 22s
[2025-11-27T20:16:13.984548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:13.984586] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:13.985414] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:13.985546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:13.985863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:13.986660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:13.987369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:13.990315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:13.992072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:13.992548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:13.993167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:13.994680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:14.066418] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.07%
[2025-11-27T20:16:14.231643] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.08%
[2025-11-27T20:16:14.312360] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:14.316033] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:14.324128] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:14.396903] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.18%
[2025-11-27T20:16:14.481046] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:14.485911] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:14.493005] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:14.546280] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 8.6s | Global ETA: 18m 23s
[2025-11-27T20:16:14.546542] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:14.547338] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:14.547460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:14.552136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:14.553112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:14.553770] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 5.1s | Global ETA: 18m 23s
[2025-11-27T20:16:14.554032] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:14.554866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:14.554989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:14.555637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:14.556741] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 4.65% | Symbol ETA: 5.1s | Global ETA: 18m 23s
[2025-11-27T20:16:14.557005] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:14.556997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:14.557755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:14.557771] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:14.557945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:14.558469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:14.559902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:14.562930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:14.563062] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.49%
[2025-11-27T20:16:14.564838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:14.565332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:14.565975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:14.567605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:14.598180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:14.601309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:14.603844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:14.729951] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.26%
[2025-11-27T20:16:14.886507] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:14.898461] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.37%
[2025-11-27T20:16:14.898857] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.9932%
[2025-11-27T20:16:14.899010] [INFO ] [main      ] FEMB: DISCARDED add_range_overlap_v_prior_day (score: 50.99%)
[2025-11-27T20:16:14.899119] [INFO ] [main      ] FEMB: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:16:14.899218] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency']
[2025-11-27T20:16:14.899321] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:14.906496] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:14.911752] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:14.912321] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:14.913274] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:14.913406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:14.918295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:14.920237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:14.920855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:14.921312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:14.923431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:14.940486] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:15.054712] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:15.074170] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:15.109125] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:15.117788] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 8.0s | Global ETA: 18m 24s
[2025-11-27T20:16:15.118072] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:15.119060] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:15.119192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:15.124543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:15.125770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:15.128623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:15.130017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:15.130811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:15.131569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:15.154614] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.91% | Symbol ETA: 4.6s | Global ETA: 18m 24s
[2025-11-27T20:16:15.154911] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:15.156124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:15.156291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:15.161768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:15.163534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:15.164085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:15.164777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:15.166341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:15.181617] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 4.5s | Global ETA: 18m 24s
[2025-11-27T20:16:15.181871] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:15.182718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:15.182841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:15.187528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:15.225264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:15.228184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:15.230570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:15.283822] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:15.461470] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:15.465205] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:15.502352] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:15.518069] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 8.7s | Global ETA: 18m 24s
[2025-11-27T20:16:15.518381] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:15.519237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:15.519367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:15.524025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:15.525854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:15.526388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:15.526826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:15.531411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:15.567379] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:15.634437] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:15.677353] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:15.695235] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 7.5s | Global ETA: 18m 25s
[2025-11-27T20:16:15.695385] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:15.696248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:15.696368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:15.701207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:15.702199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:15.704695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:15.706020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:15.706757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:15.707461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:15.737626] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:15.742182] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 4.0s | Global ETA: 18m 25s
[2025-11-27T20:16:15.809330] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.08% | Symbol ETA: 3.8s | Global ETA: 18m 25s
[2025-11-27T20:16:15.860563] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:15.911095] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 3.78%, Actual: 5.12%
[2025-11-27T20:16:15.976722] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.18%, Actual: 3.11%
[2025-11-27T20:16:16.024070] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:16.045560] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:16.079527] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.55%, Actual: 0.69%
[2025-11-27T20:16:16.081093] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 8.0s | Global ETA: 18m 25s
[2025-11-27T20:16:16.081240] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:16.082000] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:16.082200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:16.086940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:16.088798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:16.089329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:16.089798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:16.091895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:16.140480] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -2.23%, Actual: 1.88%
[2025-11-27T20:16:16.215318] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:16.246899] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.03%, Actual: 5.02%
[2025-11-27T20:16:16.277457] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 6.9s | Global ETA: 18m 26s
[2025-11-27T20:16:16.277736] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:16.278569] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:16.278724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:16.283870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:16.284899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:16.287428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:16.289003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:16.289788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:16.290521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:16.302098] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 6.10%, Actual: 2.24%
[2025-11-27T20:16:16.414152] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 0.49%
[2025-11-27T20:16:16.422512] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:16.463864] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -10.02%, Actual: 1.37%
[2025-11-27T20:16:16.581167] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -7.69%, Actual: 0.58%
[2025-11-27T20:16:16.587693] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:16.640185] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 8.95%, Actual: 3.23%
[2025-11-27T20:16:16.645058] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.39% | Symbol ETA: 7.3s | Global ETA: 18m 26s
[2025-11-27T20:16:16.645205] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:16.646209] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:16.646341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:16.651293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:16.651176] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:16.653034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:16.653515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:16.653944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:16.655997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:16.746470] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 4.33%, Actual: 1.85%
[2025-11-27T20:16:16.802878] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.63%, Actual: 1.56%
[2025-11-27T20:16:16.818588] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:16.879962] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.43% | Symbol ETA: 6.3s | Global ETA: 18m 26s
[2025-11-27T20:16:16.880199] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:16.881061] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:16.881189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:16.886052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:16.887066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:16.889623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:16.891011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:16.891771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:16.892498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:16.913254] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 4.37%
[2025-11-27T20:16:16.965892] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 1.41%
[2025-11-27T20:16:16.986544] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:17.081407] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 4.65%, Actual: 2.73%
[2025-11-27T20:16:17.134376] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.00%, Actual: 0.81%
[2025-11-27T20:16:17.159266] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:17.217237] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 6.7s | Global ETA: 18m 27s
[2025-11-27T20:16:17.217465] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:17.218336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:17.218468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:17.223384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:17.225298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:17.225883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:17.226351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:17.228659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:17.236784] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:17.252850] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 0.58%
[2025-11-27T20:16:17.306645] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 1.30%
[2025-11-27T20:16:17.410447] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:17.420199] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 0.82%
[2025-11-27T20:16:17.420550] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 41.7455%
[2025-11-27T20:16:17.420718] [INFO ] [main      ] ATHA: DISCARDED add_prior_mag_lag (score: 41.75%)
[2025-11-27T20:16:17.420831] [INFO ] [main      ] ATHA: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:16:17.420939] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day']
[2025-11-27T20:16:17.421043] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:17.433602] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:17.434328] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:17.435265] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:17.435399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:17.440411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:17.442330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:17.442905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:17.443625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:17.446049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:17.474386] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 5.8s | Global ETA: 18m 27s
[2025-11-27T20:16:17.474656] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:17.475297] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.08%, Actual: 1.93%
[2025-11-27T20:16:17.475471] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:17.475642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:17.475686] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 37.5390%
[2025-11-27T20:16:17.475872] [INFO ] [main      ] COYA: DISCARDED add_range_overlap_v_prior_day (score: 37.54%)
[2025-11-27T20:16:17.475969] [INFO ] [main      ] COYA: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:16:17.476059] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency']
[2025-11-27T20:16:17.476151] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:17.480662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:17.481762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:17.484350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:17.485851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:17.486636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:17.487440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:17.487546] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:17.488016] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:17.488985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:17.489054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:17.494032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:17.531991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:17.535107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:17.537238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:17.562413] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:17.726389] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:17.782610] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:17.783747] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 6.2s | Global ETA: 18m 28s
[2025-11-27T20:16:17.784028] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:17.784859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:17.784935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:17.789782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:17.791540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:17.792033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:17.792484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:17.794517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:17.832152] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:17.868523] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:17.950792] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:18.000884] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:18.014544] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.75% | Symbol ETA: 8.9s | Global ETA: 18m 28s
[2025-11-27T20:16:18.014830] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:18.015649] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:18.015797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.020520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:18.022306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:18.022860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:18.023550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:18.026007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.031380] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:18.060765] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.33% | Symbol ETA: 5.2s | Global ETA: 18m 28s
[2025-11-27T20:16:18.061037] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:18.061854] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:18.061979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.066819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:18.067797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:18.070267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:18.071621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:18.072343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:16:18.073079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.103213] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 9.1s | Global ETA: 18m 28s
[2025-11-27T20:16:18.103457] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:18.104253] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:18.104375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.109042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:18.123053] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:18.145917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:18.149126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:18.151191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.290192] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:18.347829] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 5.6s | Global ETA: 18m 29s
[2025-11-27T20:16:18.348097] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:18.348947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:18.349074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.353838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:18.355657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:18.356212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:18.356688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:18.358818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.366506] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:18.424195] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:18.485680] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:18.536553] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:18.599999] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.87% | Symbol ETA: 8.3s | Global ETA: 18m 29s
[2025-11-27T20:16:18.600253] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:18.601076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:18.601205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.605919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:18.607705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:18.608267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:18.609000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:18.611405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.613878] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:18.651824] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:18.676319] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.33% | Symbol ETA: 4.6s | Global ETA: 18m 29s
[2025-11-27T20:16:18.694410] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:18.724049] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 8.5s | Global ETA: 18m 29s
[2025-11-27T20:16:18.724301] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:18.725107] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:18.725233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.729953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:18.766830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:18.769932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:18.772137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.849267] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.02%, Actual: 1.85%
[2025-11-27T20:16:18.863552] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:18.921523] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 5.0s | Global ETA: 18m 30s
[2025-11-27T20:16:18.921810] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:18.922660] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:18.922792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:18.927754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:18.929595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:18.930136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:18.930624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:18.932793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:18.945972] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:19.017448] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.22%, Actual: 8.44%
[2025-11-27T20:16:19.103543] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:19.111442] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:19.174131] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 7.7s | Global ETA: 18m 30s
[2025-11-27T20:16:19.174404] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:19.175213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:19.175344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:19.180157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:19.181213] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.27%, Actual: 1.25%
[2025-11-27T20:16:19.182147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:19.182769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:19.183452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:19.185855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:19.268223] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:19.277639] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:19.342653] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.38% | Symbol ETA: 7.9s | Global ETA: 18m 30s
[2025-11-27T20:16:19.342796] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:19.343539] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:19.343627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:19.347366] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 6.85%
[2025-11-27T20:16:19.348744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:19.387870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:19.390812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:19.392951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:19.442936] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:19.499261] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 4.4s | Global ETA: 18m 30s
[2025-11-27T20:16:19.499528] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:19.500395] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:19.500524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:19.505365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:19.507190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:19.507743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:19.508209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:19.510267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:19.515365] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 6.22%
[2025-11-27T20:16:19.519087] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:19.688722] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:19.690348] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 2.95%
[2025-11-27T20:16:19.728557] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:19.756388] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 7.1s | Global ETA: 18m 31s
[2025-11-27T20:16:19.756681] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:19.757497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:19.757641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:19.762459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:19.764295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:19.764848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:19.765513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:19.767904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:19.841207] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:19.862145] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 1.00%
[2025-11-27T20:16:19.897419] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:19.971673] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.97% | Symbol ETA: 7.3s | Global ETA: 18m 31s
[2025-11-27T20:16:19.971924] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:19.972764] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:19.972887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:19.977771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:20.008273] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:20.016686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:20.019591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:20.021796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.039128] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.63%
[2025-11-27T20:16:20.065421] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 3.9s | Global ETA: 18m 31s
[2025-11-27T20:16:20.065599] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:20.066374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:20.066592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.071396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:20.073278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:20.073859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:20.074325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:20.076453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.102141] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:20.210761] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.33%, Actual: 0.72%
[2025-11-27T20:16:20.266369] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:20.329000] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.04% | Symbol ETA: 6.5s | Global ETA: 18m 32s
[2025-11-27T20:16:20.329264] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:20.330115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:20.330245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.335029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:20.336875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:20.337406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:20.338085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:20.340431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.357831] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:20.383122] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.33%, Actual: 2.58%
[2025-11-27T20:16:20.383465] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 28.6691%
[2025-11-27T20:16:20.383641] [INFO ] [main      ] DIBS: DISCARDED add_prev_close_to_open (score: 28.67%)
[2025-11-27T20:16:20.383767] [INFO ] [main      ] DIBS: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:16:20.383859] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure']
[2025-11-27T20:16:20.383956] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:20.395391] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:20.396126] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:20.397086] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:20.397213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.402707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:20.403822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:20.406406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:20.407812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:20.408628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:20.410211] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:20.411431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.525805] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:20.576031] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:20.598381] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.31% | Symbol ETA: 6.7s | Global ETA: 18m 32s
[2025-11-27T20:16:20.598513] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:20.599265] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:20.599348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.603965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:20.631477] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 3.3s | Global ETA: 18m 32s
[2025-11-27T20:16:20.641428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:20.644474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:20.646714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.669356] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:20.754041] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:20.798617] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.44%, Actual: 0.46%
[2025-11-27T20:16:20.833900] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:20.895263] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 6.0s | Global ETA: 18m 33s
[2025-11-27T20:16:20.895527] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:20.896330] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:20.896461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.901187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:20.902958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:20.903490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:20.904173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:20.906486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:20.918956] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:20.962718] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.74%, Actual: 0.32%
[2025-11-27T20:16:20.980694] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:20.981776] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 9.6s | Global ETA: 18m 33s
[2025-11-27T20:16:20.981912] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:20.982679] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:20.982748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:20.987433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:20.988394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:20.990941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:20.992301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:20.993044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:20.995720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:21.127929] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.39%, Actual: 0.35%
[2025-11-27T20:16:21.147735] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:21.220609] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.12% | Symbol ETA: 6.1s | Global ETA: 18m 33s
[2025-11-27T20:16:21.220863] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:21.221687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:21.221809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:21.226720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:21.232863] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:21.265010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:21.267994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:21.270146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:21.293149] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.94%
[2025-11-27T20:16:21.329130] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:21.396169] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:21.458836] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 5.4s | Global ETA: 18m 33s
[2025-11-27T20:16:21.459062] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:21.459872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:21.460002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:21.461218] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.07%
[2025-11-27T20:16:21.464948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:21.466777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:21.467304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:21.468070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:21.470478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:21.497968] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:21.561359] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 9.0s | Global ETA: 18m 34s
[2025-11-27T20:16:21.561630] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:21.562420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:21.562542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:21.567354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:21.568551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:21.571144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:21.572513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:21.573275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:21.576047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:21.606257] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:21.627939] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.08%
[2025-11-27T20:16:21.771952] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:21.795968] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.18%
[2025-11-27T20:16:21.800996] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:21.847392] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 5.4s | Global ETA: 18m 34s
[2025-11-27T20:16:21.847661] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:21.848460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:21.848595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:21.853626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:21.892125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:21.895068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:21.897229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:21.926162] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:21.964658] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:21.967917] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.49%
[2025-11-27T20:16:22.026123] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 4.8s | Global ETA: 18m 34s
[2025-11-27T20:16:22.026369] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:22.027179] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:22.027307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.032147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:22.033924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:22.034454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:22.035139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:22.037443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.097686] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:22.135762] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.26%
[2025-11-27T20:16:22.162103] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 8.5s | Global ETA: 18m 34s
[2025-11-27T20:16:22.162334] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:22.163150] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:22.163275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.167960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:22.168976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:22.171467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:22.172838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:22.173561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:22.176244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.250246] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:22.302966] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 0.37%
[2025-11-27T20:16:22.303357] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 57.2327%
[2025-11-27T20:16:22.303555] [INFO ] [main      ] FEMB: DISCARDED add_range_volume_efficiency (score: 57.23%)
[2025-11-27T20:16:22.303711] [INFO ] [main      ] FEMB: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:16:22.303845] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:16:22.303962] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:22.320244] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:22.320878] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:22.322029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:22.322189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.328223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:22.330376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:22.330987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:22.331457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:22.335501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.366862] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:22.419647] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:22.491547] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.28% | Symbol ETA: 4.8s | Global ETA: 18m 35s
[2025-11-27T20:16:22.491719] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:22.492598] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:22.492716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.497413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:22.508855] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:22.531635] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:22.534511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:22.537314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:22.539402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.592867] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 0.37% | Symbol ETA: 4.2s | Global ETA: 18m 35s
[2025-11-27T20:16:22.593146] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:22.594001] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:22.594131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.598942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:22.600745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:22.601274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:22.601959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:22.604340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.673492] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:22.677822] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:22.741591] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 7.9s | Global ETA: 18m 35s
[2025-11-27T20:16:22.741852] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:22.742668] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:22.742798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.747679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:22.748734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:22.751333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:22.752760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:22.753516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:22.756217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.839414] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:22.871668] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:22.897991] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 8.2s | Global ETA: 18m 36s
[2025-11-27T20:16:22.898278] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:22.899136] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:22.899266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:22.904031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:22.905876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:22.906408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:22.906879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:22.910747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:22.933749] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:23.036414] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:23.091414] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:23.096816] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:23.107605] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 4.2s | Global ETA: 18m 36s
[2025-11-27T20:16:23.107858] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:23.108682] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:23.108806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:23.113551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:23.150432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:23.153372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:23.155551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:23.157719] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 3.7s | Global ETA: 18m 36s
[2025-11-27T20:16:23.241751] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:23.254683] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:23.316856] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 7.3s | Global ETA: 18m 36s
[2025-11-27T20:16:23.317112] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:23.317998] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:23.318125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:23.322731] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.75%, Actual: 5.12%
[2025-11-27T20:16:23.323126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:23.324178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:23.326781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:23.328189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:23.328968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:23.331855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:23.410651] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:23.470320] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 7.6s | Global ETA: 18m 36s
[2025-11-27T20:16:23.470633] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:23.471509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:23.471668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:23.476863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:23.479013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:23.479599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:23.480067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:23.484518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:23.486334] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.87%, Actual: 0.69%
[2025-11-27T20:16:23.492797] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:23.648466] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 1.39%, Actual: 5.02%
[2025-11-27T20:16:23.662298] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:23.669466] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:23.741238] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.01% | Symbol ETA: 3.6s | Global ETA: 18m 37s
[2025-11-27T20:16:23.814077] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:16:23.828762] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:23.834337] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:23.891534] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 6.7s | Global ETA: 18m 37s
[2025-11-27T20:16:23.891816] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:23.892608] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:23.892729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:23.897749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:23.898697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:23.901291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:23.902620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:23.903324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:23.906140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:23.919904] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.07%, Actual: 3.11%
[2025-11-27T20:16:23.980140] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.04%, Actual: 0.58%
[2025-11-27T20:16:24.001570] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:24.057817] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 7.1s | Global ETA: 18m 37s
[2025-11-27T20:16:24.058081] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:24.058950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:24.059082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:24.063978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:24.065848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:24.066397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:24.066878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:24.070834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:24.090963] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.63%, Actual: 1.88%
[2025-11-27T20:16:24.143639] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 1.85%
[2025-11-27T20:16:24.241035] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:24.278891] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.38%, Actual: 2.24%
[2025-11-27T20:16:24.310513] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 4.37%
[2025-11-27T20:16:24.405408] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:24.411235] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:24.449886] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.97%, Actual: 1.37%
[2025-11-27T20:16:24.476082] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 6.1s | Global ETA: 18m 38s
[2025-11-27T20:16:24.476341] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:24.477084] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 2.73%
[2025-11-27T20:16:24.477258] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:24.477402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:24.483247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:24.484436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:24.487428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:24.489312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:24.490325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:24.493701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:24.577840] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:24.623602] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.31%, Actual: 3.23%
[2025-11-27T20:16:24.635126] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 6.5s | Global ETA: 18m 38s
[2025-11-27T20:16:24.635401] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:24.636235] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:24.636367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:24.641170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:24.643085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:24.643722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:24.644189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:24.645326] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 0.58%
[2025-11-27T20:16:24.648089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:24.797242] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.12%, Actual: 1.56%
[2025-11-27T20:16:24.810141] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.82%
[2025-11-27T20:16:24.810489] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 43.6088%
[2025-11-27T20:16:24.810652] [INFO ] [main      ] ATHA: DISCARDED add_range_overlap_v_prior_day (score: 43.61%)
[2025-11-27T20:16:24.810760] [INFO ] [main      ] ATHA: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:16:24.810875] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency']
[2025-11-27T20:16:24.810976] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:24.823197] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:24.823763] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:24.824661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:24.824797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:24.829546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:24.831347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:24.831901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:24.832588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:24.834630] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:24.834659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:24.970917] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 1.41%
[2025-11-27T20:16:24.975905] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:25.003010] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:25.066878] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 5.5s | Global ETA: 18m 39s
[2025-11-27T20:16:25.067136] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:25.067999] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:25.068126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.073097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:25.074246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:25.076841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:25.078290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:25.079099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:25.081897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.136117] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.81%
[2025-11-27T20:16:25.140269] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:25.190825] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:25.197246] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 5.9s | Global ETA: 18m 39s
[2025-11-27T20:16:25.197381] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:25.198183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:25.198252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.202999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:25.204713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:25.205336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:25.205805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:25.209633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.302566] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 1.30%
[2025-11-27T20:16:25.358868] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:25.421736] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:25.422889] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 9.64% | Symbol ETA: 8.7s | Global ETA: 18m 39s
[2025-11-27T20:16:25.423169] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:25.423971] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:25.424102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.429084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:25.430910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:25.431464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:25.432172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:25.434328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.483294] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.01%, Actual: 1.93%
[2025-11-27T20:16:25.483660] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 45.4586%
[2025-11-27T20:16:25.483805] [INFO ] [main      ] COYA: DISCARDED add_range_volume_efficiency (score: 45.46%)
[2025-11-27T20:16:25.483910] [INFO ] [main      ] COYA: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:16:25.484003] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:16:25.484100] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:25.496644] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:25.497337] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:25.498363] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:25.498499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.503455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:25.539663] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:25.542886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:25.546140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:25.550624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.652758] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:25.704981] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:25.719881] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.97% | Symbol ETA: 4.9s | Global ETA: 18m 40s
[2025-11-27T20:16:25.720152] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:25.721218] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:16:25.721345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.726331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:25.727413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:25.729941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:25.731278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:25.732010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:25.734683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.762505] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 5.3s | Global ETA: 18m 40s
[2025-11-27T20:16:25.762798] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:25.763631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:25.763759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:25.768605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:25.770369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:25.770916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:25.771370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:25.775077] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:25.775172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:25.901151] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:25.944218] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:26.009466] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.13% | Symbol ETA: 8.0s | Global ETA: 18m 40s
[2025-11-27T20:16:26.009737] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:26.010533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:26.010673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.015458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:26.017228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:26.017776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:26.018453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:26.020515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.072623] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:26.077896] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:26.109332] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:26.152410] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 9.1s | Global ETA: 18m 40s
[2025-11-27T20:16:26.152693] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:26.153498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:26.153635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.158490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:26.196381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:26.199506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:26.203456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.241675] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:26.274032] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:26.304302] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.12% | Symbol ETA: 4.3s | Global ETA: 18m 41s
[2025-11-27T20:16:26.331447] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 4.7s | Global ETA: 18m 41s
[2025-11-27T20:16:26.331728] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:26.332535] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:26.332678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.337397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:26.339309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:26.339899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:26.340351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:26.344171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.353056] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:26.471993] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.75%, Actual: 1.85%
[2025-11-27T20:16:26.533282] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:26.569558] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:26.595924] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 7.4s | Global ETA: 18m 41s
[2025-11-27T20:16:26.596187] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:26.596999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:26.597130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.602014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:26.603913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:26.604462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:26.605179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:26.607326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.638291] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.59%, Actual: 8.44%
[2025-11-27T20:16:26.702943] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:26.738593] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:26.808951] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 1.25%
[2025-11-27T20:16:26.812138] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 8.5s | Global ETA: 18m 41s
[2025-11-27T20:16:26.812245] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:26.813005] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:26.813070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.817939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:26.855861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:26.859337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:26.863592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.879177] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:26.939688] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 4.2s | Global ETA: 18m 42s
[2025-11-27T20:16:26.939821] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:26.940563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:26.940648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:26.946028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:26.947861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:26.948344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:26.948734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:26.950509] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:26.952809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:26.986728] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 6.85%
[2025-11-27T20:16:27.122985] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:27.163400] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 6.22%
[2025-11-27T20:16:27.196038] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 6.41% | Symbol ETA: 6.8s | Global ETA: 18m 42s
[2025-11-27T20:16:27.196176] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:27.197004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:27.197076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:27.202418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:27.204639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:27.205270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:27.206323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:27.208570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:27.247516] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:27.309659] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:27.419617] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 2.95%
[2025-11-27T20:16:27.515756] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:27.518696] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:27.599303] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 3.6s | Global ETA: 18m 43s
[2025-11-27T20:16:27.599620] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:27.600762] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:27.600925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:27.607664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:27.610354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:27.611098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:27.611703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:27.616832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:27.619508] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.09% | Symbol ETA: 8.2s | Global ETA: 18m 43s
[2025-11-27T20:16:27.619824] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:27.620837] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:27.620977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:27.626981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:27.661801] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:27.666060] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 1.00%
[2025-11-27T20:16:27.682037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:27.686610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:27.692377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:27.890936] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:27.915841] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.63%
[2025-11-27T20:16:27.957886] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -5.26% | Symbol ETA: 6.4s | Global ETA: 18m 43s
[2025-11-27T20:16:27.958201] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:27.959292] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:27.959444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:27.964892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:27.966983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:27.967641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:27.968411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:27.970686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:28.071919] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:28.109543] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.97%, Actual: 0.72%
[2025-11-27T20:16:28.159381] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:28.246068] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:28.277555] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 2.58%
[2025-11-27T20:16:28.277793] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 37.8671%
[2025-11-27T20:16:28.278049] [INFO ] [main      ] DIBS: KEPT add_prior_day_tail_pressure (score: 37.87%)
[2025-11-27T20:16:28.278181] [INFO ] [main      ] DIBS: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:16:28.278275] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_prior_mag_lag']
[2025-11-27T20:16:28.278374] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:28.289306] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:28.289859] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:28.290770] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:28.290893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:28.295697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:28.296740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:28.299308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:28.300770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:28.301530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:28.304349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:28.306097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:28.313487] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 3.0s | Global ETA: 18m 44s
[2025-11-27T20:16:28.325515] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:28.343623] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:28.402509] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -9.11% | Symbol ETA: 7.6s | Global ETA: 18m 44s
[2025-11-27T20:16:28.402776] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:28.403550] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:28.403713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:28.408393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:28.445847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:28.448648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:28.452419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:28.515184] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.32%, Actual: 0.46%
[2025-11-27T20:16:28.515907] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:28.577808] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.14% | Symbol ETA: 5.8s | Global ETA: 18m 44s
[2025-11-27T20:16:28.578075] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:28.578936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:28.579066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:28.583831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:28.585668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:28.586231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:28.587054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:28.589303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:28.640291] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:28.684854] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.45%, Actual: 0.32%
[2025-11-27T20:16:28.779605] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:28.806243] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:28.853094] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.18%, Actual: 0.35%
[2025-11-27T20:16:28.872379] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 9.4s | Global ETA: 18m 44s
[2025-11-27T20:16:28.872649] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:28.873444] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:28.873523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:28.878306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:28.879342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:28.881846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:28.883192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:28.883940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:28.886635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:28.888459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:28.936970] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:28.945862] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:29.018255] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.45% | Symbol ETA: 6.8s | Global ETA: 18m 45s
[2025-11-27T20:16:29.018505] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:29.019298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:29.019418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:29.021556] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.94%
[2025-11-27T20:16:29.024100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:29.062059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:29.065166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:29.068969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:29.109149] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:29.172796] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.50% | Symbol ETA: 5.1s | Global ETA: 18m 45s
[2025-11-27T20:16:29.173067] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:29.173890] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:29.174020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:29.179071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:29.181003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:29.181564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:29.182263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:29.184628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:29.192183] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.07%
[2025-11-27T20:16:29.221303] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:29.363887] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 0.08%
[2025-11-27T20:16:29.386020] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:29.392020] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:29.463499] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 8.9s | Global ETA: 18m 45s
[2025-11-27T20:16:29.463775] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:29.464553] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:29.464691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:29.469456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:29.470511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:29.473078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:29.474514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:29.475278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:29.478011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:29.479619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:29.516999] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:29.534362] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 0.18%
[2025-11-27T20:16:29.556878] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:29.627422] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.07% | Symbol ETA: 6.0s | Global ETA: 18m 46s
[2025-11-27T20:16:29.627693] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:29.628460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:29.628598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:29.633358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:29.671808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:29.674848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:29.678764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:29.682996] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:29.705202] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:16:29.744854] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 4.5s | Global ETA: 18m 46s
[2025-11-27T20:16:29.745101] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:29.745926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:29.746058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:29.750808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:29.752664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:29.753200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:29.753823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:29.755893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:29.815589] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:29.873733] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.26%
[2025-11-27T20:16:29.982972] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:30.007376] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:30.039224] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 0.37%
[2025-11-27T20:16:30.039567] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 53.6081%
[2025-11-27T20:16:30.039731] [INFO ] [main      ] FEMB: DISCARDED add_range_volume_efficiency_refinements (score: 53.61%)
[2025-11-27T20:16:30.039790] [INFO ] [main      ] FEMB: Testing feature 39/53: add_regime
[2025-11-27T20:16:30.039889] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime']
[2025-11-27T20:16:30.039989] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:30.052265] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 8.3s | Global ETA: 18m 46s
[2025-11-27T20:16:30.052149] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:30.052410] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:30.052876] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:30.053287] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:30.053382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.053763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:30.053839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.058154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:30.058560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:30.059139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:30.060433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:30.060987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:30.061437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:30.061533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:30.062927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:30.063665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:30.066319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:30.067908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.078404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.118883] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:30.170798] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:30.243293] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.36% | Symbol ETA: 5.3s | Global ETA: 18m 47s
[2025-11-27T20:16:30.243424] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:30.244310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:30.244432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.249515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:30.286637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:30.289397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:30.290164] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:30.293208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.351999] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 8.92% | Symbol ETA: 3.9s | Global ETA: 18m 47s
[2025-11-27T20:16:30.352134] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:30.352914] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:30.352990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.358010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:30.359781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:30.360447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:30.361164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:30.363359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.399885] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:30.415370] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:30.570070] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:30.587053] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:30.626623] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:30.638221] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 7.7s | Global ETA: 18m 47s
[2025-11-27T20:16:30.638463] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:30.639263] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:30.639388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.644423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:30.645430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:30.647923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:30.649305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:30.650057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:30.651111] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 8.2s | Global ETA: 18m 47s
[2025-11-27T20:16:30.651395] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:30.652326] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:30.652462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.652741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:30.654354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.657482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:30.659596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:30.660192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:30.660672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:30.678288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.711449] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:30.793027] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:30.864840] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 4.6s | Global ETA: 18m 47s
[2025-11-27T20:16:30.865094] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:30.865885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:30.866009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:30.870817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:30.882512] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:30.907471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:30.910132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:30.914216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:30.944441] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 3.3s | Global ETA: 18m 48s
[2025-11-27T20:16:30.989494] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:31.025255] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:31.116641] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 9.64%, Actual: 5.12%
[2025-11-27T20:16:31.157408] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:31.197991] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:31.223672] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 7.1s | Global ETA: 18m 48s
[2025-11-27T20:16:31.223916] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:31.225167] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:31.225293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:31.230035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:31.231001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:31.233440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:31.234795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:31.235512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:31.237613] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:31.238189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:31.239790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:31.262496] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 7.7s | Global ETA: 18m 48s
[2025-11-27T20:16:31.262784] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:31.263636] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:31.263789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:31.268821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:31.270648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:31.271191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:31.271620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:31.282448] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.13%, Actual: 0.69%
[2025-11-27T20:16:31.289815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:31.400146] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:31.453519] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 1.80%, Actual: 5.02%
[2025-11-27T20:16:31.470433] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.73% | Symbol ETA: 3.9s | Global ETA: 18m 48s
[2025-11-27T20:16:31.470560] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:31.471396] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:31.471463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:31.476178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:31.513886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:31.516637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:31.520465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:31.571647] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:31.622652] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 6.41%, Actual: 0.49%
[2025-11-27T20:16:31.639873] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:31.738992] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:31.796943] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.26%, Actual: 0.58%
[2025-11-27T20:16:31.806997] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 6.5s | Global ETA: 18m 49s
[2025-11-27T20:16:31.807253] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:31.808066] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:31.808206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:31.813028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:31.814030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:31.815753] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:31.816543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:31.817914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:31.818673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:31.821415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:31.823015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:31.851160] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:31.881626] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 7.1s | Global ETA: 18m 49s
[2025-11-27T20:16:31.881882] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:31.882815] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:31.882955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:31.888119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:31.890105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:31.890688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:31.891212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:31.909818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:31.968557] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.14%, Actual: 1.85%
[2025-11-27T20:16:32.016317] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:32.089557] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.78% | Symbol ETA: 3.2s | Global ETA: 18m 49s
[2025-11-27T20:16:32.148120] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.50%, Actual: 4.37%
[2025-11-27T20:16:32.162986] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:32.243433] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:32.254078] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.20%, Actual: 3.11%
[2025-11-27T20:16:32.321317] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 2.73%
[2025-11-27T20:16:32.328213] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:32.395350] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 5.9s | Global ETA: 18m 50s
[2025-11-27T20:16:32.395594] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:32.396374] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:32.396495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:32.401195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:32.402153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:32.404545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:32.405866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:32.405913] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:32.406568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:32.409255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:32.410814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:32.417358] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.53%, Actual: 1.88%
[2025-11-27T20:16:32.466358] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 6.5s | Global ETA: 18m 50s
[2025-11-27T20:16:32.466630] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:32.467460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:32.467602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:32.472667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:32.474491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:32.475078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:32.475526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:32.492675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:32.494934] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 8.92%, Actual: 0.58%
[2025-11-27T20:16:32.585035] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.09%, Actual: 2.24%
[2025-11-27T20:16:32.668732] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.88%, Actual: 0.82%
[2025-11-27T20:16:32.669121] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 39.9306%
[2025-11-27T20:16:32.669298] [INFO ] [main      ] ATHA: DISCARDED add_range_volume_efficiency (score: 39.93%)
[2025-11-27T20:16:32.669411] [INFO ] [main      ] ATHA: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:16:32.669513] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:16:32.669637] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:32.683424] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:32.684166] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:32.685222] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:32.685359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:32.690610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:32.692567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:32.693153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:32.693873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:32.697952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:32.745384] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:32.749302] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -9.11%, Actual: 1.37%
[2025-11-27T20:16:32.824149] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:32.913139] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:32.914351] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.45%, Actual: 3.23%
[2025-11-27T20:16:32.979455] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 5.4s | Global ETA: 18m 51s
[2025-11-27T20:16:32.979746] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:32.980674] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:32.980804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:32.985665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:32.986728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:32.988448] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:32.989314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:32.990770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:32.991493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:32.994189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:32.995810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.037541] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:33.048678] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 5.8s | Global ETA: 18m 51s
[2025-11-27T20:16:33.048963] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:33.049780] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:33.049910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.054682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:33.056458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:33.057094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:33.057545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:33.074404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.079460] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.07%, Actual: 1.56%
[2025-11-27T20:16:33.205764] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:33.243167] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 1.41%
[2025-11-27T20:16:33.270004] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.27% | Symbol ETA: 8.5s | Global ETA: 18m 51s
[2025-11-27T20:16:33.270284] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:33.271183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:33.271316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.276117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:33.278026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:33.278671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:33.279364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:33.283238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.328365] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:33.401326] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:33.405643] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.81%
[2025-11-27T20:16:33.494213] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:33.560781] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.82% | Symbol ETA: 4.8s | Global ETA: 18m 52s
[2025-11-27T20:16:33.561044] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:33.561857] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:33.561981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.564725] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:33.567318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:33.568552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:33.570619] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 1.30%
[2025-11-27T20:16:33.571494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:33.572880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:33.573637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:33.576374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:16:33.578020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.618517] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:33.624833] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 5.2s | Global ETA: 18m 52s
[2025-11-27T20:16:33.625106] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:33.625926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:33.626054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.630825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:33.632614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:33.633142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:33.633611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:33.650600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.735121] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.78%, Actual: 1.93%
[2025-11-27T20:16:33.735468] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 37.0820%
[2025-11-27T20:16:33.735633] [INFO ] [main      ] COYA: DISCARDED add_range_volume_efficiency_refinements (score: 37.08%)
[2025-11-27T20:16:33.735733] [INFO ] [main      ] COYA: Testing feature 39/53: add_regime
[2025-11-27T20:16:33.735821] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime']
[2025-11-27T20:16:33.735916] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:33.746846] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:33.747303] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:33.748197] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:33.748319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.753054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:33.789802] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:33.793227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:33.796446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:33.814720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.853670] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.85% | Symbol ETA: 7.9s | Global ETA: 18m 52s
[2025-11-27T20:16:33.853944] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:33.854762] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:33.854890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:33.859676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:33.861488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:33.862120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:33.862824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:33.866718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:33.910609] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:33.999947] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:34.076790] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:34.140289] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.55% | Symbol ETA: 4.2s | Global ETA: 18m 52s
[2025-11-27T20:16:34.149345] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:34.172887] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:34.206026] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:34.234759] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 4.6s | Global ETA: 18m 53s
[2025-11-27T20:16:34.235028] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:34.235841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:34.235986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:34.241268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:34.243423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:34.243985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:34.244454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:34.261785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:34.309359] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.11%, Actual: 1.85%
[2025-11-27T20:16:34.316118] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:34.375609] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:34.392357] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 3.89% | Symbol ETA: 8.8s | Global ETA: 18m 53s
[2025-11-27T20:16:34.392623] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:34.393401] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:34.393523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:34.398835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:34.438067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:34.439430] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.18% | Symbol ETA: 7.3s | Global ETA: 18m 53s
[2025-11-27T20:16:34.439732] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:34.440587] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:34.440713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:34.440942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:34.445490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:34.447358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:34.447924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:34.448659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:34.452597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:34.459173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:34.478219] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.04%, Actual: 8.44%
[2025-11-27T20:16:34.592379] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:34.645192] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -1.19%, Actual: 1.25%
[2025-11-27T20:16:34.757126] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:34.786910] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:34.790362] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:34.810517] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 6.85%
[2025-11-27T20:16:34.817192] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 4.0s | Global ETA: 18m 53s
[2025-11-27T20:16:34.817473] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:34.818336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:34.818466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:34.823323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:34.825116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:34.825663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:34.826113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:34.842847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:34.955824] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:34.962301] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:34.976329] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 6.22%
[2025-11-27T20:16:35.019137] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.86% | Symbol ETA: 6.7s | Global ETA: 18m 54s
[2025-11-27T20:16:35.019393] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:35.020279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:35.020416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.025403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:35.027367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:35.027939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:35.028657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:35.032502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.040254] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 8.2s | Global ETA: 18m 54s
[2025-11-27T20:16:35.040510] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:35.041365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:35.041506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.046373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:35.086208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:35.089669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:35.106706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.144983] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 2.95%
[2025-11-27T20:16:35.175600] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:35.311764] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 1.00%
[2025-11-27T20:16:35.344848] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:35.365169] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:35.405249] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 3.4s | Global ETA: 18m 54s
[2025-11-27T20:16:35.405521] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:35.406457] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:35.406621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.411606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:35.413512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:35.414104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:35.414596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:35.431766] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:35.432396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.476848] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.63%
[2025-11-27T20:16:35.531924] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:35.594770] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -6.76% | Symbol ETA: 6.1s | Global ETA: 18m 55s
[2025-11-27T20:16:35.595028] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:35.594929] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:35.595805] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:35.595941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.600744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:35.602509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:35.603059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:35.603743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:35.607522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.652958] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.82%, Actual: 0.72%
[2025-11-27T20:16:35.671210] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.53% | Symbol ETA: 7.5s | Global ETA: 18m 55s
[2025-11-27T20:16:35.671348] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:35.672138] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:35.672206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.677274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:35.714282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:35.717068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:35.734052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.771838] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:35.827460] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.55%, Actual: 2.58%
[2025-11-27T20:16:35.827827] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.1188%
[2025-11-27T20:16:35.827943] [INFO ] [main      ] DIBS: DISCARDED add_prior_mag_lag (score: 34.12%)
[2025-11-27T20:16:35.828041] [INFO ] [main      ] DIBS: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:16:35.828157] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day']
[2025-11-27T20:16:35.828264] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:35.840669] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:35.841419] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:35.842416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:35.842545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:35.847549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:35.848779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:35.851426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:35.852843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:35.853605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:35.856392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:35.858974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:35.934830] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:35.940130] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:36.001561] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 2.9s | Global ETA: 18m 55s
[2025-11-27T20:16:36.066625] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:36.097847] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:36.159888] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.61% | Symbol ETA: 5.5s | Global ETA: 18m 55s
[2025-11-27T20:16:36.160139] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:36.160969] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:36.161103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:36.166337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:36.168107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:36.168695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:36.169404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:36.170809] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.35%, Actual: 0.46%
[2025-11-27T20:16:36.173363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:36.212615] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:36.236230] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:36.314893] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -3.45% | Symbol ETA: 6.9s | Global ETA: 18m 56s
[2025-11-27T20:16:36.315156] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:36.315961] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:36.316097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:36.320878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:36.343744] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.56%, Actual: 0.32%
[2025-11-27T20:16:36.358273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:36.361322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:36.379658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:36.386086] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:36.454562] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 9.2s | Global ETA: 18m 56s
[2025-11-27T20:16:36.454754] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:36.455730] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:36.455859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:36.461189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:36.462342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:36.465264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:36.466691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:36.467452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:36.470358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:36.472895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:36.501259] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:36.510897] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.27%, Actual: 0.35%
[2025-11-27T20:16:36.664267] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:36.680538] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.94%
[2025-11-27T20:16:36.712451] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:36.724752] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.43% | Symbol ETA: 4.9s | Global ETA: 18m 56s
[2025-11-27T20:16:36.725021] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:36.725847] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:36.725974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:36.730729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:36.732480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:36.733026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:36.733723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:36.737498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:36.829795] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:36.850641] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:16:36.877415] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:36.953036] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.78% | Symbol ETA: 6.2s | Global ETA: 18m 57s
[2025-11-27T20:16:36.953289] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:36.954051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:36.954174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:36.958936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:36.995771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:36.998837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:37.004097] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:37.016059] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 0.08%
[2025-11-27T20:16:37.016329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.064389] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:37.072082] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 8.6s | Global ETA: 18m 57s
[2025-11-27T20:16:37.072337] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:37.073161] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:37.073301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.079269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:37.080282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:37.083014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:37.084609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:37.085344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:37.088488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:37.091338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.190730] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.18%
[2025-11-27T20:16:37.231521] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:37.291925] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.32% | Symbol ETA: 4.3s | Global ETA: 18m 57s
[2025-11-27T20:16:37.292185] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:37.293016] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:37.293146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.297994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:37.299816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:37.300381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:37.301066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:37.304878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.353117] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:37.376495] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.49%
[2025-11-27T20:16:37.434413] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:37.520122] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:37.545731] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.26%
[2025-11-27T20:16:37.594542] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.81% | Symbol ETA: 5.6s | Global ETA: 18m 58s
[2025-11-27T20:16:37.594824] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:37.595634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:37.595753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.600441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:37.605425] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:37.632532] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:37.637146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:37.639945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:37.656561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.676758] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 7.9s | Global ETA: 18m 58s
[2025-11-27T20:16:37.677030] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:37.677903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:37.678028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.683252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:37.684525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:37.687834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:37.689701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:37.690961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:37.694516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:37.697355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.719001] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.37%
[2025-11-27T20:16:37.719408] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 45.9322%
[2025-11-27T20:16:37.719601] [INFO ] [main      ] FEMB: DISCARDED add_regime (score: 45.93%)
[2025-11-27T20:16:37.719715] [INFO ] [main      ] FEMB: Testing feature 40/53: add_regime_flags
[2025-11-27T20:16:37.719823] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime_flags']
[2025-11-27T20:16:37.719934] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:37.733981] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:37.734622] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:37.736062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:37.736250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.741564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:37.743892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:37.744640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:37.745164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:37.746370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.797015] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:37.857589] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.19% | Symbol ETA: 3.8s | Global ETA: 18m 58s
[2025-11-27T20:16:37.857833] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:37.858664] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:37.858800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:37.863516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:37.865289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:37.865839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:37.866512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:37.870333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:37.987274] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:38.092664] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:38.095516] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:38.154729] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:38.201527] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:38.229502] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 5.0s | Global ETA: 18m 59s
[2025-11-27T20:16:38.229778] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:38.230567] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:38.230702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.235488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:38.257556] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:38.268322] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:38.272918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:38.275655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:38.293337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:38.316111] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 7.8s | Global ETA: 18m 59s
[2025-11-27T20:16:38.316370] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:38.317204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:38.317333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.322096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:38.324011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:38.324551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:38.325018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:38.326088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:38.333260] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.99% | Symbol ETA: 7.4s | Global ETA: 18m 59s
[2025-11-27T20:16:38.333527] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:38.334398] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:38.334528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.339603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:38.340672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:38.343185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:38.344563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:38.345317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:38.348051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:38.350610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:38.366763] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:38.428662] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 3.2s | Global ETA: 18m 59s
[2025-11-27T20:16:38.593478] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.27%, Actual: 5.12%
[2025-11-27T20:16:38.621451] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:38.653257] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:38.694042] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:38.756248] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.85%, Actual: 0.69%
[2025-11-27T20:16:38.785505] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:38.818809] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:38.863161] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 4.3s | Global ETA: 18m 59s
[2025-11-27T20:16:38.863416] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:38.864209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:38.864332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.869021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:38.875658] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:38.878319] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 7.1s | Global ETA: 18m 59s
[2025-11-27T20:16:38.878598] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:38.879404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:38.879535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.884277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:38.886054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:38.886614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:38.887074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:38.888153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:38.905327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:38.908063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:38.924876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:38.925114] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.18%, Actual: 5.02%
[2025-11-27T20:16:38.940428] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 6.8s | Global ETA: 18m 60s
[2025-11-27T20:16:38.940716] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:38.941512] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:38.941649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:38.946439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:38.947592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:38.950207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:38.951655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:38.952426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:38.955277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:38.957829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:39.094327] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 0.49%
[2025-11-27T20:16:39.221836] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:39.253824] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:39.263546] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -6.76%, Actual: 0.58%
[2025-11-27T20:16:39.303132] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:39.401029] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:39.416345] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:39.429301] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.61%, Actual: 1.85%
[2025-11-27T20:16:39.459727] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 6.6s | Global ETA: 19m 0s
[2025-11-27T20:16:39.459999] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:39.460844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:39.460973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:39.466481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:39.468463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:39.469035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:39.469533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:39.470699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:39.470628] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:39.490892] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -4.92% | Symbol ETA: 3.7s | Global ETA: 19m 0s
[2025-11-27T20:16:39.491138] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:39.491985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:16:39.492109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:39.496852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:39.533056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:39.534371] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 6.1s | Global ETA: 19m 0s
[2025-11-27T20:16:39.534640] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:39.535474] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:39.535618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:39.536088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:39.540366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:39.541374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:39.543851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:39.545208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:39.545951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:39.548632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:39.550973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:39.552701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:39.592670] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.43%, Actual: 4.37%
[2025-11-27T20:16:39.755629] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.32%, Actual: 2.73%
[2025-11-27T20:16:39.815149] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:39.878535] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:39.884906] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:39.917657] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.19%, Actual: 0.58%
[2025-11-27T20:16:39.990981] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:40.041402] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:40.050800] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 6.0s | Global ETA: 19m 1s
[2025-11-27T20:16:40.050699] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:40.050944] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:40.051870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:40.052003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.056925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:40.058802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:40.059366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:40.059855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:40.061013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.079337] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 0.82%
[2025-11-27T20:16:40.079600] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 49.3138%
[2025-11-27T20:16:40.079750] [INFO ] [main      ] ATHA: DISCARDED add_range_volume_efficiency_refinements (score: 49.31%)
[2025-11-27T20:16:40.079857] [INFO ] [main      ] ATHA: Testing feature 39/53: add_regime
[2025-11-27T20:16:40.079955] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_regime']
[2025-11-27T20:16:40.080058] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:40.092415] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:40.093086] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:40.093995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:40.094129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.098905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:40.100733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:40.101273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:40.101965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:40.113780] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.15% | Symbol ETA: 5.5s | Global ETA: 19m 1s
[2025-11-27T20:16:40.113914] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:40.114676] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:40.114744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.114989] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.85% | Symbol ETA: 3.0s | Global ETA: 19m 1s
[2025-11-27T20:16:40.119437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:40.119812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.120373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:40.122810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:40.124233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:40.124981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:40.127668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:40.130132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.309814] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 3.89%, Actual: 3.11%
[2025-11-27T20:16:40.394634] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:40.448062] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:40.460555] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:40.480834] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.58%, Actual: 1.88%
[2025-11-27T20:16:40.557809] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:40.612030] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:40.614781] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 5.4s | Global ETA: 19m 2s
[2025-11-27T20:16:40.615054] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:40.615891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:40.616021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.620966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:40.622797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:40.623349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:40.623826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:40.624917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.625790] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:40.660489] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.53%, Actual: 2.24%
[2025-11-27T20:16:40.677125] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 8.0s | Global ETA: 19m 2s
[2025-11-27T20:16:40.677396] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:40.678237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:40.678369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.683148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:40.684919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:40.685451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:40.686138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:40.688106] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.76% | Symbol ETA: 4.9s | Global ETA: 19m 2s
[2025-11-27T20:16:40.688408] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:40.689287] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:40.689427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:40.695044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:40.696324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:40.699216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:40.700870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:40.701672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:40.703014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.704877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:40.707554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:40.835555] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.45%, Actual: 1.37%
[2025-11-27T20:16:40.953036] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:41.008594] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.78%, Actual: 3.23%
[2025-11-27T20:16:41.031448] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:41.052831] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:41.116950] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:41.173760] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 4.9s | Global ETA: 19m 3s
[2025-11-27T20:16:41.174055] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:41.174876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:41.175004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.179145] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.81%, Actual: 1.56%
[2025-11-27T20:16:41.179744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:41.181546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:41.182102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:41.182559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:41.183644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:41.194640] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:41.216733] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:41.260395] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -1.59% | Symbol ETA: 7.4s | Global ETA: 19m 3s
[2025-11-27T20:16:41.260687] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:41.261491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:41.261636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.266311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:41.268173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:41.268728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:41.269404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:41.279382] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.38% | Symbol ETA: 4.3s | Global ETA: 19m 3s
[2025-11-27T20:16:41.279649] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:41.280432] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:41.280555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.285367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:41.286364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:41.288916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:41.289124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:41.290273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:41.291023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:41.293891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:16:41.296355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:41.355538] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.41%
[2025-11-27T20:16:41.511284] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:41.531559] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.81%
[2025-11-27T20:16:41.616317] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:41.626570] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:41.674539] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:41.706210] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.92%, Actual: 1.30%
[2025-11-27T20:16:41.730775] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 4.3s | Global ETA: 19m 4s
[2025-11-27T20:16:41.730905] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:41.731650] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:41.731733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.736398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:41.738105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:41.738614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:41.739021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:41.740014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:41.779337] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:41.798777] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:41.845515] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.35% | Symbol ETA: 6.8s | Global ETA: 19m 4s
[2025-11-27T20:16:41.845684] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:41.846427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:41.846503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.851156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:41.852865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:41.853454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:41.854131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:41.860642] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.36% | Symbol ETA: 3.7s | Global ETA: 19m 4s
[2025-11-27T20:16:41.870960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:41.881521] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.85%, Actual: 1.93%
[2025-11-27T20:16:41.881763] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 51.8734%
[2025-11-27T20:16:41.881907] [INFO ] [main      ] COYA: KEPT add_regime (score: 51.87%)
[2025-11-27T20:16:41.881965] [INFO ] [main      ] COYA: Testing feature 40/53: add_regime_flags
[2025-11-27T20:16:41.882012] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags']
[2025-11-27T20:16:41.882063] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:41.893402] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:41.893816] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:41.894716] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:41.894801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:41.899630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:41.939644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:41.942464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:41.960603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:41.961758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:42.026200] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.19%, Actual: 1.85%
[2025-11-27T20:16:42.068758] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:42.191221] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.38%, Actual: 8.44%
[2025-11-27T20:16:42.201779] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:42.239289] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:42.297514] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 3.7s | Global ETA: 19m 5s
[2025-11-27T20:16:42.297693] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:42.298690] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:42.298830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:42.303697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:42.305685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:42.306281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:42.306767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:42.307858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:42.309761] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:42.354311] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.65%, Actual: 1.25%
[2025-11-27T20:16:42.366177] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:42.431683] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 6.2s | Global ETA: 19m 5s
[2025-11-27T20:16:42.431936] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:42.432756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:42.432885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:42.437592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:42.439395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:42.439943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:42.440656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:42.457389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:42.484901] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:42.517797] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 6.85%
[2025-11-27T20:16:42.563789] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 8.7s | Global ETA: 19m 5s
[2025-11-27T20:16:42.564054] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:42.564912] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:42.565038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:42.569898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:42.608968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:42.611946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:42.629756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:42.630907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:42.646548] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:42.683244] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 6.22%
[2025-11-27T20:16:42.782398] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:42.810235] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:42.856471] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 2.95%
[2025-11-27T20:16:42.866103] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 3.1s | Global ETA: 19m 5s
[2025-11-27T20:16:42.866240] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:42.866992] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:42.867057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:42.871777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:42.873460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:42.874104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:42.874566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:42.875627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:42.945661] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:42.984300] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:43.011119] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 5.6s | Global ETA: 19m 6s
[2025-11-27T20:16:43.011391] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:43.012198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:43.012329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:43.017052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:43.018868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:43.019403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:43.020089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:43.031507] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 1.00%
[2025-11-27T20:16:43.037100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:43.159111] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:43.195611] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.63%
[2025-11-27T20:16:43.204192] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:43.234932] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 8.1s | Global ETA: 19m 6s
[2025-11-27T20:16:43.235193] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:43.235997] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:43.236117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:43.240803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:43.277753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:43.280543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:43.297288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:43.298424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:43.358868] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.38%, Actual: 0.72%
[2025-11-27T20:16:43.362300] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:43.374387] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:43.433964] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 2.6s | Global ETA: 19m 6s
[2025-11-27T20:16:43.523128] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.36%, Actual: 2.58%
[2025-11-27T20:16:43.523484] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.4831%
[2025-11-27T20:16:43.523650] [INFO ] [main      ] DIBS: DISCARDED add_range_overlap_v_prior_day (score: 34.48%)
[2025-11-27T20:16:43.523750] [INFO ] [main      ] DIBS: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:16:43.523841] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency']
[2025-11-27T20:16:43.523938] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:43.524847] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:43.535278] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:43.536011] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:43.536870] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:43.536940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:43.541688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:43.542635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:43.545029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:43.546290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:43.546958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:43.549654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:43.551750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:43.591301] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 5.1s | Global ETA: 19m 7s
[2025-11-27T20:16:43.591517] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:43.592324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:43.592452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:43.597199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:43.599052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:43.599619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:43.599853] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.33%, Actual: 0.46%
[2025-11-27T20:16:43.600302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:43.617170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:43.641490] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:43.765809] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.77%, Actual: 0.32%
[2025-11-27T20:16:43.820024] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:43.882084] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:43.899095] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.47% | Symbol ETA: 7.4s | Global ETA: 19m 7s
[2025-11-27T20:16:43.899358] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:43.900232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:43.900384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:43.905267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:43.931976] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.26%, Actual: 0.35%
[2025-11-27T20:16:43.943881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:43.946808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:43.957786] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:43.965346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:43.966511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.045949] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:44.096173] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.94%
[2025-11-27T20:16:44.110085] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 8.6s | Global ETA: 19m 7s
[2025-11-27T20:16:44.110345] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:44.111202] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:44.111344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:44.116348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:44.117530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:44.120071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:44.121486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:44.122240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:44.125023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:44.125368] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:44.127157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.190984] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 4.5s | Global ETA: 19m 7s
[2025-11-27T20:16:44.191258] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:44.192084] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:44.192219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:44.196930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:44.198752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:44.199289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:44.199978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:44.216692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.313024] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:16:44.321423] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:44.462633] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:44.476076] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.08%
[2025-11-27T20:16:44.487569] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:44.547896] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:44.565143] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.93% | Symbol ETA: 6.7s | Global ETA: 19m 8s
[2025-11-27T20:16:44.565299] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:44.566307] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:44.566450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:44.571543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:44.611766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:44.614900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:44.628012] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:44.633031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:44.634418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.638828] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.18%
[2025-11-27T20:16:44.696934] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 8.1s | Global ETA: 19m 8s
[2025-11-27T20:16:44.697196] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:44.698011] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:44.698157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:44.702878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:44.703881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:44.706346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:44.707703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:44.708442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:44.711105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:44.713254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.722276] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:44.789678] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 3.9s | Global ETA: 19m 8s
[2025-11-27T20:16:44.789938] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:44.790816] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:44.790948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:44.795888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:44.797771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:44.798352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:44.799101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:44.805886] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.49%
[2025-11-27T20:16:44.817799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:44.963311] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:44.968694] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.26%
[2025-11-27T20:16:45.042763] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:45.125003] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:45.131162] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.37%
[2025-11-27T20:16:45.131439] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 43.7326%
[2025-11-27T20:16:45.131593] [INFO ] [main      ] FEMB: DISCARDED add_regime_flags (score: 43.73%)
[2025-11-27T20:16:45.131698] [INFO ] [main      ] FEMB: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:45.131788] [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']
[2025-11-27T20:16:45.131884] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:45.144253] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:45.144807] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:45.145720] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:45.145836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.150626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:45.152389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:45.152939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:45.153386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:45.153886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:45.154949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:45.156561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:45.157636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:45.158357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.160403] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:45.202114] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 10.17% | Symbol ETA: 6.0s | Global ETA: 19m 9s
[2025-11-27T20:16:45.202387] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:45.203195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:45.203327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.207971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:45.218886] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:45.245159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:45.247818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:45.264513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:45.265612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.291549] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 7.5s | Global ETA: 19m 9s
[2025-11-27T20:16:45.291869] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:45.292978] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:45.293143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.298454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:45.299557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:45.302183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:45.303645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:45.304390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:45.307284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:45.309563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.330545] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:45.395774] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 3.3s | Global ETA: 19m 9s
[2025-11-27T20:16:45.396065] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:45.397001] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:45.397136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.402041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:45.403930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:45.404479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:45.405184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:45.423436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.484669] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:45.643511] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:45.647653] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:45.675008] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:45.712144] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 7.3s | Global ETA: 19m 10s
[2025-11-27T20:16:45.712390] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:45.713218] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:45.713345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.718317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:45.720152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:45.720744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:45.721200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:45.721658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:45.722748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:45.724451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:45.725533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:45.726264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.754111] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:45.806265] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:45.838776] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:45.882396] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.74% | Symbol ETA: 5.4s | Global ETA: 19m 10s
[2025-11-27T20:16:45.882541] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:45.883401] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:45.883530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.888246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:45.904324] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 2.61% | Symbol ETA: 7.0s | Global ETA: 19m 10s
[2025-11-27T20:16:45.904590] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:45.905402] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:45.905525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:45.910444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:45.911438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:45.914027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:45.915382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:45.916135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:45.918898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:45.921116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.925023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:45.927713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:45.931523] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:45.944620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:45.945710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:45.998011] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -5.12% | Symbol ETA: 2.7s | Global ETA: 19m 10s
[2025-11-27T20:16:46.079340] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:46.172615] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 2.09%, Actual: 5.12%
[2025-11-27T20:16:46.246100] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:46.255776] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:46.278473] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:46.312098] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 6.9s | Global ETA: 19m 11s
[2025-11-27T20:16:46.312370] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:46.313206] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:46.313289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:46.318247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:46.320103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:46.320684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:46.321142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:46.321648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:46.322739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:46.324428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:46.325533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:46.326312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:46.348237] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -1.59%, Actual: 0.69%
[2025-11-27T20:16:46.420652] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:46.443891] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:46.483994] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 6.4s | Global ETA: 19m 11s
[2025-11-27T20:16:46.484251] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:46.485039] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:46.485162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:46.489966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:46.490980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:46.493469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:46.494831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:46.495561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:46.498269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:46.500424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:46.519396] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 4.7s | Global ETA: 19m 11s
[2025-11-27T20:16:46.519675] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:46.520494] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:46.520637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:46.525339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:46.546284] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.35%, Actual: 5.02%
[2025-11-27T20:16:46.561801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:46.564588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:46.581707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:46.582713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:46.660902] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:46.734052] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.49%
[2025-11-27T20:16:46.827234] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:46.828172] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:46.893604] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 6.3s | Global ETA: 19m 12s
[2025-11-27T20:16:46.893860] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:46.894685] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:46.894808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:46.899502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:46.901278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:46.901830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:46.902279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:46.902770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:46.903827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:46.905436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:46.906505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:46.907237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:46.907965] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:46.956025] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 0.58%
[2025-11-27T20:16:46.994054] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:47.056428] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 5.8s | Global ETA: 19m 12s
[2025-11-27T20:16:47.056697] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:47.057478] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:47.057614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.062429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:47.063412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:47.065873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:47.067212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:47.067899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:47.070745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:47.071072] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:47.073014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.125012] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 1.85%
[2025-11-27T20:16:47.151627] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.61% | Symbol ETA: 4.0s | Global ETA: 19m 12s
[2025-11-27T20:16:47.151835] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:47.152651] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:47.152779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.157562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:47.194219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:47.197043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:47.214197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:47.215272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.250665] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:47.294006] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 4.37%
[2025-11-27T20:16:47.406531] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:47.415007] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:47.460251] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 2.73%
[2025-11-27T20:16:47.481543] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 5.7s | Global ETA: 19m 12s
[2025-11-27T20:16:47.481822] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:47.482713] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:47.482842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.488362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:47.490269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:47.490875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:47.491344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:47.491870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:47.492981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:47.494703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:47.495817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:47.496595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.541538] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:47.572054] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:47.625693] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 3.05%, Actual: 0.58%
[2025-11-27T20:16:47.633659] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 5.2s | Global ETA: 19m 13s
[2025-11-27T20:16:47.633911] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:47.634708] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:47.634832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.639618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:47.640632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:47.643078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:47.644448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:47.645192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:47.647903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:47.650098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.704802] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:47.780896] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 3.4s | Global ETA: 19m 13s
[2025-11-27T20:16:47.781165] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:47.781995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:47.782124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.786911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:47.793842] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -5.12%, Actual: 0.82%
[2025-11-27T20:16:47.794154] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 44.6827%
[2025-11-27T20:16:47.794313] [INFO ] [main      ] ATHA: DISCARDED add_regime (score: 44.68%)
[2025-11-27T20:16:47.794422] [INFO ] [main      ] ATHA: Testing feature 40/53: add_regime_flags
[2025-11-27T20:16:47.794519] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_regime_flags']
[2025-11-27T20:16:47.794653] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:47.807249] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:47.807982] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:47.809018] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:47.809150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:47.814006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:47.815907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:47.816468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:47.817159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:47.818272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.823437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:47.826310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:47.831679] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:47.843292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:47.844439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:47.978431] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:47.995061] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:48.059878] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 5.1s | Global ETA: 19m 13s
[2025-11-27T20:16:48.060130] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:48.060943] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:48.061066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.065770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:48.067520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:48.068068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:48.068524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:48.069011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:48.070059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:48.071671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:48.072764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:48.073464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:48.142389] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:48.163070] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:48.170715] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:48.203524] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 4.6s | Global ETA: 19m 13s
[2025-11-27T20:16:48.203775] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:48.204588] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:48.204708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.209515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:48.210489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:48.212958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:48.214502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:48.215250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:48.218104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:48.220645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:48.332555] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:48.341421] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:48.401160] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:48.405998] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 5.92% | Symbol ETA: 2.7s | Global ETA: 19m 14s
[2025-11-27T20:16:48.406411] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.81% | Symbol ETA: 8.0s | Global ETA: 19m 14s
[2025-11-27T20:16:48.406707] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:48.407520] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:48.407662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.412362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:48.414149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:48.414701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:48.415377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:48.416456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:48.570475] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.15%, Actual: 3.11%
[2025-11-27T20:16:48.572353] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:48.589870] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:48.649465] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 4.6s | Global ETA: 19m 14s
[2025-11-27T20:16:48.649792] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:48.650977] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:48.651136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.658715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:48.661304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:48.662080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:48.662717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:48.663382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:48.664931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:48.667316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:48.669014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:48.670101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:48.733839] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.24%, Actual: 1.88%
[2025-11-27T20:16:48.750566] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:48.796502] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:48.857931] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 6.47% | Symbol ETA: 4.0s | Global ETA: 19m 14s
[2025-11-27T20:16:48.858203] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:48.859005] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:16:48.859128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.863906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:48.864906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:48.867363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:48.868729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:48.869454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:48.872476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:48.874556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:48.896978] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.47%, Actual: 2.24%
[2025-11-27T20:16:48.922789] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:48.987270] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.03% | Symbol ETA: 7.3s | Global ETA: 19m 15s
[2025-11-27T20:16:48.987433] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:48.988277] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:48.988495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:48.993705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:48.995676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:48.996267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:48.996988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:48.998116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:49.020384] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:49.061077] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.93%, Actual: 1.37%
[2025-11-27T20:16:49.183528] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:49.203399] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:49.222567] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 10.17%, Actual: 3.23%
[2025-11-27T20:16:49.247055] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 4.0s | Global ETA: 19m 15s
[2025-11-27T20:16:49.247315] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:49.248124] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:49.248273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:49.253028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:49.254809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:49.255340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:49.255802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:49.256275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:49.257325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:49.258970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:49.260054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:49.260777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:49.332744] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:49.367843] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:49.386858] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.74%, Actual: 1.56%
[2025-11-27T20:16:49.428331] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.54% | Symbol ETA: 3.4s | Global ETA: 19m 15s
[2025-11-27T20:16:49.500644] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:49.557902] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.41%
[2025-11-27T20:16:49.563263] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.74% | Symbol ETA: 6.7s | Global ETA: 19m 16s
[2025-11-27T20:16:49.563401] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:49.564213] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:49.564287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:49.569162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:49.571125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:49.571710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:49.572402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:49.573512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:49.592783] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:49.593782] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.91%, Actual: 1.85%
[2025-11-27T20:16:49.726362] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.61%, Actual: 0.81%
[2025-11-27T20:16:49.758002] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.57%, Actual: 8.44%
[2025-11-27T20:16:49.759014] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:49.823362] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 3.4s | Global ETA: 19m 16s
[2025-11-27T20:16:49.823628] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:49.824420] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:49.824543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:49.829513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:49.831327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:49.831887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:49.832346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:49.832859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:49.833972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:49.835655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:49.836807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:49.837527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:49.895623] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 1.30%
[2025-11-27T20:16:49.913135] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:49.924494] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.74%, Actual: 1.25%
[2025-11-27T20:16:50.076485] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 5.92%, Actual: 1.93%
[2025-11-27T20:16:50.076876] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.1093%
[2025-11-27T20:16:50.077003] [INFO ] [main      ] COYA: DISCARDED add_regime_flags (score: 39.11%)
[2025-11-27T20:16:50.077111] [INFO ] [main      ] COYA: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:50.077214] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-27T20:16:50.077322] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:50.088988] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 2.61%, Actual: 6.85%
[2025-11-27T20:16:50.090192] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:50.090961] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:50.091955] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:50.092098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:50.092888] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:50.097607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:50.140076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:50.143348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:50.159031] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.11% | Symbol ETA: 6.1s | Global ETA: 19m 16s
[2025-11-27T20:16:50.159307] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:50.160183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:50.160313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:50.161119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:50.163131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:50.163763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:50.164856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:50.165057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:50.166673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:50.166905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:50.167415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:50.168016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:50.167999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:50.168860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:50.169037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:50.194021] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:50.252661] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 6.22%
[2025-11-27T20:16:50.366253] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:50.416189] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 2.95%
[2025-11-27T20:16:50.429860] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2.8s | Global ETA: 19m 17s
[2025-11-27T20:16:50.430114] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:50.430921] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:50.431044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:50.435728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:50.437462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:50.438006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:50.438476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:50.438962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:50.440012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:50.441636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:50.442727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:50.443433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:50.498087] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:50.499266] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:50.582946] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.00%
[2025-11-27T20:16:50.660881] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:50.663075] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:50.726901] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -3.85% | Symbol ETA: 5.5s | Global ETA: 19m 17s
[2025-11-27T20:16:50.727158] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:50.727973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:50.728103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:50.732796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:50.734601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:50.735151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:50.735835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:50.736897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:50.745097] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 8.3s | Global ETA: 19m 17s
[2025-11-27T20:16:50.745367] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:50.746176] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:50.746309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:50.748712] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.63%
[2025-11-27T20:16:50.751124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:50.779565] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:50.789910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:50.793021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:50.810427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:50.812162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:50.812725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:50.813793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:50.815398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:50.816479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:50.817214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:50.916661] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 6.47%, Actual: 0.72%
[2025-11-27T20:16:50.946397] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:51.010024] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 2.2s | Global ETA: 19m 18s
[2025-11-27T20:16:51.071693] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:51.084474] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.54%, Actual: 2.58%
[2025-11-27T20:16:51.084851] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 38.6750%
[2025-11-27T20:16:51.085055] [INFO ] [main      ] DIBS: KEPT add_range_volume_efficiency (score: 38.67%)
[2025-11-27T20:16:51.085163] [INFO ] [main      ] DIBS: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:16:51.085263] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:16:51.085349] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:51.096953] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:51.097534] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:51.098480] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:51.098630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:51.103536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:51.104654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:51.107246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:51.108706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:51.109446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:51.112233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:51.114504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:51.118633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:51.145033] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:51.175534] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.35%, Actual: 0.46%
[2025-11-27T20:16:51.241406] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:51.304506] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.27% | Symbol ETA: 4.9s | Global ETA: 19m 18s
[2025-11-27T20:16:51.304775] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:51.305628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:51.305707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:51.306873] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:51.310600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:51.312442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:51.313027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:51.313736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:51.314831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:51.341085] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.66%, Actual: 0.32%
[2025-11-27T20:16:51.389985] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 7.7s | Global ETA: 19m 18s
[2025-11-27T20:16:51.390239] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:51.391042] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:51.391174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:51.395905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:51.433209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:51.435982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:51.453422] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:51.453591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:51.455468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:51.456043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:51.457157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:51.458879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:51.459962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:51.460691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:51.506876] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.48%, Actual: 0.35%
[2025-11-27T20:16:51.618895] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:51.652226] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:51.672703] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.94%
[2025-11-27T20:16:51.687543] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 8.4s | Global ETA: 19m 19s
[2025-11-27T20:16:51.687821] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:51.688685] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:51.688809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:51.693898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:51.694966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:51.697701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:51.699160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:51.699987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:51.702921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:51.705551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:51.709702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:51.788969] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:16:51.842668] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:51.847203] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.07%
[2025-11-27T20:16:51.904549] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.86% | Symbol ETA: 4.3s | Global ETA: 19m 19s
[2025-11-27T20:16:51.904822] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:51.905631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:51.905759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:51.910518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:51.912289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:51.912857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:51.913548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:51.914540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:51.953996] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:52.016236] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.41%, Actual: 0.08%
[2025-11-27T20:16:52.037363] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 7.21% | Symbol ETA: 7.0s | Global ETA: 19m 19s
[2025-11-27T20:16:52.037630] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:16:52.038438] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:52.038589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.043232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:52.048714] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:52.080022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:52.084142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:52.101535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:52.103293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:52.103863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:52.104935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:52.106553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:52.107700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:52.108387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.188724] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 0.18%
[2025-11-27T20:16:52.226523] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:52.248684] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:52.304134] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 7.9s | Global ETA: 19m 20s
[2025-11-27T20:16:52.304410] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:52.305295] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:52.305425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.310532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:52.311661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:52.314322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:52.315800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:52.316596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:52.319424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:52.321719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:52.325943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.355457] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.49%
[2025-11-27T20:16:52.411433] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:52.435029] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:16:52.476416] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 3.7s | Global ETA: 19m 20s
[2025-11-27T20:16:52.476716] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:52.477626] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:52.477779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.483058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:52.485044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:52.485661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:52.486360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:52.487552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.520594] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.26%
[2025-11-27T20:16:52.597426] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:52.668091] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:16:52.679563] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.94% | Symbol ETA: 6.3s | Global ETA: 19m 20s
[2025-11-27T20:16:52.679728] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:16:52.680608] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:52.680739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.685453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:52.686218] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.37%
[2025-11-27T20:16:52.686453] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 55.1230%
[2025-11-27T20:16:52.686550] [INFO ] [main      ] FEMB: DISCARDED add_return_volume_nonlinearity_proxies (score: 55.12%)
[2025-11-27T20:16:52.686623] [INFO ] [main      ] FEMB: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:16:52.686676] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_shelf_lag']
[2025-11-27T20:16:52.686728] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:16:52.699812] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:52.700252] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:16:52.701103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:52.701184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.705890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:52.707642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:52.708249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:52.708718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:52.709825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.722561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:52.725256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:52.742271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:52.743998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:52.744542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:52.745623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:52.747233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:52.748349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:52.749089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.824186] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:16:52.831188] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:52.897671] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -1.02% | Symbol ETA: 7.3s | Global ETA: 19m 21s
[2025-11-27T20:16:52.897800] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:16:52.898545] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:52.898628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:52.903308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:52.904349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:52.906817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:52.908173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:52.908913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:52.911625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:52.913749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:52.917544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:52.986837] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:53.040344] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:16:53.047263] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.27% | Symbol ETA: 3.2s | Global ETA: 19m 21s
[2025-11-27T20:16:53.047554] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:16:53.048399] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:53.048530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.053215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:53.054974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:53.055520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:53.056199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:53.057271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:53.076277] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:16:53.205117] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:53.239876] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:53.243239] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:16:53.323815] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.40% | Symbol ETA: 5.7s | Global ETA: 19m 21s
[2025-11-27T20:16:53.324088] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:16:53.324926] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:53.325062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.326532] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 7.7s | Global ETA: 19m 21s
[2025-11-27T20:16:53.326810] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:16:53.327615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:53.327734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.329957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:53.332437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:53.334217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:53.334768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:53.335214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:53.336315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:53.367803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:53.371110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:53.381624] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:16:53.388523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:53.390675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:53.391277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:53.392391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:53.394107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:53.395224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:53.395979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:53.406662] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:53.473190] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 6.6s | Global ETA: 19m 21s
[2025-11-27T20:16:53.473443] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:16:53.474248] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:53.474371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.479123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:53.480134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:53.482615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:53.483968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:53.484708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:53.487359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:53.489521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:53.493389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:53.545090] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:53.605629] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -1.89% | Symbol ETA: 2.6s | Global ETA: 19m 22s
[2025-11-27T20:16:53.669505] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:16:53.722377] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:16:53.770295] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.81%, Actual: 5.12%
[2025-11-27T20:16:53.818915] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:16:53.835626] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:53.887745] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:53.935027] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.03%, Actual: 0.69%
[2025-11-27T20:16:53.957903] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 7.1s | Global ETA: 19m 22s
[2025-11-27T20:16:53.958178] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:16:53.959023] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:53.959147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.963872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:53.965629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:53.966137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:53.966563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:53.967658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:53.971007] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 5.0s | Global ETA: 19m 22s
[2025-11-27T20:16:53.971139] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:16:53.971898] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:53.971999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:53.976738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:53.982650] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:54.014166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:54.017150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:54.033972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:54.035707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:54.036233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:54.037298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:54.038976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:54.040085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:54.040843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:54.049641] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 6.0s | Global ETA: 19m 22s
[2025-11-27T20:16:54.049773] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:16:54.050518] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:54.050607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:54.055368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:54.056341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:54.058787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:54.060082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:54.060799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:54.063344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:54.065399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:54.069174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:54.102559] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.74%, Actual: 5.02%
[2025-11-27T20:16:54.269387] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.11%, Actual: 0.49%
[2025-11-27T20:16:54.300898] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:16:54.377890] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:16:54.406308] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:16:54.431121] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -3.85%, Actual: 0.58%
[2025-11-27T20:16:54.467387] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:54.542361] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:54.571115] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:54.589721] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 6.4s | Global ETA: 19m 23s
[2025-11-27T20:16:54.589969] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:16:54.590812] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:54.590935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:54.595647] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.27%, Actual: 1.85%
[2025-11-27T20:16:54.595787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:54.597704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:54.598265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:54.598739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:54.599863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:54.626118] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 3.41% | Symbol ETA: 4.4s | Global ETA: 19m 23s
[2025-11-27T20:16:54.626376] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:16:54.627204] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:54.627336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:54.632102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:54.637857] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.38% | Symbol ETA: 5.4s | Global ETA: 19m 23s
[2025-11-27T20:16:54.638105] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:16:54.638947] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:54.639070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:54.643815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:54.644803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:54.647259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:54.648625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:54.649332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:54.652001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:54.654124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:54.657899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:54.668963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:54.672168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:54.689208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:54.691242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:54.691851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:54.692942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:54.694566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:54.695673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:54.696394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:54.758625] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.86%, Actual: 4.37%
[2025-11-27T20:16:54.923482] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 2.73%
[2025-11-27T20:16:54.933529] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:16:54.994340] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:16:55.024897] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:16:55.088912] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.27%, Actual: 0.58%
[2025-11-27T20:16:55.099184] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:55.162493] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:55.187129] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:55.218465] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 5.8s | Global ETA: 19m 24s
[2025-11-27T20:16:55.218743] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:16:55.219506] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:55.219654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.224379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.226123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:55.226670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:55.227109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:55.228243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.228878] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 4.8s | Global ETA: 19m 24s
[2025-11-27T20:16:55.229122] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:16:55.229960] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:55.230095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.234873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:55.235857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:55.238343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:55.239742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:55.240495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:55.243278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:55.245530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:55.249656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.252635] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -1.89%, Actual: 0.82%
[2025-11-27T20:16:55.252979] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 40.5848%
[2025-11-27T20:16:55.253139] [INFO ] [main      ] ATHA: DISCARDED add_regime_flags (score: 40.58%)
[2025-11-27T20:16:55.253252] [INFO ] [main      ] ATHA: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:55.253355] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', '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']
[2025-11-27T20:16:55.253468] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:16:55.266516] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:55.267241] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:16:55.268181] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:55.268314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.271296] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -4.82% | Symbol ETA: 3.8s | Global ETA: 19m 24s
[2025-11-27T20:16:55.271538] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:16:55.272399] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:55.272541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.273166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.274996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:55.275549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:55.276232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:55.277355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:55.277346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:55.279058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:55.280156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:55.280876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.314857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:55.317613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:55.334385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.336112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:55.336675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:55.337732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:55.339428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:55.340546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:55.341330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.553511] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:16:55.577096] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:16:55.631262] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:16:55.668190] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:16:55.715423] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:55.741737] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:55.793289] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:55.806508] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 4.2s | Global ETA: 19m 25s
[2025-11-27T20:16:55.806779] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:16:55.807562] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:55.807810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.812551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:55.813567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:55.816023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:55.817346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:55.818025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:55.820691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:55.822838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:55.826658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.828529] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:55.835058] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 5.2s | Global ETA: 19m 25s
[2025-11-27T20:16:55.835292] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:16:55.836110] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:55.836230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.840979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.842726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:55.843249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:55.843708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:55.844808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.860510] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 8.34% | Symbol ETA: 7.6s | Global ETA: 19m 25s
[2025-11-27T20:16:55.860780] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:16:55.861534] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:55.861677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.866381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.868162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:55.868725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:55.869408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:55.870477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:55.872143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:55.873249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:55.873981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:55.909673] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -0.98% | Symbol ETA: 3.1s | Global ETA: 19m 25s
[2025-11-27T20:16:55.909939] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:16:55.910757] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:55.910890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:55.915568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:55.952184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:55.955444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:55.973514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:55.975318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:55.975944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:55.977072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:55.978717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:55.979767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:55.980544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:56.160550] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:16:56.167432] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:16:56.198768] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:16:56.310949] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:16:56.328105] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:56.329389] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:56.363354] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:56.397104] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.95% | Symbol ETA: 3.7s | Global ETA: 19m 26s
[2025-11-27T20:16:56.397349] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:16:56.398231] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:56.398358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:56.403284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:56.404285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:56.406838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:56.408271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:56.409026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:56.411794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:56.413972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:56.417870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:56.431843] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 6.9s | Global ETA: 19m 26s
[2025-11-27T20:16:56.432114] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:16:56.432943] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:56.433076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:56.437790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:56.439663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:56.440212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:56.440894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:56.441957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:56.443558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:56.444652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:56.445364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:56.449153] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 4.5s | Global ETA: 19m 26s
[2025-11-27T20:16:56.449399] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:16:56.450211] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:56.450333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:56.455056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:56.456820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:56.457344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:56.457806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:56.458933] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:56.478682] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:56.562519] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 2.58% | Symbol ETA: 2.5s | Global ETA: 19m 26s
[2025-11-27T20:16:56.727154] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.24%, Actual: 3.11%
[2025-11-27T20:16:56.752166] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:16:56.769027] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:16:56.782896] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:16:56.889837] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.83%, Actual: 1.88%
[2025-11-27T20:16:56.920761] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:56.930649] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:16:56.944026] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:56.985153] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.70% | Symbol ETA: 3.1s | Global ETA: 19m 27s
[2025-11-27T20:16:56.999833] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.00% | Symbol ETA: 6.3s | Global ETA: 19m 27s
[2025-11-27T20:16:57.000004] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:16:57.001298] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:57.001437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:57.006667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:57.008683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:57.009259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:57.009958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:57.011051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:57.012763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:57.013876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:57.014631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:57.053178] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 7.21%, Actual: 2.24%
[2025-11-27T20:16:57.062649] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 3.9s | Global ETA: 19m 27s
[2025-11-27T20:16:57.062781] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:16:57.063510] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:57.063595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:57.068214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:57.069956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:57.070550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:57.071006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:57.072102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:57.164673] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.03%, Actual: 1.85%
[2025-11-27T20:16:57.223053] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.94%, Actual: 1.37%
[2025-11-27T20:16:57.336004] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 8.44%
[2025-11-27T20:16:57.355279] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:16:57.386879] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.40%, Actual: 3.23%
[2025-11-27T20:16:57.401982] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:16:57.516728] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -1.02%, Actual: 1.25%
[2025-11-27T20:16:57.525566] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:16:57.550302] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 1.56%
[2025-11-27T20:16:57.565683] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:57.598112] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.57% | Symbol ETA: 5.7s | Global ETA: 19m 28s
[2025-11-27T20:16:57.598381] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:16:57.599244] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:57.599381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:57.604351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:57.606165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:57.606771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:57.607447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:57.608623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:57.610502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:57.611650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:57.612408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:57.682861] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 6.85%
[2025-11-27T20:16:57.685722] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 3.3s | Global ETA: 19m 28s
[2025-11-27T20:16:57.685967] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:16:57.686804] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:57.686926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:57.691730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:57.693488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:57.694029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:57.694469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:57.695565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:57.713481] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 3.41%, Actual: 1.41%
[2025-11-27T20:16:57.846238] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 6.22%
[2025-11-27T20:16:57.876465] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -4.82%, Actual: 0.81%
[2025-11-27T20:16:57.951195] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:16:58.012845] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 2.95%
[2025-11-27T20:16:58.021504] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:16:58.039303] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 1.30%
[2025-11-27T20:16:58.113337] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:16:58.176261] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 1.00%
[2025-11-27T20:16:58.182236] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -6.32% | Symbol ETA: 5.2s | Global ETA: 19m 28s
[2025-11-27T20:16:58.182499] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:16:58.183304] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:58.183439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.184924] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:16:58.188120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:58.189909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:58.190452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:58.191127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:58.192192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:58.193834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:58.194922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:58.195669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:58.203105] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 2.58%, Actual: 1.93%
[2025-11-27T20:16:58.203432] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 44.5713%
[2025-11-27T20:16:58.203605] [INFO ] [main      ] COYA: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.57%)
[2025-11-27T20:16:58.203716] [INFO ] [main      ] COYA: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:16:58.203814] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_shelf_lag']
[2025-11-27T20:16:58.203916] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:16:58.215692] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:58.216178] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:16:58.217046] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:58.217180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.221999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:58.261694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:58.264679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:58.282264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:58.283753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:58.303328] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 2.6s | Global ETA: 19m 29s
[2025-11-27T20:16:58.303595] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:16:58.304380] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:58.304501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.309228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:58.310973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:16:58.311495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:16:58.311951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:58.313041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:58.341181] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.63%
[2025-11-27T20:16:58.509949] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.95%, Actual: 0.72%
[2025-11-27T20:16:58.522339] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:16:58.619277] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:16:58.636560] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:16:58.681967] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.70%, Actual: 2.58%
[2025-11-27T20:16:58.682309] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 39.1353%
[2025-11-27T20:16:58.682450] [INFO ] [main      ] DIBS: KEPT add_range_volume_efficiency_refinements (score: 39.14%)
[2025-11-27T20:16:58.682552] [INFO ] [main      ] DIBS: Testing feature 39/53: add_regime
[2025-11-27T20:16:58.682660] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime']
[2025-11-27T20:16:58.682776] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:16:58.685275] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:16:58.693566] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:16:58.693980] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:16:58.694816] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:58.694888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.699660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:58.700598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:58.703026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:58.704311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:58.705000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:58.707751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:58.709922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:58.713761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:58.727881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:58.753301] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.28% | Symbol ETA: 4.6s | Global ETA: 19m 29s
[2025-11-27T20:16:58.753564] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:16:58.754370] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:58.754504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.759213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:58.760988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:58.761545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:58.762228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:58.763301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:58.764936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:58.766006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:58.766743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:58.785008] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:58.799639] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:16:58.917914] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 2.0s | Global ETA: 19m 30s
[2025-11-27T20:16:58.938865] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 4.76% | Symbol ETA: 8.7s | Global ETA: 19m 30s
[2025-11-27T20:16:58.939128] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:16:58.939900] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:58.940027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:58.944778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:58.982108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:58.985000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:59.002377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:59.003823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:59.056348] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:16:59.081079] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: -0.05%, Actual: 0.46%
[2025-11-27T20:16:59.100709] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:16:59.220075] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:16:59.242718] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.53%, Actual: 0.32%
[2025-11-27T20:16:59.264907] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:16:59.288516] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 8.1s | Global ETA: 19m 30s
[2025-11-27T20:16:59.288789] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:16:59.289597] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:59.289719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:59.294455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:59.295441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:59.297884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:59.299261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:59.300042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:59.302722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:59.304863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:59.308696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:59.322455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:59.328088] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:16:59.332483] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.99% | Symbol ETA: 4.0s | Global ETA: 19m 30s
[2025-11-27T20:16:59.332766] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:16:59.333606] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:59.333736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:59.338416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:59.340210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:59.340768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:59.341429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:59.342489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:59.344131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:59.345204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:59.345937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:59.407017] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: -0.11%, Actual: 0.35%
[2025-11-27T20:16:59.491239] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:59.569220] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.94%
[2025-11-27T20:16:59.644260] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 5.00% | Symbol ETA: 7.9s | Global ETA: 19m 31s
[2025-11-27T20:16:59.644558] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:16:59.645367] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:16:59.645498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:59.647893] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:16:59.650212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:16:59.671908] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:16:59.687774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:59.690632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:59.708521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:16:59.710001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:59.731391] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.07%
[2025-11-27T20:16:59.810458] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:16:59.834786] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:16:59.879882] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 7.5s | Global ETA: 19m 31s
[2025-11-27T20:16:59.880122] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:16:59.880891] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:16:59.881014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:59.885800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:16:59.886786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:16:59.889306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:16:59.890664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:16:59.891384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:16:59.893366] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 0.08%
[2025-11-27T20:16:59.894044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:16:59.896186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:16:59.900033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:16:59.902704] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 3.4s | Global ETA: 19m 31s
[2025-11-27T20:16:59.902964] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:16:59.903790] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:16:59.903924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:16:59.908682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:16:59.910462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:16:59.911026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:16:59.911708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:16:59.912705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:16:59.913979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:16:59.914303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:16:59.915416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:16:59.916106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:00.042396] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:00.057302] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.18%
[2025-11-27T20:17:00.207272] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:00.226206] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.49%
[2025-11-27T20:17:00.244615] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:00.246519] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:00.366512] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.57% | Symbol ETA: 7.2s | Global ETA: 19m 32s
[2025-11-27T20:17:00.366794] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:00.367656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:00.367790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:00.372709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:00.389831] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.26%
[2025-11-27T20:17:00.411714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:00.415182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:00.415200] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:00.421154] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:00.434767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:00.437079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:00.491497] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 2.8s | Global ETA: 19m 32s
[2025-11-27T20:17:00.491673] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:00.492443] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:00.492528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:00.498260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:00.498887] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 7.0s | Global ETA: 19m 32s
[2025-11-27T20:17:00.498998] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:00.499756] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:00.499828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:00.500523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:00.501109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:00.501874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:00.502973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:00.504619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:00.504725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:00.505518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:00.508065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:00.508927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:00.509492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:00.509692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:00.510243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:00.512896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:00.515015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:00.518867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:00.532805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:00.561630] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.37%
[2025-11-27T20:17:00.561946] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 36.9609%
[2025-11-27T20:17:00.562096] [INFO ] [main      ] FEMB: DISCARDED add_shelf_lag (score: 36.96%)
[2025-11-27T20:17:00.562196] [INFO ] [main      ] FEMB: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:17:00.562285] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11']
[2025-11-27T20:17:00.562379] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:00.586703] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:00.587145] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:00.588022] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:00.589734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:00.600565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:00.602366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:00.603318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:00.603725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:00.605039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:00.828055] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:00.923450] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:01.052591] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:01.077616] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:01.179161] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:01.199915] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:01.234354] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.28% | Symbol ETA: 6.7s | Global ETA: 19m 33s
[2025-11-27T20:17:01.234596] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:01.235402] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:01.235533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:01.240306] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:01.240861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:01.279651] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.84% | Symbol ETA: 6.7s | Global ETA: 19m 33s
[2025-11-27T20:17:01.279819] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:01.280832] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:01.281077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:01.282288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:01.285714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:01.287342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:01.288989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:01.292545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:01.294446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:01.295262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:01.298422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:01.300998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:01.305680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:01.308503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:01.311327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:01.322541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:01.331783] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 8.6s | Global ETA: 19m 33s
[2025-11-27T20:17:01.331948] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:01.332968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:01.333052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:01.339690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:01.342147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:01.342807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:01.343482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:01.345227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:01.404306] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:01.475877] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.76% | Symbol ETA: 2.2s | Global ETA: 19m 33s
[2025-11-27T20:17:01.654804] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 8.34%, Actual: 5.12%
[2025-11-27T20:17:01.696515] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:01.751802] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:01.829932] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.48%, Actual: 0.69%
[2025-11-27T20:17:01.834287] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:01.877673] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:01.923634] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:01.982587] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 7.5s | Global ETA: 19m 34s
[2025-11-27T20:17:01.982834] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:01.983659] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:01.983805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:01.988526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:01.990297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:01.990847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:01.991299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:01.992695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:01.999163] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.00%, Actual: 5.02%
[2025-11-27T20:17:02.014078] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:02.046911] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.24% | Symbol ETA: 6.0s | Global ETA: 19m 34s
[2025-11-27T20:17:02.047069] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:02.047972] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:02.048210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:02.053136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:02.090190] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 6.2s | Global ETA: 19m 34s
[2025-11-27T20:17:02.090467] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:02.091451] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:02.091617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:02.092920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:02.095748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:02.096689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:02.097886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:02.100777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:02.102392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:02.103242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:02.106311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:02.108879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:02.112761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:02.113252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:02.114185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:02.128780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:02.170142] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.57%, Actual: 0.49%
[2025-11-27T20:17:02.343495] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -6.32%, Actual: 0.58%
[2025-11-27T20:17:02.348733] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:02.449870] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:02.491695] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:02.518019] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.28%, Actual: 1.85%
[2025-11-27T20:17:02.524037] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:02.587435] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 6.5s | Global ETA: 19m 35s
[2025-11-27T20:17:02.587589] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:02.588413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:02.588501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:02.593926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:02.595901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:02.596481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:02.596971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:02.598414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:02.628343] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:02.660078] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:02.690601] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.99%, Actual: 4.37%
[2025-11-27T20:17:02.729492] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.72% | Symbol ETA: 5.5s | Global ETA: 19m 35s
[2025-11-27T20:17:02.729757] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:02.730547] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:02.730693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:02.735397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:02.736398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:02.738927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:02.740261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:02.740995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:02.743654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:02.745802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:02.749608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:02.763369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:02.784454] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -6.25% | Symbol ETA: 5.2s | Global ETA: 19m 35s
[2025-11-27T20:17:02.784740] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:02.785531] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:02.785678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:02.790655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:02.828686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:02.831397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:02.847933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:02.849355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:02.911258] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 2.73%
[2025-11-27T20:17:02.968211] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:03.090698] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.41%, Actual: 0.58%
[2025-11-27T20:17:03.092719] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:03.159834] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:03.173799] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:03.223645] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 5.8s | Global ETA: 19m 36s
[2025-11-27T20:17:03.223805] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:03.224811] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:03.224958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.230892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:03.233050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:03.233731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:03.234293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:03.236094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:03.258443] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:03.265069] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.76%, Actual: 0.82%
[2025-11-27T20:17:03.265438] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 46.0238%
[2025-11-27T20:17:03.265622] [INFO ] [main      ] ATHA: DISCARDED add_return_volume_nonlinearity_proxies (score: 46.02%)
[2025-11-27T20:17:03.265745] [INFO ] [main      ] ATHA: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:17:03.265800] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_shelf_lag']
[2025-11-27T20:17:03.265908] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:03.329289] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 4.8s | Global ETA: 19m 36s
[2025-11-27T20:17:03.329457] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:03.330265] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:03.330381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.335229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:03.335666] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:03.336220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:03.338765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:03.340132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:03.340834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:03.343494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:03.345705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:03.349611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:03.363633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:03.486228] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 4.4s | Global ETA: 19m 36s
[2025-11-27T20:17:03.486364] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:03.487115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:03.487187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.491829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:03.528031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:03.530610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:03.547129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:03.548475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:03.590447] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:03.603473] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:03.604354] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:03.605774] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:03.605952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.613566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:03.616346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:03.617142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:03.618182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:03.619913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:03.712055] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:03.780600] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:03.841482] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 5.1s | Global ETA: 19m 37s
[2025-11-27T20:17:03.841773] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:03.842656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:03.842794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.847902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:03.850078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:03.850708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:03.851177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:03.852681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:03.874442] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:03.877681] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:03.945478] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 4.1s | Global ETA: 19m 37s
[2025-11-27T20:17:03.945750] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:03.946552] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:03.946704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:03.951477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:03.952536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:03.955031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:03.956329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:03.957064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:03.959766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:03.961928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:03.965816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:03.977003] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:03.979823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.035888] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:04.149784] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:04.185703] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.56% | Symbol ETA: 3.7s | Global ETA: 19m 37s
[2025-11-27T20:17:04.185832] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:04.186547] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:04.186627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.191641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:04.203308] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:04.227637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:04.230604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:04.247789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:04.249272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.287729] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 8.3s | Global ETA: 19m 38s
[2025-11-27T20:17:04.287990] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:04.289048] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:04.289192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.294251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:04.296252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:04.296861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:04.297551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:04.298825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.313589] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:04.376743] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:04.439606] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 4.4s | Global ETA: 19m 38s
[2025-11-27T20:17:04.439879] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:04.440758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:04.440890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.445989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:04.447947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:04.448554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:04.449117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:04.450528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.478279] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:04.545662] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.99% | Symbol ETA: 3.4s | Global ETA: 19m 38s
[2025-11-27T20:17:04.545907] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:04.546718] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:04.546841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.551596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:04.552564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:04.555031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:04.556381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:04.557122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:04.559824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:04.561981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:04.565840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:04.574280] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:04.579456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.637371] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:04.736177] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:04.791598] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:04.809181] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:04.887324] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.23% | Symbol ETA: 2.9s | Global ETA: 19m 39s
[2025-11-27T20:17:04.887470] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:04.888355] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:04.888484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.893242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:04.908846] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:04.929055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:04.931753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:04.943515] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.68% | Symbol ETA: 7.5s | Global ETA: 19m 39s
[2025-11-27T20:17:04.943799] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:04.944659] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:04.944804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:04.948196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:04.949605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:04.949687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.951442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:04.952049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:04.952741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:04.953890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:04.964886] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:05.023859] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 3.8s | Global ETA: 19m 39s
[2025-11-27T20:17:05.024124] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:05.025004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:05.025136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:05.030064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:05.031863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:05.032408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:05.032889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:05.034344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:05.073793] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:05.141451] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.36% | Symbol ETA: 2.8s | Global ETA: 19m 39s
[2025-11-27T20:17:05.276128] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:05.289607] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:05.306715] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.70%, Actual: 1.85%
[2025-11-27T20:17:05.363342] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:05.439803] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:05.454323] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:05.470405] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.41%, Actual: 8.44%
[2025-11-27T20:17:05.525810] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:05.583597] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 3.1s | Global ETA: 19m 40s
[2025-11-27T20:17:05.583861] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:05.584674] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:05.584805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:05.585354] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 6.8s | Global ETA: 19m 40s
[2025-11-27T20:17:05.585653] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:05.586474] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:05.586617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:05.588020] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.95% | Symbol ETA: 2.2s | Global ETA: 19m 40s
[2025-11-27T20:17:05.589510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:05.591231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:05.591493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:05.591854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:05.592304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:05.593329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:05.593788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:05.593884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:05.594619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:05.595790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:05.633102] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.66%, Actual: 1.25%
[2025-11-27T20:17:05.750251] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 4.76%, Actual: 3.11%
[2025-11-27T20:17:05.795922] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 6.85%
[2025-11-27T20:17:05.911461] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 5.00%, Actual: 1.88%
[2025-11-27T20:17:05.921289] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:05.943395] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:05.958434] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 6.22%
[2025-11-27T20:17:06.073653] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.57%, Actual: 2.24%
[2025-11-27T20:17:06.084342] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:06.110985] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:06.121892] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.72%, Actual: 2.95%
[2025-11-27T20:17:06.141856] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 2.5s | Global ETA: 19m 40s
[2025-11-27T20:17:06.142119] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:06.142933] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:06.143061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:06.147749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:06.149452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:06.149992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:06.150437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:06.151804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:06.235492] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.28%, Actual: 1.37%
[2025-11-27T20:17:06.252321] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 6.1s | Global ETA: 19m 41s
[2025-11-27T20:17:06.252614] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:06.253480] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:06.253627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:06.258821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:06.260822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:06.261448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:06.262186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:06.263475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:06.288287] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.00%
[2025-11-27T20:17:06.397095] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.24%, Actual: 3.23%
[2025-11-27T20:17:06.456942] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.63%
[2025-11-27T20:17:06.476420] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:06.559106] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -6.25%, Actual: 1.56%
[2025-11-27T20:17:06.613909] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:06.621975] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.99%, Actual: 0.72%
[2025-11-27T20:17:06.639087] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:06.696099] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 1.9s | Global ETA: 19m 41s
[2025-11-27T20:17:06.720226] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 1.41%
[2025-11-27T20:17:06.788001] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.36%, Actual: 2.58%
[2025-11-27T20:17:06.788261] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.5967%
[2025-11-27T20:17:06.788449] [INFO ] [main      ] DIBS: DISCARDED add_regime (score: 33.60%)
[2025-11-27T20:17:06.788546] [INFO ] [main      ] DIBS: Testing feature 40/53: add_regime_flags
[2025-11-27T20:17:06.788655] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_regime_flags']
[2025-11-27T20:17:06.788771] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:06.791434] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:06.801247] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:06.801889] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:06.802757] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:06.802923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:06.807732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:06.808839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:06.811353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:06.812839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:06.813593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:06.816322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:06.818632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:06.822472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:06.823542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:06.859036] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.50%, Actual: 0.46%
[2025-11-27T20:17:06.881790] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 0.81%
[2025-11-27T20:17:06.930005] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: 1.03% | Symbol ETA: 5.5s | Global ETA: 19m 42s
[2025-11-27T20:17:06.930169] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:06.930997] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:06.931196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:06.936680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:06.938724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:06.939340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:06.940059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:06.941247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:07.021722] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.74%, Actual: 0.32%
[2025-11-27T20:17:07.042659] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 1.30%
[2025-11-27T20:17:07.156008] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:07.188371] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 0.35%
[2025-11-27T20:17:07.224353] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.95%, Actual: 1.93%
[2025-11-27T20:17:07.224553] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.8702%
[2025-11-27T20:17:07.224677] [INFO ] [main      ] COYA: DISCARDED add_shelf_lag (score: 42.87%)
[2025-11-27T20:17:07.224734] [INFO ] [main      ] COYA: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:17:07.224797] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_signed_carry_history_11']
[2025-11-27T20:17:07.224860] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:07.237935] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:07.238594] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:07.239551] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:07.239811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:07.245163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:07.275409] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:07.288013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:07.291009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:07.311106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:07.312713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:07.324416] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:07.354788] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.94%
[2025-11-27T20:17:07.392524] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 8.0s | Global ETA: 19m 42s
[2025-11-27T20:17:07.392674] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:07.393420] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:07.393624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:07.398327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:07.399343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:07.401828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:07.403159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:07.403890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:07.406523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:07.408712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:07.412593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:07.413636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:07.447103] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:07.519306] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.07%
[2025-11-27T20:17:07.579662] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.49% | Symbol ETA: 4.8s | Global ETA: 19m 43s
[2025-11-27T20:17:07.579798] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:07.580593] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:07.580677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:07.585512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:07.587313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:07.587834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:07.588644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:07.589810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:07.677906] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:07.686167] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.08%
[2025-11-27T20:17:07.741164] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:07.850670] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.18%
[2025-11-27T20:17:07.864112] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:07.904207] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:07.935960] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:07.949958] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 8.5s | Global ETA: 19m 43s
[2025-11-27T20:17:07.950235] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:07.951072] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:07.951213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:07.956635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:07.972371] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 7.4s | Global ETA: 19m 43s
[2025-11-27T20:17:07.972651] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:07.973441] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:07.973566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:07.978393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:07.979367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:07.981828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:07.983171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:07.983914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:07.986646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:07.988874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:07.992790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:07.993858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:07.999279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:08.002276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:08.015847] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.49%
[2025-11-27T20:17:08.020116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:08.021478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.113980] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:08.179393] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 0.26%
[2025-11-27T20:17:08.258364] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 4.1s | Global ETA: 19m 44s
[2025-11-27T20:17:08.258524] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:08.259559] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:08.259663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:08.266292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:08.268667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:08.269356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:08.270166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:08.271939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.332258] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:08.346149] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.37%
[2025-11-27T20:17:08.346438] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 54.7078%
[2025-11-27T20:17:08.346602] [INFO ] [main      ] FEMB: DISCARDED add_signed_carry_history_11 (score: 54.71%)
[2025-11-27T20:17:08.346709] [INFO ] [main      ] FEMB: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:17:08.346761] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_sma_ratio']
[2025-11-27T20:17:08.346860] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:08.348046] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:08.359560] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:08.360161] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:08.360989] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:08.361056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:08.365745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:08.367459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:08.367932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:08.368361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:08.369047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.499620] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:08.534482] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:08.569509] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 6.8s | Global ETA: 19m 44s
[2025-11-27T20:17:08.569841] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:08.570708] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:08.570836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:08.575963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:08.577089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:08.579701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:08.581096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:08.581870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:08.584714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:08.587032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:08.591195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:08.592433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.619816] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.82% | Symbol ETA: 7.7s | Global ETA: 19m 44s
[2025-11-27T20:17:08.620283] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:08.621234] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:08.621371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:08.627106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:08.669054] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:08.669540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:08.672550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:08.692915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:08.694667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.698936] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:08.866068] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:08.871561] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:08.926239] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 6.7s | Global ETA: 19m 45s
[2025-11-27T20:17:08.926512] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:08.927309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:08.927445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:08.932491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:08.934453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:08.935034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:08.935501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:08.936267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:08.978338] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:08.998392] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.90% | Symbol ETA: 3.5s | Global ETA: 19m 45s
[2025-11-27T20:17:08.998651] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:08.999459] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:08.999602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.004357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:09.006175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:09.006756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:09.007427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:09.008605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.064519] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:09.149881] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:09.218765] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 6.3s | Global ETA: 19m 45s
[2025-11-27T20:17:09.219037] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:09.219899] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:09.220025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.224836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:09.225906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:09.228458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:09.229844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:09.230589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:09.233307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:09.235469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:09.239343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:09.240466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.251668] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:09.268965] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:09.335497] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 5.04% | Symbol ETA: 7.0s | Global ETA: 19m 45s
[2025-11-27T20:17:09.335794] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:09.336711] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:09.336851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.342185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:09.355188] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:09.385323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:09.388450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:09.408502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:09.410163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.432148] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:09.492284] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 6.2s | Global ETA: 19m 45s
[2025-11-27T20:17:09.492563] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:09.493385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:09.493514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.498279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:09.500222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:09.500788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:09.501185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:09.501937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.526415] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:09.573187] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:09.660496] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 2.8s | Global ETA: 19m 46s
[2025-11-27T20:17:09.660783] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:09.661615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:09.661743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.666851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:09.668958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:09.669643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:09.670359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:09.671647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.741588] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:09.746151] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:09.810809] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 5.7s | Global ETA: 19m 46s
[2025-11-27T20:17:09.811087] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:09.811961] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:09.812088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.817081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:09.818261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:09.820946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:09.822327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:09.823095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:09.825864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:09.828323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:09.832288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:09.833216] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:09.833438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:09.909654] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:09.989537] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.54% | Symbol ETA: 6.3s | Global ETA: 19m 46s
[2025-11-27T20:17:09.989807] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:09.990630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:09.990759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:09.995415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:09.999304] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:10.023130] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:10.031876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:10.034516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:10.051263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:10.052702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:10.057122] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 5.6s | Global ETA: 19m 46s
[2025-11-27T20:17:10.057391] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:10.058237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:10.058371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:10.063338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:10.065290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:10.065889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:10.066353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:10.067113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:10.165609] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:10.196827] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:10.329081] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.48% | Symbol ETA: 2.1s | Global ETA: 19m 47s
[2025-11-27T20:17:10.329453] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:10.376442] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:10.396817] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 5.1s | Global ETA: 19m 47s
[2025-11-27T20:17:10.397080] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:10.397851] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:10.397974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:10.402754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:10.402885] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:10.403758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:10.406203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:10.407526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:10.408285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:10.410943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:10.413075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:10.416981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:10.418033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:10.505408] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: -1.31%, Actual: 5.12%
[2025-11-27T20:17:10.539177] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:10.567445] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:10.617692] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 4.30% | Symbol ETA: 5.5s | Global ETA: 19m 47s
[2025-11-27T20:17:10.617838] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:10.618615] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:10.618813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:10.623524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:10.624397] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 5.0s | Global ETA: 19m 47s
[2025-11-27T20:17:10.624658] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:10.625460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:10.625603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:10.630406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:10.632211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:10.632782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:10.633237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:10.633977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:10.660231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:10.662989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:10.679570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:10.681002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:10.681822] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.68%, Actual: 0.69%
[2025-11-27T20:17:10.751498] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:10.857970] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 2.05%, Actual: 5.02%
[2025-11-27T20:17:10.921801] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:10.970244] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:10.988653] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 4.5s | Global ETA: 19m 48s
[2025-11-27T20:17:10.988918] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:10.989730] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:10.989854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:10.994541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:10.995542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:10.997991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:10.999338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:11.000069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:11.002710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:11.004867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:11.005543] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:11.008686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:11.009744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.036101] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 0.49%
[2025-11-27T20:17:11.146348] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:11.166423] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:11.205426] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 4.5s | Global ETA: 19m 48s
[2025-11-27T20:17:11.205719] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:11.206667] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:11.206803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:11.211958] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 0.58%
[2025-11-27T20:17:11.211965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:11.213928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:11.214505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:11.214988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:11.215777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.244309] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -7.06% | Symbol ETA: 4.8s | Global ETA: 19m 48s
[2025-11-27T20:17:11.244556] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:11.245587] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:11.245713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:11.250509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:11.286798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:11.289445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:11.306458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:11.307889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.344552] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:11.386223] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.49%, Actual: 1.85%
[2025-11-27T20:17:11.514288] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:11.554666] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:11.560357] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 4.37%
[2025-11-27T20:17:11.585052] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 3.9s | Global ETA: 19m 49s
[2025-11-27T20:17:11.585316] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:11.586173] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:11.586299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:11.591360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:11.592466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:11.595067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:11.596638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:11.597385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:11.600340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:11.602614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:11.607138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:11.608376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.633817] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:11.725421] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:11.735880] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.90%, Actual: 2.73%
[2025-11-27T20:17:11.782598] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 3.9s | Global ETA: 19m 49s
[2025-11-27T20:17:11.782864] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:11.783728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:11.783876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:11.788892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:11.790776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:11.791322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:11.791823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:11.792511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.795182] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:11.875631] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 4.1s | Global ETA: 19m 49s
[2025-11-27T20:17:11.875870] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:11.876694] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:11.876822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:11.881555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:11.915465] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.58%
[2025-11-27T20:17:11.918296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:11.921090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:11.937925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:11.939352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:11.948558] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:12.094300] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.48%, Actual: 0.82%
[2025-11-27T20:17:12.094516] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 44.4426%
[2025-11-27T20:17:12.094645] [INFO ] [main      ] ATHA: DISCARDED add_shelf_lag (score: 44.44%)
[2025-11-27T20:17:12.094709] [INFO ] [main      ] ATHA: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:17:12.094763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_signed_carry_history_11']
[2025-11-27T20:17:12.094819] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:12.108986] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:12.109628] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:12.110517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:12.110606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.114396] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:12.115953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:12.118638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:12.119154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:12.119804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:12.121177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.143441] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:12.181791] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.47% | Symbol ETA: 3.3s | Global ETA: 19m 49s
[2025-11-27T20:17:12.181928] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:12.182684] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:12.182765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.187415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:12.188353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:12.190722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:12.191983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:12.192652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:12.195203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:12.197621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:12.201347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:12.202615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.269176] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:12.314382] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:12.371489] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 3.3s | Global ETA: 19m 50s
[2025-11-27T20:17:12.371747] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:12.372489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:12.372632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.377640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:12.379559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:12.380159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:12.380664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:12.381425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.431239] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:12.474784] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:12.508559] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 1.88% | Symbol ETA: 3.5s | Global ETA: 19m 50s
[2025-11-27T20:17:12.508828] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:12.509658] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:12.509785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.514475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:12.551272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:12.553968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:12.570906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:12.572326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.593894] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:12.640030] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:12.707160] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 3.50% | Symbol ETA: 7.5s | Global ETA: 19m 50s
[2025-11-27T20:17:12.707385] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:12.708234] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:12.708357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.713225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:12.714690] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:12.715056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:12.715639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:12.716297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:12.717786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.762113] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:12.829112] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.70% | Symbol ETA: 2.7s | Global ETA: 19m 50s
[2025-11-27T20:17:12.881418] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:12.897283] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:12.936900] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 2.8s | Global ETA: 19m 51s
[2025-11-27T20:17:12.937166] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:12.937985] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:12.938146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:12.942851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:12.944553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:12.945147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:12.945616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:12.946328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:12.993285] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: 0.31%, Actual: 1.85%
[2025-11-27T20:17:13.057181] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:13.059078] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:13.135870] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.55% | Symbol ETA: 2.8s | Global ETA: 19m 51s
[2025-11-27T20:17:13.136112] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:13.136942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:13.137071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:13.141755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:13.156103] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.39%, Actual: 8.44%
[2025-11-27T20:17:13.177990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:13.180682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:13.197534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:13.198990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:13.221992] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:13.276457] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:13.288930] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -7.16% | Symbol ETA: 6.8s | Global ETA: 19m 51s
[2025-11-27T20:17:13.289190] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:13.290090] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:13.290224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:13.295455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:13.297408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:13.298014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:13.298752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:13.300214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:13.318302] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.79%, Actual: 1.25%
[2025-11-27T20:17:13.442954] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:13.480306] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.85%, Actual: 6.85%
[2025-11-27T20:17:13.497919] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 2.2s | Global ETA: 19m 51s
[2025-11-27T20:17:13.498219] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:13.498990] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:13.499122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:13.504213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:13.505987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:13.506518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:13.506985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:13.507745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:13.526413] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:13.642715] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 6.22%
[2025-11-27T20:17:13.643449] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:13.689129] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:13.765668] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.12% | Symbol ETA: 2.1s | Global ETA: 19m 52s
[2025-11-27T20:17:13.805300] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 2.95%
[2025-11-27T20:17:13.808672] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:13.835750] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:13.875299] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 7.54% | Symbol ETA: 6.2s | Global ETA: 19m 52s
[2025-11-27T20:17:13.875558] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:13.876385] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:13.876509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:13.881253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:13.883078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:13.883648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:13.884314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:13.885736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:13.929648] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 1.05%, Actual: 3.11%
[2025-11-27T20:17:13.968933] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 1.00%
[2025-11-27T20:17:14.000907] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:14.056994] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 1.6s | Global ETA: 19m 52s
[2025-11-27T20:17:14.093107] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.82%, Actual: 1.88%
[2025-11-27T20:17:14.132674] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.63%
[2025-11-27T20:17:14.223543] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 0.46%
[2025-11-27T20:17:14.224001] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:14.257139] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 5.04%, Actual: 2.24%
[2025-11-27T20:17:14.296785] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.47%, Actual: 0.72%
[2025-11-27T20:17:14.391003] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.82%, Actual: 0.32%
[2025-11-27T20:17:14.397630] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:14.419980] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.54%, Actual: 1.37%
[2025-11-27T20:17:14.460813] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.70%, Actual: 2.58%
[2025-11-27T20:17:14.460997] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.2971%
[2025-11-27T20:17:14.461080] [INFO ] [main      ] DIBS: DISCARDED add_regime_flags (score: 33.30%)
[2025-11-27T20:17:14.461124] [INFO ] [main      ] DIBS: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:14.461162] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', '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']
[2025-11-27T20:17:14.461219] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:14.463102] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 5.6s | Global ETA: 19m 53s
[2025-11-27T20:17:14.463375] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:14.464233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:14.464371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:14.469312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:14.471150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:14.471728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:14.472421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:14.473707] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:14.474010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:14.474290] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:14.475137] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:14.475210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:14.479915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:14.480861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:14.483270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:14.484552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:14.485249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:14.487872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:14.489994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:14.494194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:14.496043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:14.496714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:14.497691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:14.499306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:14.501909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:14.502665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:14.564035] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.56%, Actual: 0.35%
[2025-11-27T20:17:14.583924] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 4.30%, Actual: 3.23%
[2025-11-27T20:17:14.729290] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.94%
[2025-11-27T20:17:14.746854] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -7.06%, Actual: 1.56%
[2025-11-27T20:17:14.815933] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:14.826336] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:14.899653] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.07%
[2025-11-27T20:17:14.909212] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 1.41%
[2025-11-27T20:17:14.986237] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:14.988270] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:15.054595] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.20% | Symbol ETA: 5.0s | Global ETA: 19m 54s
[2025-11-27T20:17:15.054871] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:15.055731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:15.055857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.060955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:15.062583] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 7.6s | Global ETA: 19m 54s
[2025-11-27T20:17:15.062718] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:15.062809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:15.063446] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:15.063391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:15.063540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.064254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:15.065733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.068278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:15.069119] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.08%
[2025-11-27T20:17:15.069331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:15.071812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:15.071728] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.81%
[2025-11-27T20:17:15.073090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:15.073836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:15.076472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:15.078630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:15.082437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:15.084164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:15.084694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:15.085733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:15.087332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:15.088469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:15.089208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.232540] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.55%, Actual: 1.30%
[2025-11-27T20:17:15.233837] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 0.18%
[2025-11-27T20:17:15.395917] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.12%, Actual: 1.93%
[2025-11-27T20:17:15.396227] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 41.7631%
[2025-11-27T20:17:15.396379] [INFO ] [main      ] COYA: DISCARDED add_signed_carry_history_11 (score: 41.76%)
[2025-11-27T20:17:15.396485] [INFO ] [main      ] COYA: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:17:15.396607] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_sma_ratio']
[2025-11-27T20:17:15.396708] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:15.397626] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:15.401893] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.49%
[2025-11-27T20:17:15.407435] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:15.407801] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:15.408655] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:15.408723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.413308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:15.414727] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:15.452086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:15.454790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:15.473106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:15.473921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.564233] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:15.568998] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.26%
[2025-11-27T20:17:15.577704] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:15.626474] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 6.58% | Symbol ETA: 4.4s | Global ETA: 19m 55s
[2025-11-27T20:17:15.626747] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:15.627532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:15.627666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.632432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:15.634201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:15.634766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:15.635416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:15.636803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.652210] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 7.0s | Global ETA: 19m 55s
[2025-11-27T20:17:15.652341] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:15.653874] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:15.653950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.658964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:15.660162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:15.662704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:15.664098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:15.664852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:15.667514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:15.669941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:15.674151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:15.675973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:15.676503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:15.677557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:15.679294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:15.680622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:15.681557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.737168] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.37%
[2025-11-27T20:17:15.737520] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 43.7465%
[2025-11-27T20:17:15.737708] [INFO ] [main      ] FEMB: DISCARDED add_sma_ratio (score: 43.75%)
[2025-11-27T20:17:15.737820] [INFO ] [main      ] FEMB: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:17:15.737920] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vol_of_vol']
[2025-11-27T20:17:15.738020] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:15.751016] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:15.751769] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:15.752814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:15.752948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:15.757915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:15.762725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:15.763309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:15.763790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:15.764945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:15.800110] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:15.963241] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:15.966252] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:16.028052] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:16.039796] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 7.4s | Global ETA: 19m 55s
[2025-11-27T20:17:16.039926] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:16.040665] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.040733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.045338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:16.082732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:16.085323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:16.102343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:16.103087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.104545] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:16.130863] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:16.193256] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 3.9s | Global ETA: 19m 55s
[2025-11-27T20:17:16.193507] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:16.194305] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.194428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.199136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.200903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:16.201215] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:16.201433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:16.202134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:16.203514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.268996] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:16.278857] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 6.5s | Global ETA: 19m 56s
[2025-11-27T20:17:16.279116] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:16.279977] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:16.280111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.285071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:16.286157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:16.288890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:16.290301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:16.291167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:16.293933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:16.296141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:16.300088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.302070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:16.302627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:16.303821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:16.305531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:16.306644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:16.307414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.326784] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 6.3s | Global ETA: 19m 56s
[2025-11-27T20:17:16.327037] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:16.328055] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.328393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.333121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.335226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:16.335809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:16.336445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:16.337561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.426977] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:16.541737] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:16.590531] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:16.666225] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 6.7s | Global ETA: 19m 56s
[2025-11-27T20:17:16.666469] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:16.667295] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.667425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.669891] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:16.672139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:16.688602] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:16.709171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:16.711826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:16.715009] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:16.729017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:16.729840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.777556] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 3.3s | Global ETA: 19m 56s
[2025-11-27T20:17:16.777854] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:16.778698] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.778819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.783452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.785222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:16.785771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:16.786421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:16.787807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.841299] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:16.855024] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:16.898701] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 5.8s | Global ETA: 19m 57s
[2025-11-27T20:17:16.898839] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:16.899565] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:16.899664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.904463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.906232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:16.906787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:16.907246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:16.908372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:16.933136] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 6.0s | Global ETA: 19m 57s
[2025-11-27T20:17:16.933276] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:16.934049] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:16.934252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:16.939069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:16.940208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:16.942773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:16.944144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:16.944828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:16.947499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:16.949882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:16.953809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:16.955661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:16.956224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:16.957299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:16.959025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:16.960132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:16.960876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:17.055370] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:17.119435] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:17.221526] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:17.243877] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:17.287063] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:17.297663] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.78% | Symbol ETA: 6.1s | Global ETA: 19m 57s
[2025-11-27T20:17:17.297902] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:17.298740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:17.298870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:17.299243] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:17.303627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:17.342754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:17.346989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:17.350319] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 2.7s | Global ETA: 19m 57s
[2025-11-27T20:17:17.350473] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:17.351231] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:17.351313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:17.355916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:17.357655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:17.358280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:17.358960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:17.360338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:17.376291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:17.377566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:17.426277] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:17.464004] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:17.483367] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.55% | Symbol ETA: 5.2s | Global ETA: 19m 57s
[2025-11-27T20:17:17.483652] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:17.484454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:17.484600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:17.489393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:17.491171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:17.491716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:17.492169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:17.493463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:17.538300] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 5.4s | Global ETA: 19m 57s
[2025-11-27T20:17:17.538560] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:17.539367] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:17.539493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:17.544230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:17.545224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:17.547696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:17.549042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:17.549775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:17.552421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:17.554562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:17.558349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:17.560102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:17.560628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:17.561663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:17.563283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:17.564351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:17.565071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:17.708072] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:17.708866] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:17.824775] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:17.877534] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:17.880139] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:17.904213] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:17.940826] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 2.1s | Global ETA: 19m 58s
[2025-11-27T20:17:17.956078] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -6.20% | Symbol ETA: 5.5s | Global ETA: 19m 58s
[2025-11-27T20:17:17.956338] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:17.957221] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:17.957354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:17.962158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:17.990285] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:18.001119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:18.004116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:18.022196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:18.023308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.046847] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 4.6s | Global ETA: 19m 58s
[2025-11-27T20:17:18.046951] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:18.047687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:18.047753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:18.052460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:18.054195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:18.054668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:18.055039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:18.056073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.067513] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:18.108348] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 3.50%, Actual: 5.12%
[2025-11-27T20:17:18.140441] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.96% | Symbol ETA: 4.7s | Global ETA: 19m 58s
[2025-11-27T20:17:18.140706] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:18.141484] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:18.141633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:18.146351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:18.147322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:18.149792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:18.151108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:18.151838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:18.154484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:18.156646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:18.160475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:18.162227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:18.162761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:18.163801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:18.165629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:18.166714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:18.167433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.274725] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.16%, Actual: 0.69%
[2025-11-27T20:17:18.352843] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:18.385634] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:18.450122] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 7.54%, Actual: 5.02%
[2025-11-27T20:17:18.498979] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:18.516438] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:18.550178] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:18.592535] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.24% | Symbol ETA: 4.9s | Global ETA: 19m 59s
[2025-11-27T20:17:18.592822] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:18.593644] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:18.593773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:18.598490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:18.607000] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 4.0s | Global ETA: 19m 59s
[2025-11-27T20:17:18.607201] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:18.608004] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:18.608253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:18.613178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:18.613964] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 0.49%
[2025-11-27T20:17:18.615079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:18.615643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:18.616102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:18.617250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.637704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:18.640945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:18.660487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:18.661426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.666244] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:18.739115] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 4.1s | Global ETA: 19m 59s
[2025-11-27T20:17:18.739368] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:18.740186] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:18.740312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:18.745116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:18.746133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:18.748684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:18.750039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:18.750789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:18.753449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:18.755664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:18.759553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:18.761322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:18.761840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:18.762927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:18.764555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:18.765650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:18.766374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:18.776688] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.20%, Actual: 0.58%
[2025-11-27T20:17:18.937521] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 6.58%, Actual: 1.85%
[2025-11-27T20:17:18.950382] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:18.996805] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:19.093083] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:19.099602] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 4.37%
[2025-11-27T20:17:19.113920] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:19.163681] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:19.170549] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 3.5s | Global ETA: 19m 60s
[2025-11-27T20:17:19.170806] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:19.171616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:19.171743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.176445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:19.178272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:19.178825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:19.179271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:19.180406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.239627] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 4.3s | Global ETA: 20m 0s
[2025-11-27T20:17:19.239773] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:19.240666] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:19.240793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.245558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:19.256051] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:19.261833] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 2.73%
[2025-11-27T20:17:19.282667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:19.285508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:19.302437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:19.303268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.327956] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.01% | Symbol ETA: 3.5s | Global ETA: 20m 0s
[2025-11-27T20:17:19.328281] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:19.329110] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:19.329238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.333992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:19.334994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:19.337437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:19.338800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:19.339456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:19.342078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:19.344207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:19.348011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:19.349772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:19.350287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:19.351314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:19.352924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:19.354142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:19.354871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.424150] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.58%
[2025-11-27T20:17:19.512830] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:19.586271] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.82%
[2025-11-27T20:17:19.586515] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 34.4582%
[2025-11-27T20:17:19.586630] [INFO ] [main      ] ATHA: DISCARDED add_signed_carry_history_11 (score: 34.46%)
[2025-11-27T20:17:19.586729] [INFO ] [main      ] ATHA: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:17:19.586820] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_sma_ratio']
[2025-11-27T20:17:19.586913] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:19.599306] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:19.599852] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:19.600757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:19.600877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.605603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:19.607385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:19.607947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:19.608600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:19.609342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.631328] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:19.677095] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:19.682976] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:19.734014] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 2.9s | Global ETA: 20m 1s
[2025-11-27T20:17:19.734267] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:19.735078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:19.735207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.739963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:19.741726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:19.742263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:19.742733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:19.743851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.796853] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:19.849193] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:19.873405] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 3.6s | Global ETA: 20m 1s
[2025-11-27T20:17:19.873685] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:19.874517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:19.874667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.879485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:19.919054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:19.922430] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.44% | Symbol ETA: 2.9s | Global ETA: 20m 1s
[2025-11-27T20:17:19.922600] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:19.923007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:19.923456] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:17:19.923545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:19.928545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:19.929621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:19.932056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:19.933558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:19.934435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:19.937284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:19.939669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:19.941254] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:19.941968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:19.943058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:19.943646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:19.945483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:19.946047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:17:19.947282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:19.948966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:17:19.950284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:17:19.951034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:20.104885] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:20.126146] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:20.195668] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.89% | Symbol ETA: 6.9s | Global ETA: 20m 1s
[2025-11-27T20:17:20.195933] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:20.196828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:20.196956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:20.201961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:20.203911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:20.204549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:20.205279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:20.206091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:20.328070] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:20.342760] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:20.376510] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:20.394756] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2.3s | Global ETA: 20m 2s
[2025-11-27T20:17:20.395014] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:20.395874] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:20.396029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:20.401072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:20.403010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:20.403620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:20.404113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:20.405443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:20.554465] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:20.587931] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:20.595368] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:20.645385] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.65% | Symbol ETA: 2.3s | Global ETA: 20m 2s
[2025-11-27T20:17:20.669257] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -4.65% | Symbol ETA: 3.0s | Global ETA: 20m 2s
[2025-11-27T20:17:20.669544] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:20.670713] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:20.670870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:20.676416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:20.716806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:20.720162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:20.739401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:20.740778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:20.797140] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:20.839234] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.03%, Actual: 1.85%
[2025-11-27T20:17:20.874806] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:20.876413] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.92% | Symbol ETA: 6.7s | Global ETA: 20m 2s
[2025-11-27T20:17:20.876715] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:20.877749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:20.877889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:20.883910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:20.886148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:20.886847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:20.887628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:20.888462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:21.041219] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.71%, Actual: 8.44%
[2025-11-27T20:17:21.118194] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:21.130848] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:21.198931] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 1.8s | Global ETA: 20m 3s
[2025-11-27T20:17:21.199200] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:21.200064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:21.200208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:21.205316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:21.207633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:21.208248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:21.208716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:21.209888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:21.226469] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.37%, Actual: 1.25%
[2025-11-27T20:17:21.295808] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:21.329704] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:21.373589] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 2.4s | Global ETA: 20m 3s
[2025-11-27T20:17:21.373736] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:21.374473] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:21.374548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:21.379756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:21.414313] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 6.85%
[2025-11-27T20:17:21.418318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:21.421430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:21.439269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:21.440550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:21.501854] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:21.565888] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 1.70% | Symbol ETA: 6.2s | Global ETA: 20m 4s
[2025-11-27T20:17:21.566144] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:21.566948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:21.567069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:21.569404] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:21.571998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:21.573890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:21.574443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:21.575163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:21.575902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:21.592182] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 6.22%
[2025-11-27T20:17:21.741276] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:21.772861] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.96%, Actual: 2.95%
[2025-11-27T20:17:21.778384] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:21.798367] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 1.2s | Global ETA: 20m 4s
[2025-11-27T20:17:21.909390] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:21.948735] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:21.957877] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 1.00%
[2025-11-27T20:17:21.965396] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.05%, Actual: 0.46%
[2025-11-27T20:17:22.026136] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.19% | Symbol ETA: 1.7s | Global ETA: 20m 4s
[2025-11-27T20:17:22.076087] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:22.134690] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.63%
[2025-11-27T20:17:22.136085] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.91%, Actual: 0.32%
[2025-11-27T20:17:22.139564] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 5.4s | Global ETA: 20m 4s
[2025-11-27T20:17:22.139828] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:22.140661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:22.140786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:22.145692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:22.147488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:22.148063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:22.148797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:22.149624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:22.199618] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.85%, Actual: 3.11%
[2025-11-27T20:17:22.305110] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.55%, Actual: 0.35%
[2025-11-27T20:17:22.313299] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.44%, Actual: 0.72%
[2025-11-27T20:17:22.367539] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.21%, Actual: 1.88%
[2025-11-27T20:17:22.471359] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 0.94%
[2025-11-27T20:17:22.479968] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:22.485188] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.65%, Actual: 2.58%
[2025-11-27T20:17:22.485512] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 37.5325%
[2025-11-27T20:17:22.485678] [INFO ] [main      ] DIBS: DISCARDED add_return_volume_nonlinearity_proxies (score: 37.53%)
[2025-11-27T20:17:22.485783] [INFO ] [main      ] DIBS: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:17:22.485876] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag']
[2025-11-27T20:17:22.485988] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:22.498881] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:22.499448] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:22.500376] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:22.500503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:22.505289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:22.506328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:22.508846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:22.510221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:22.510964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:22.513661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:22.515866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:22.520292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:22.521868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:22.534776] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.78%, Actual: 2.24%
[2025-11-27T20:17:22.640771] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:17:22.646351] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:22.704343] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -6.20%, Actual: 1.37%
[2025-11-27T20:17:22.708804] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 4.7s | Global ETA: 20m 5s
[2025-11-27T20:17:22.709073] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:22.709910] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:22.710037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:22.714729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:22.716515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:22.717072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:22.717751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:22.718515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:22.810837] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.41%, Actual: 0.08%
[2025-11-27T20:17:22.872065] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.24%, Actual: 3.23%
[2025-11-27T20:17:22.880855] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:22.978890] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.18%
[2025-11-27T20:17:23.038032] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.56%
[2025-11-27T20:17:23.048429] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:23.052591] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:23.146047] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.49%
[2025-11-27T20:17:23.188005] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.44% | Symbol ETA: 8.3s | Global ETA: 20m 6s
[2025-11-27T20:17:23.188281] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:23.189111] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:23.189237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.194001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:23.195040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:23.197522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:23.198946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:23.199693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:23.202382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:23.203884] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.41%
[2025-11-27T20:17:23.204525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:23.208398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:23.209611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:23.223407] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:23.285885] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.53% | Symbol ETA: 4.0s | Global ETA: 20m 6s
[2025-11-27T20:17:23.286034] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:23.286933] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:23.287057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.292103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:23.294031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:23.294619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:23.295330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:23.296125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:23.311272] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.26%
[2025-11-27T20:17:23.369946] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 0.81%
[2025-11-27T20:17:23.474380] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.37%
[2025-11-27T20:17:23.474718] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 41.1256%
[2025-11-27T20:17:23.474865] [INFO ] [main      ] FEMB: DISCARDED add_vol_of_vol (score: 41.13%)
[2025-11-27T20:17:23.474971] [INFO ] [main      ] FEMB: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:17:23.475071] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volatility_decay_ratio']
[2025-11-27T20:17:23.475174] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:23.487517] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:23.488271] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:23.489186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:23.489317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.494143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:23.495974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:23.496523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:23.496994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:23.498180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:23.536996] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.14%, Actual: 1.30%
[2025-11-27T20:17:23.538652] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:23.643317] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:23.701008] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:23.705186] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.19%, Actual: 1.93%
[2025-11-27T20:17:23.705540] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 39.2217%
[2025-11-27T20:17:23.705717] [INFO ] [main      ] COYA: DISCARDED add_sma_ratio (score: 39.22%)
[2025-11-27T20:17:23.705826] [INFO ] [main      ] COYA: Testing feature 45/53: add_true_range
[2025-11-27T20:17:23.705926] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_true_range']
[2025-11-27T20:17:23.706031] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:23.717193] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:23.717710] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:23.718659] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:23.718791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.723726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:23.764653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:23.767899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:23.786343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:23.788454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:23.817196] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:23.840918] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 7.5s | Global ETA: 20m 7s
[2025-11-27T20:17:23.841072] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:23.841945] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:23.842069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.846756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:23.847762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:23.849112] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:23.850382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:23.851731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:23.852451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:23.855142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:23.857275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:23.861119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:23.862270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:23.880380] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.63% | Symbol ETA: 3.4s | Global ETA: 20m 7s
[2025-11-27T20:17:23.880663] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:23.881594] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:23.881718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:23.886845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:23.888895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:23.889513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:23.890239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:23.891019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.014527] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:24.074710] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 6.3s | Global ETA: 20m 7s
[2025-11-27T20:17:24.074845] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:24.075651] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:24.075720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:24.080782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:24.082631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:24.083278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:24.083786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:24.085080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.125609] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:24.205793] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:24.225733] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:24.292030] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:24.370267] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 7.4s | Global ETA: 20m 8s
[2025-11-27T20:17:24.370511] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:24.371356] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:24.371485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:24.376246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:24.387179] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:24.392068] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:24.413283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:24.416050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:24.421228] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:24.433038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:24.434780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.453746] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.28% | Symbol ETA: 2.8s | Global ETA: 20m 8s
[2025-11-27T20:17:24.453886] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:24.454700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:24.454770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:24.459609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:24.461639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:24.462174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:24.462858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:24.463638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.536360] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 6.9s | Global ETA: 20m 8s
[2025-11-27T20:17:24.536494] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:24.537310] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:24.537508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:24.542658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:24.543710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:24.546235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:24.547637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:24.548402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:24.551175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:24.553368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:24.557367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:24.558731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.593388] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:24.652245] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 5.7s | Global ETA: 20m 8s
[2025-11-27T20:17:24.652504] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:24.653340] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:24.653469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:24.658381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:24.660302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:24.660877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:24.661336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:24.662522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:24.760764] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:24.791377] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:24.916278] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:24.926072] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:24.954991] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:25.002893] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 6.7s | Global ETA: 20m 9s
[2025-11-27T20:17:25.003155] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:25.003979] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:25.003942] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:25.004044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.008836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:25.014548] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.35% | Symbol ETA: 2.2s | Global ETA: 20m 9s
[2025-11-27T20:17:25.014823] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:25.015625] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:25.015746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.020430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:25.022183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:25.022728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:25.023383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:25.024132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.045534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:25.048344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:25.065207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:25.066932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.094097] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:25.170746] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:25.227717] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 5.1s | Global ETA: 20m 9s
[2025-11-27T20:17:25.227981] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:25.228818] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:25.228946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.233800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:25.235643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:25.236178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:25.236565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:25.237044] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 6.3s | Global ETA: 20m 9s
[2025-11-27T20:17:25.237310] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:25.237755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.238200] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:25.238331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.243437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:25.244537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:25.247160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:25.248628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:25.249365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:25.252315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:25.254679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:25.258656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:25.259894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.350472] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:25.392010] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:25.514839] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:25.554013] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:25.568653] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:25.575789] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.70% | Symbol ETA: 1.6s | Global ETA: 20m 10s
[2025-11-27T20:17:25.611194] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:25.630481] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.17% | Symbol ETA: 6.0s | Global ETA: 20m 10s
[2025-11-27T20:17:25.630772] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:25.631563] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:25.631712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.636397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:25.673926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:25.676646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:25.693606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:25.695320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.736520] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:25.743033] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.89%, Actual: 5.12%
[2025-11-27T20:17:25.785067] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:25.795303] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 4.5s | Global ETA: 20m 10s
[2025-11-27T20:17:25.795601] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:25.796440] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:25.796592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.801758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:25.803723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:25.804286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:25.804777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:25.806021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:25.907676] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.92%, Actual: 0.69%
[2025-11-27T20:17:25.930962] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 1.31% | Symbol ETA: 5.6s | Global ETA: 20m 10s
[2025-11-27T20:17:25.931230] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:25.932069] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:25.932191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:25.936975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:25.938106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:25.940651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:25.942010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:25.942743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:25.945444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:25.947556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:25.951387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:25.952532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:26.023168] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:26.071498] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 1.70%, Actual: 5.02%
[2025-11-27T20:17:26.144116] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:26.184623] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:26.234237] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 0.49%
[2025-11-27T20:17:26.260757] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.25% | Symbol ETA: 5.3s | Global ETA: 20m 11s
[2025-11-27T20:17:26.260887] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:26.261630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:26.261698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:26.266276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:26.277678] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:26.302726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:26.305357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:26.317253] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:26.321887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:26.323568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:26.375166] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 3.9s | Global ETA: 20m 11s
[2025-11-27T20:17:26.375308] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:26.376083] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:26.376160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:26.381073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:26.382861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:26.383343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:26.383850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:26.385036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:26.398405] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.33%, Actual: 0.58%
[2025-11-27T20:17:26.441734] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:26.561083] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.53%, Actual: 1.85%
[2025-11-27T20:17:26.579774] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.95% | Symbol ETA: 4.9s | Global ETA: 20m 11s
[2025-11-27T20:17:26.579906] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:26.580660] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:26.580731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:26.585480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:26.586529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:26.589099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:26.590440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:26.591174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:26.593863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:26.596007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:26.599846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:26.601002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:26.651073] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:26.718411] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:26.725824] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.63%, Actual: 4.37%
[2025-11-27T20:17:26.816723] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:26.883794] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:26.888767] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 2.73%
[2025-11-27T20:17:26.896135] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 7.84% | Symbol ETA: 4.7s | Global ETA: 20m 12s
[2025-11-27T20:17:26.896419] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:26.897351] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:26.897489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:26.902605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:26.930328] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:26.941490] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 3.3s | Global ETA: 20m 12s
[2025-11-27T20:17:26.941787] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:26.941589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:26.942599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:26.942669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:26.944977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:26.947309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:26.949167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:26.949718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:26.950170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:26.951336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:26.962303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:26.964151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.051652] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.35%, Actual: 0.58%
[2025-11-27T20:17:27.103508] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:27.217199] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.70%, Actual: 0.82%
[2025-11-27T20:17:27.217460] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 40.6882%
[2025-11-27T20:17:27.217619] [INFO ] [main      ] ATHA: DISCARDED add_sma_ratio (score: 40.69%)
[2025-11-27T20:17:27.217720] [INFO ] [main      ] ATHA: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:17:27.217809] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vol_of_vol']
[2025-11-27T20:17:27.217901] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:27.230125] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:27.230647] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:27.231517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:27.231658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.236441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:27.238266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:27.238812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:27.239473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:27.240621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.246811] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 4.2s | Global ETA: 20m 12s
[2025-11-27T20:17:27.247100] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:27.247988] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:27.248118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.253057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:27.254135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:27.256688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:27.258110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:27.258968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:27.261812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:27.264102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:27.268079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:27.269480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.299326] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:27.310216] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:27.467881] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:27.485071] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:27.524816] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 2.7s | Global ETA: 20m 12s
[2025-11-27T20:17:27.525089] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:27.525917] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:27.526047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.530874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:27.532709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:27.533247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:27.533724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:27.534900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.560217] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -5.37% | Symbol ETA: 4.1s | Global ETA: 20m 13s
[2025-11-27T20:17:27.560484] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:27.561296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:27.561428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.566103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:27.566706] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:27.603843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:27.607095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:27.614838] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:27.623807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:27.625539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.731976] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:27.782361] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:27.794662] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.76% | Symbol ETA: 6.3s | Global ETA: 20m 13s
[2025-11-27T20:17:27.794921] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:27.795722] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:27.795843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.800670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:27.802442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:27.802981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:27.803658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:27.804796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.864323] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:27.919605] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 3.5s | Global ETA: 20m 13s
[2025-11-27T20:17:27.919877] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:27.920726] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:27.920849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:27.925670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:27.926806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:27.929500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:27.930952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:27.931730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:27.934483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:27.936717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:27.940780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:27.942094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:27.948475] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:28.032803] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:28.088538] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 2.2s | Global ETA: 20m 13s
[2025-11-27T20:17:28.088822] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:28.089638] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.089764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.094547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.096338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:28.096890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:28.097343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:28.098552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.116946] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:28.130614] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:28.193193] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 3.4s | Global ETA: 20m 13s
[2025-11-27T20:17:28.193464] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:28.194272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.194401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.199196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:28.235752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:28.238513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:28.255477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.257334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.275861] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:28.293949] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:28.355584] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.33% | Symbol ETA: 5.7s | Global ETA: 20m 14s
[2025-11-27T20:17:28.355718] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:28.356446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.356509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.361171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.363027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:28.363548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:28.364220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:28.365342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.432232] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:28.440406] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:28.575394] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.83% | Symbol ETA: 2.8s | Global ETA: 20m 14s
[2025-11-27T20:17:28.575655] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:28.576439] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:17:28.576562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.581301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:28.582286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:28.583627] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:28.584729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:28.586131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:28.586879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:28.589589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:28.591714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:28.595172] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:28.595472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:28.596623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.651050] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 1.6s | Global ETA: 20m 14s
[2025-11-27T20:17:28.651298] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:28.652107] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.652235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.657004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.658809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:28.659339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:28.659744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:28.660943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.692911] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:28.747320] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:28.823340] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -3.01% | Symbol ETA: 2.8s | Global ETA: 20m 14s
[2025-11-27T20:17:28.823616] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:28.824406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.824536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.829244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:28.858719] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:28.865202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:28.867973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:28.884636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.886355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.920640] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 6.00% | Symbol ETA: 5.2s | Global ETA: 20m 15s
[2025-11-27T20:17:28.920888] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:28.921710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:28.921830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:28.926444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:28.928230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:28.928779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:28.929442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:28.930570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:28.935135] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:28.992329] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:29.107434] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:29.157083] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:29.212678] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:29.214295] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 1.0s | Global ETA: 20m 15s
[2025-11-27T20:17:29.246699] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.22% | Symbol ETA: 2.2s | Global ETA: 20m 15s
[2025-11-27T20:17:29.254421] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:29.381550] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:29.382555] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.66%, Actual: 0.46%
[2025-11-27T20:17:29.416953] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:29.418163] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.44%, Actual: 1.85%
[2025-11-27T20:17:29.457777] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.69% | Symbol ETA: 2.1s | Global ETA: 20m 15s
[2025-11-27T20:17:29.458046] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:29.458897] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:29.459028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:29.464081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:29.477989] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.59% | Symbol ETA: 4.6s | Global ETA: 20m 15s
[2025-11-27T20:17:29.478124] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:29.478894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:29.479093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:29.483809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:29.485549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:29.486090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:29.486769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:29.487892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:29.503063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:29.506292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:29.523639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:29.525484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:29.556978] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.70%, Actual: 0.32%
[2025-11-27T20:17:29.592951] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.51%, Actual: 8.44%
[2025-11-27T20:17:29.726853] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.35%
[2025-11-27T20:17:29.767292] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.34%, Actual: 1.25%
[2025-11-27T20:17:29.813166] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:29.864560] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:29.897528] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 0.94%
[2025-11-27T20:17:29.939782] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 6.85%
[2025-11-27T20:17:29.979148] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:30.035619] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:30.041289] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 4.0s | Global ETA: 20m 16s
[2025-11-27T20:17:30.041530] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:30.042334] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:30.042460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:30.047203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:30.049095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:30.049635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:30.050288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:30.051478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:30.073103] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 0.07%
[2025-11-27T20:17:30.111041] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 6.22%
[2025-11-27T20:17:30.113513] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 5.67% | Symbol ETA: 1.5s | Global ETA: 20m 16s
[2025-11-27T20:17:30.240179] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.08%
[2025-11-27T20:17:30.281874] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 2.95%
[2025-11-27T20:17:30.283154] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.31%, Actual: 3.11%
[2025-11-27T20:17:30.377309] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:30.406011] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.18%
[2025-11-27T20:17:30.454558] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 1.00%
[2025-11-27T20:17:30.455920] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.44%, Actual: 1.88%
[2025-11-27T20:17:30.540075] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:30.572271] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.49%
[2025-11-27T20:17:30.600913] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 3.5s | Global ETA: 20m 17s
[2025-11-27T20:17:30.601161] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:30.601961] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:30.602083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:30.606794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:30.608565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:30.609130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:30.609807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:30.610943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:30.625875] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.17%, Actual: 2.24%
[2025-11-27T20:17:30.631619] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.63%
[2025-11-27T20:17:30.742587] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.26%
[2025-11-27T20:17:30.797595] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.25%, Actual: 1.37%
[2025-11-27T20:17:30.804197] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.83%, Actual: 0.72%
[2025-11-27T20:17:30.914590] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.37%
[2025-11-27T20:17:30.914847] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 45.3240%
[2025-11-27T20:17:30.914956] [INFO ] [main      ] FEMB: DISCARDED add_volatility_decay_ratio (score: 45.32%)
[2025-11-27T20:17:30.915015] [INFO ] [main      ] FEMB: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:17:30.915066] [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']
[2025-11-27T20:17:30.915131] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:30.928205] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:30.928865] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:30.929797] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:30.929882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:30.934888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:30.936797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:30.937426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:30.937328] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:30.937881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:30.938351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:30.939483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:30.941556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:30.969264] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 7.84%, Actual: 3.23%
[2025-11-27T20:17:30.974769] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 2.58%
[2025-11-27T20:17:30.974993] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 41.7930%
[2025-11-27T20:17:30.975123] [INFO ] [main      ] DIBS: KEPT add_shelf_lag (score: 41.79%)
[2025-11-27T20:17:30.975193] [INFO ] [main      ] DIBS: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:17:30.975248] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_signed_carry_history_11']
[2025-11-27T20:17:30.975301] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:30.988749] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:30.989443] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:30.990366] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:30.990455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:30.995676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:30.996684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:30.999329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:31.000756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:31.001496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:31.004531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:31.006928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:31.010935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:31.012149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:31.013775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:31.104059] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:31.141621] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -5.37%, Actual: 1.56%
[2025-11-27T20:17:31.165008] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.67% | Symbol ETA: 2.9s | Global ETA: 20m 18s
[2025-11-27T20:17:31.165269] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:31.166069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:31.166191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:31.170921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:31.172688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:31.173218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:31.173899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:31.175029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:31.280336] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:31.312204] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 1.41%
[2025-11-27T20:17:31.359364] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:31.446994] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:31.479427] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -3.01%, Actual: 0.81%
[2025-11-27T20:17:31.502115] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:31.510351] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 6.0s | Global ETA: 20m 18s
[2025-11-27T20:17:31.510504] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:31.511284] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:31.511372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:31.516444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:31.518309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:31.518850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:31.519258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:31.519723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:31.520979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:31.523043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:31.531341] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:31.647066] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.69%, Actual: 1.30%
[2025-11-27T20:17:31.666775] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:31.680941] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 8.2s | Global ETA: 20m 19s
[2025-11-27T20:17:31.681200] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:31.682053] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:31.682181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:31.687100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:31.688160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:31.690708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:31.692164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:31.692919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:31.695781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:31.697985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:31.701931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:31.703112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:31.704651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:31.727704] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.35% | Symbol ETA: 2.3s | Global ETA: 20m 19s
[2025-11-27T20:17:31.727961] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:31.728796] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:31.728919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:31.733833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:31.735592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:31.736116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:31.736793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:31.737920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:31.816264] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 5.67%, Actual: 1.93%
[2025-11-27T20:17:31.816655] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.5337%
[2025-11-27T20:17:31.816822] [INFO ] [main      ] COYA: DISCARDED add_true_range (score: 38.53%)
[2025-11-27T20:17:31.816934] [INFO ] [main      ] COYA: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:17:31.817035] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_vol_of_vol']
[2025-11-27T20:17:31.817137] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:31.828506] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:31.829173] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:31.830105] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:31.830237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:31.835222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:31.873910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:31.874336] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:31.876806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:31.894442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:31.895728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.042329] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:32.051050] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:32.066219] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:32.105284] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 5.5s | Global ETA: 20m 19s
[2025-11-27T20:17:32.105514] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:32.106326] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:32.106468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:32.111398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:32.113235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:32.113802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:32.114265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:32.114788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:32.115943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:32.117954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.222895] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:32.233263] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:32.233752] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:32.297981] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.33% | Symbol ETA: 1.8s | Global ETA: 20m 20s
[2025-11-27T20:17:32.298206] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:32.299016] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:32.299137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:32.304274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:32.306437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:32.306990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:32.307671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:32.308822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.379939] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.54% | Symbol ETA: 7.6s | Global ETA: 20m 20s
[2025-11-27T20:17:32.380063] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:32.380930] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:32.381017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:32.386282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:32.387430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:32.390134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:32.391526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:32.392302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:32.395131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:32.397353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:32.401315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:32.402495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:32.404050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.405746] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:32.483770] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.17% | Symbol ETA: 7.1s | Global ETA: 20m 20s
[2025-11-27T20:17:32.483904] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:32.484666] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:32.484748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:32.489705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:32.511179] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:32.528256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:32.531036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:32.548159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:32.549318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.634656] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:32.677494] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:32.740219] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.42% | Symbol ETA: 5.0s | Global ETA: 20m 20s
[2025-11-27T20:17:32.740468] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:32.741295] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:32.741430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:32.746315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:32.748173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:32.748748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:32.749216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:32.749736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:32.750913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:32.752527] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:32.752961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:32.797676] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:32.858437] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.96% | Symbol ETA: 1.2s | Global ETA: 20m 20s
[2025-11-27T20:17:32.877992] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:32.915430] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:33.022337] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.76%, Actual: 5.12%
[2025-11-27T20:17:33.039215] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:33.058715] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 6.8s | Global ETA: 20m 21s
[2025-11-27T20:17:33.058983] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:33.059825] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:33.059953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.064781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:33.065775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:33.068236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:33.069587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:33.070305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:33.072960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:33.075092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:33.078898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:33.080066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:33.081525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:33.083807] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:33.116940] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -2.33% | Symbol ETA: 6.4s | Global ETA: 20m 21s
[2025-11-27T20:17:33.117215] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:33.118042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:33.118196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.122921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:33.159604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:33.162479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:33.179259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:33.180412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:33.185933] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.33%, Actual: 0.69%
[2025-11-27T20:17:33.246861] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:33.308352] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 4.4s | Global ETA: 20m 21s
[2025-11-27T20:17:33.308623] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:33.309414] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:33.309549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.314457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:33.316303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:33.316875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:33.317342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:33.317855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:33.319040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:33.321112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:33.350683] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 6.00%, Actual: 5.02%
[2025-11-27T20:17:33.424052] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:33.504739] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:33.513137] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.59%, Actual: 0.49%
[2025-11-27T20:17:33.588040] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:33.647474] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:33.666977] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:33.675607] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.58%
[2025-11-27T20:17:33.740310] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 6.1s | Global ETA: 20m 22s
[2025-11-27T20:17:33.740461] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:33.741255] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:33.741445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.745122] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.89% | Symbol ETA: 5.7s | Global ETA: 20m 22s
[2025-11-27T20:17:33.745385] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:33.746199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:33.746190] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:33.746327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.747224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:33.749777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:33.751014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:33.751147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:33.751931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:33.754556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:33.756695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:33.760541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:33.761718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:33.763181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:33.788914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:33.792119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:33.810109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:33.811386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:33.812716] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:33.838811] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 2.91%, Actual: 1.85%
[2025-11-27T20:17:33.872414] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 3.7s | Global ETA: 20m 22s
[2025-11-27T20:17:33.872731] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:33.873543] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:33.873689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:33.878422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:33.880193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:33.880764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:33.881222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:33.881730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:33.882867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:33.884849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:34.001553] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.67%, Actual: 4.37%
[2025-11-27T20:17:34.091210] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:34.156824] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:34.165275] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.35%, Actual: 2.73%
[2025-11-27T20:17:34.214354] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:34.273825] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:34.328696] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:34.331244] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.33%, Actual: 0.58%
[2025-11-27T20:17:34.380705] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:34.410441] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -8.19% | Symbol ETA: 5.1s | Global ETA: 20m 23s
[2025-11-27T20:17:34.410735] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:34.411558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:34.411721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:34.414370] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 5.4s | Global ETA: 20m 23s
[2025-11-27T20:17:34.414644] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:34.415447] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:34.415593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:34.416712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:34.420326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:34.421419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:34.423898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:34.425263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:34.425994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:34.428683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:34.430822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:34.434598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:34.435740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:34.437196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:34.442899] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 3.1s | Global ETA: 20m 23s
[2025-11-27T20:17:34.443159] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:34.444011] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:34.444144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:34.449051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:34.450894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:34.451446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:34.451929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:34.452434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:34.453590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:34.455626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:34.456196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:34.459264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:34.477899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:34.479214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:34.497724] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.96%, Actual: 0.82%
[2025-11-27T20:17:34.498036] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 44.8742%
[2025-11-27T20:17:34.498278] [INFO ] [main      ] ATHA: DISCARDED add_vol_of_vol (score: 44.87%)
[2025-11-27T20:17:34.498421] [INFO ] [main      ] ATHA: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:17:34.498518] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio']
[2025-11-27T20:17:34.498640] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:34.511378] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:34.512055] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:34.512950] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:34.513072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:34.517837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:34.519677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:34.520204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:34.520913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:34.522098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:34.767569] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:34.788025] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:34.826524] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:34.848386] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:34.930867] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:34.953453] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:34.998332] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:35.010681] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:35.012687] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 2.5s | Global ETA: 20m 24s
[2025-11-27T20:17:35.012952] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:35.013783] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:35.013914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.018680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:35.020487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:35.021041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:35.021494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:35.021987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:35.023094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:35.025059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.071854] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 4.7s | Global ETA: 20m 24s
[2025-11-27T20:17:35.072113] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:35.072446] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.20% | Symbol ETA: 6.0s | Global ETA: 20m 24s
[2025-11-27T20:17:35.072608] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:35.073005] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:35.073132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.073428] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:35.073512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.077963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:35.078249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:35.078776] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.12% | Symbol ETA: 4.5s | Global ETA: 20m 24s
[2025-11-27T20:17:35.078911] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:35.078990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:35.079675] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:35.079757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.080214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:35.080796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:35.081408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:35.081466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:35.082534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.082942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:35.083720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:35.084646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:35.086475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:35.088670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:35.092522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:35.093714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:35.095212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.124117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:35.127275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:35.145794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:35.147141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.351336] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:35.407042] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:35.421711] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:35.490013] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:35.515783] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:35.571364] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:35.574920] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 2.0s | Global ETA: 20m 25s
[2025-11-27T20:17:35.575183] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:35.575941] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:35.576070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.580857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:35.582621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:35.583155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:35.583633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:35.584114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:35.584223] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:35.585233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:35.587226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.632727] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -6.73% | Symbol ETA: 5.4s | Global ETA: 20m 25s
[2025-11-27T20:17:35.632964] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:35.633778] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:35.633897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.638625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:35.640372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:35.640939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:35.641616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:35.642783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.662608] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:35.722861] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 4.0s | Global ETA: 20m 25s
[2025-11-27T20:17:35.723122] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:35.723951] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:35.724074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.728942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:35.730104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:35.732656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:35.734016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:35.734751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:35.737432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:35.739699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:35.742685] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 3.9s | Global ETA: 20m 25s
[2025-11-27T20:17:35.742958] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:35.743551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:35.744076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:35.744156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:35.744876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:35.746338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.749315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:35.789097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:35.792212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:35.810182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:35.811434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:35.918790] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:36.037960] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:36.076374] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:36.084443] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:36.144484] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 1.4s | Global ETA: 20m 25s
[2025-11-27T20:17:36.144650] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:36.145526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:17:36.145672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:36.146758] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:36.150498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:36.152272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:36.152871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:36.153320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:36.153821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:36.154949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:36.156896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:36.209295] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:36.241613] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:36.273343] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.26% | Symbol ETA: 5.1s | Global ETA: 20m 26s
[2025-11-27T20:17:36.273631] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:36.274497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:36.274660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:36.279516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:36.281448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:36.282062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:36.282705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:36.283951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:36.309596] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:36.382946] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 3.4s | Global ETA: 20m 26s
[2025-11-27T20:17:36.383206] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:36.384031] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:36.384155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:36.386521] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 3.2s | Global ETA: 20m 26s
[2025-11-27T20:17:36.386691] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:36.387425] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:36.387499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:36.389042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:36.390023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:36.392346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:36.392544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:36.393923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:36.394701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:36.397527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:36.399829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:36.403741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:36.404917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:36.406434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:36.428955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:36.431661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:36.448088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:36.449597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:36.488478] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:36.625987] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:36.653599] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:36.712814] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 0.8s | Global ETA: 20m 26s
[2025-11-27T20:17:36.748354] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:36.776793] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:36.799468] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:36.861535] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 4.5s | Global ETA: 20m 26s
[2025-11-27T20:17:36.861712] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:36.862505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:36.862596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:36.867209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:36.869106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:36.869654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:36.870309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:36.871483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:36.882174] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.51%, Actual: 0.46%
[2025-11-27T20:17:36.915114] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:36.938952] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:37.014085] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 2.16% | Symbol ETA: 2.6s | Global ETA: 20m 27s
[2025-11-27T20:17:37.014343] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:37.015154] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:37.015275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:37.019966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:37.050113] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -1.09%, Actual: 0.32%
[2025-11-27T20:17:37.056881] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.36% | Symbol ETA: 2.7s | Global ETA: 20m 27s
[2025-11-27T20:17:37.056871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:37.057028] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:37.057858] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:37.057930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:37.059804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:37.062848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:37.063805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:37.066325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:37.067655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:37.068350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:37.071144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:37.073339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:37.077074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:37.077176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:37.078266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:37.078355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:17:37.079840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:37.200455] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:37.216534] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.42%, Actual: 0.35%
[2025-11-27T20:17:37.370348] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:37.384436] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.94%
[2025-11-27T20:17:37.413177] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:37.415124] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:37.432649] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 3.9s | Global ETA: 20m 27s
[2025-11-27T20:17:37.432901] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:37.433744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:37.433873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:37.438566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:37.440352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:37.440935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:37.441614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:37.442788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:37.550155] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.07%
[2025-11-27T20:17:37.577279] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:37.581762] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:37.652707] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -5.27% | Symbol ETA: 1.9s | Global ETA: 20m 28s
[2025-11-27T20:17:37.652942] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:37.653746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:37.653870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:37.658540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:37.695642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:37.698847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:37.717442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:37.718205] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:17:37.718878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:37.722538] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.79% | Symbol ETA: 2.0s | Global ETA: 20m 28s
[2025-11-27T20:17:37.773216] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:37.884916] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.18%
[2025-11-27T20:17:37.888564] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.78%, Actual: 1.85%
[2025-11-27T20:17:37.939190] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:38.001213] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 3.3s | Global ETA: 20m 28s
[2025-11-27T20:17:38.001488] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:38.002318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:38.002452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:38.007149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:38.008939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:38.009462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:38.010133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:38.011311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:38.045007] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:38.050753] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.49%
[2025-11-27T20:17:38.056640] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.54%, Actual: 8.44%
[2025-11-27T20:17:38.216418] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.26%
[2025-11-27T20:17:38.219603] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.54%, Actual: 1.25%
[2025-11-27T20:17:38.269027] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:38.339441] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:38.345128] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.75% | Symbol ETA: 1.3s | Global ETA: 20m 29s
[2025-11-27T20:17:38.381870] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.37%
[2025-11-27T20:17:38.382175] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 50.6574%
[2025-11-27T20:17:38.382326] [INFO ] [main      ] FEMB: DISCARDED add_volatility_state_percentiles (score: 50.66%)
[2025-11-27T20:17:38.382440] [INFO ] [main      ] FEMB: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:17:38.382541] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_dispersion']
[2025-11-27T20:17:38.382657] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:38.384605] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 6.85%
[2025-11-27T20:17:38.395225] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:38.395779] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:38.396696] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:38.396825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:38.401589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:38.403390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:38.403965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:38.404447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:38.405817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:38.504859] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:38.512540] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.17%, Actual: 3.11%
[2025-11-27T20:17:38.551973] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 6.22%
[2025-11-27T20:17:38.566278] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.23% | Symbol ETA: 2.7s | Global ETA: 20m 29s
[2025-11-27T20:17:38.566528] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:38.567339] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:38.567469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:38.572216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:38.573999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:38.574558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:38.575243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:38.576409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:38.674789] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -2.33%, Actual: 1.88%
[2025-11-27T20:17:38.717231] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 2.95%
[2025-11-27T20:17:38.738125] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:38.839476] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.89%, Actual: 2.24%
[2025-11-27T20:17:38.882204] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.00%
[2025-11-27T20:17:38.904687] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:38.905266] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:38.964162] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 5.7s | Global ETA: 20m 30s
[2025-11-27T20:17:38.964438] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:38.965276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:38.965407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:38.970668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:38.972668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:38.973299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:38.973824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:38.975191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:39.012052] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -8.19%, Actual: 1.37%
[2025-11-27T20:17:39.047763] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 0.63%
[2025-11-27T20:17:39.067932] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:39.128113] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 2.1s | Global ETA: 20m 30s
[2025-11-27T20:17:39.128381] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:39.129186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:39.129314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:39.134070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:39.135870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:39.136422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:39.137106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:39.138328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:39.176500] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.12%, Actual: 3.23%
[2025-11-27T20:17:39.211745] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.36%, Actual: 0.72%
[2025-11-27T20:17:39.312087] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:39.339658] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.56%
[2025-11-27T20:17:39.375873] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.79%, Actual: 2.58%
[2025-11-27T20:17:39.376182] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 27.0543%
[2025-11-27T20:17:39.376297] [INFO ] [main      ] DIBS: DISCARDED add_signed_carry_history_11 (score: 27.05%)
[2025-11-27T20:17:39.376392] [INFO ] [main      ] DIBS: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:17:39.376481] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_sma_ratio']
[2025-11-27T20:17:39.376611] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:39.389234] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:39.389787] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:39.390681] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:39.390823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:39.395623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:39.396622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:39.399137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:39.400423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:39.401167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:39.403872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:39.406209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:39.410119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:39.411309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:39.412193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:39.470177] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:39.484219] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:39.502569] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 1.41%
[2025-11-27T20:17:39.544972] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 5.2s | Global ETA: 20m 30s
[2025-11-27T20:17:39.545109] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:39.545919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:39.545991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:39.550880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:39.552820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:39.553393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:39.553886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:39.555294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:39.633404] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:39.665163] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 2.16%, Actual: 0.81%
[2025-11-27T20:17:39.693097] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 7.31% | Symbol ETA: 1.5s | Global ETA: 20m 31s
[2025-11-27T20:17:39.693376] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:39.694197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:39.694328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:39.699124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:39.700878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:39.701403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:39.702083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:39.703268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:39.739587] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:39.825960] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -5.27%, Actual: 1.30%
[2025-11-27T20:17:39.897312] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:39.903745] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:39.987626] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.75%, Actual: 1.93%
[2025-11-27T20:17:39.987857] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 46.3123%
[2025-11-27T20:17:39.988086] [INFO ] [main      ] COYA: DISCARDED add_vol_of_vol (score: 46.31%)
[2025-11-27T20:17:39.988202] [INFO ] [main      ] COYA: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:17:39.988295] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_volatility_decay_ratio']
[2025-11-27T20:17:39.988388] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:40.000800] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:40.001490] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:40.002388] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:40.002517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.007173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:40.030289] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:40.043631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:40.046312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:40.046605] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 7.7s | Global ETA: 20m 31s
[2025-11-27T20:17:40.046857] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:40.047670] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:40.047793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.052551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:40.053588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:40.056025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:40.057413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:40.058172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:40.060817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:40.062937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:40.063328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:40.064345] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:40.064504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.066764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:40.067918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:40.068771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.121543] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 4.6s | Global ETA: 20m 31s
[2025-11-27T20:17:40.121713] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:40.122474] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:40.122539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.127375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:40.129154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:40.129662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:40.130061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:40.131387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.192951] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:40.252863] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: 2.00% | Symbol ETA: 0.9s | Global ETA: 20m 32s
[2025-11-27T20:17:40.386102] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:40.394062] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:40.416731] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.20%, Actual: 5.12%
[2025-11-27T20:17:40.460969] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:40.547082] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:40.556744] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:40.581684] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -6.73%, Actual: 0.69%
[2025-11-27T20:17:40.623428] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 4.35% | Symbol ETA: 6.7s | Global ETA: 20m 32s
[2025-11-27T20:17:40.623697] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:40.624429] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:40.624551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.625255] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:40.629193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:40.666032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:40.668743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:40.681736] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 4.1s | Global ETA: 20m 32s
[2025-11-27T20:17:40.681999] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:40.682846] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:40.682973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.685548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:40.686805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.687747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:40.689695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:40.690239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:40.690714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:40.692052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.697558] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 7.0s | Global ETA: 20m 32s
[2025-11-27T20:17:40.697807] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:40.698842] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:40.698964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:40.703755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:40.704746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:40.707173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:40.708526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:40.709199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:40.711824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:40.713934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:40.717811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:40.719014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:40.719847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:40.745009] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.26%, Actual: 5.02%
[2025-11-27T20:17:40.908377] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 0.49%
[2025-11-27T20:17:41.010660] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:41.019853] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:41.046240] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:41.079327] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.58%
[2025-11-27T20:17:41.171755] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:41.183845] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:41.209976] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:41.239918] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 3.5s | Global ETA: 20m 33s
[2025-11-27T20:17:41.240168] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:41.241047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:41.241179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.242640] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 1.85%
[2025-11-27T20:17:41.246089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:41.247142] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 2.43% | Symbol ETA: 6.0s | Global ETA: 20m 33s
[2025-11-27T20:17:41.247392] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:41.247956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:41.248210] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:41.248348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.248536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:41.249044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:41.250422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.252976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:41.289189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:41.291894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:41.308655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:41.309856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.347637] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 6.3s | Global ETA: 20m 33s
[2025-11-27T20:17:41.347793] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:41.348559] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:41.348654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.353463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:41.354448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:41.356933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:41.358363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:41.359099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:41.361756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:41.363871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:41.367643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:41.368808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:41.369638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.407376] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.23%, Actual: 4.37%
[2025-11-27T20:17:41.577414] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 2.73%
[2025-11-27T20:17:41.580623] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:41.633287] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:41.692924] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:41.739632] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 7.31%, Actual: 0.58%
[2025-11-27T20:17:41.748303] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:41.798676] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:41.805130] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 2.9s | Global ETA: 20m 34s
[2025-11-27T20:17:41.805404] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:41.806224] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:41.806354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.811097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:41.813261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:41.813833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:41.814287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:41.815645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.854549] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:41.879038] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.58% | Symbol ETA: 5.4s | Global ETA: 20m 34s
[2025-11-27T20:17:41.879302] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:41.880122] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:41.880249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.884918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:41.903954] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.82%
[2025-11-27T20:17:41.904285] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 43.1120%
[2025-11-27T20:17:41.904458] [INFO ] [main      ] ATHA: DISCARDED add_volatility_decay_ratio (score: 43.11%)
[2025-11-27T20:17:41.904590] [INFO ] [main      ] ATHA: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:17:41.904693] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:17:41.904800] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:41.917366] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:41.918088] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:41.919033] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:41.919165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.921815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:41.923863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:41.924888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:41.925614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:41.926156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:41.926884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:41.928019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:41.930104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.943247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:41.944531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:41.993127] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 5.7s | Global ETA: 20m 34s
[2025-11-27T20:17:41.993279] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:41.994063] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:41.994253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:41.999092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:42.000078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:42.002526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:42.003871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:42.004608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:42.007251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:42.009403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:42.013221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:42.014368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:42.015191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:42.159614] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:42.266551] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:42.273197] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:42.327694] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:42.345284] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:42.388095] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 2.3s | Global ETA: 20m 35s
[2025-11-27T20:17:42.388252] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:42.389053] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:42.389124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:42.394018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:42.395871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:42.397225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:42.397728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:42.399151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:42.442042] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:42.447112] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:42.509659] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:42.520402] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.36% | Symbol ETA: 6.2s | Global ETA: 20m 35s
[2025-11-27T20:17:42.520469] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.52% | Symbol ETA: 4.8s | Global ETA: 20m 35s
[2025-11-27T20:17:42.520544] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:42.520616] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:42.521470] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:42.521564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:42.521474] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:42.521711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:42.526679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:42.527091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:42.529151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:42.529719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:42.530376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:42.531628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:42.533765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:42.565140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:42.568095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:42.585690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:42.586963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:42.647913] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 5.0s | Global ETA: 20m 35s
[2025-11-27T20:17:42.648045] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:42.648851] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:42.648923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:42.653549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:42.654484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:42.656912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:42.658214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:42.659223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:42.663149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:42.666219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:42.671942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:42.673538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:42.674675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:42.733458] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:42.893520] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:42.897061] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:42.919131] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:42.952660] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1.8s | Global ETA: 20m 36s
[2025-11-27T20:17:42.952929] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:42.953764] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:42.953895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:42.958963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:42.960911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:42.961475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:42.961962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:42.963336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.012093] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:43.057290] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:43.085135] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:43.122471] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.15% | Symbol ETA: 5.6s | Global ETA: 20m 36s
[2025-11-27T20:17:43.122739] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:43.123538] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:43.123686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.128386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:43.130164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:43.130717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:43.131382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:43.132510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:43.134526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.160510] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 4.30% | Symbol ETA: 4.2s | Global ETA: 20m 36s
[2025-11-27T20:17:43.160787] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:43.161599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:43.161720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.166334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:43.174561] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:43.202406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:43.205204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:43.221771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:43.222987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.294148] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:43.310330] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 4.4s | Global ETA: 20m 36s
[2025-11-27T20:17:43.310601] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:43.311394] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:43.311520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.316248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:43.317230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:43.319706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:43.321023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:43.321768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:43.324404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:43.326515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:43.330292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:43.331429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:43.332258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.457168] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:43.463648] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:43.513710] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 1.2s | Global ETA: 20m 36s
[2025-11-27T20:17:43.513972] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:43.514792] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:43.514921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.519676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:43.521455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:43.522010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:43.522466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:43.523822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.548921] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:43.626150] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:43.659895] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:43.689711] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 4.95% | Symbol ETA: 4.9s | Global ETA: 20m 37s
[2025-11-27T20:17:43.689844] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:43.690589] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:43.690676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.695279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:43.697137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:43.697714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:43.698386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:43.699511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:43.701491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.713860] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:43.791385] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -7.61% | Symbol ETA: 3.6s | Global ETA: 20m 37s
[2025-11-27T20:17:43.791673] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:43.792566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:43.792733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.797514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:43.824593] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:43.834551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:43.837287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:43.851973] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:43.854169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:43.855403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:43.962326] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 3.7s | Global ETA: 20m 37s
[2025-11-27T20:17:43.962475] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:43.963261] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:43.963452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:43.968131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:43.969153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:43.971598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:43.972927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:43.973662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:43.976282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:43.978421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:43.982202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:43.983369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:43.984225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:44.015486] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:44.039131] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:44.071191] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 0.6s | Global ETA: 20m 37s
[2025-11-27T20:17:44.193169] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:44.203694] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:44.239717] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.53%, Actual: 0.46%
[2025-11-27T20:17:44.271216] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.51% | Symbol ETA: 4.3s | Global ETA: 20m 38s
[2025-11-27T20:17:44.271490] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:44.272483] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:44.272636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:44.277589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:44.279422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:44.280029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:44.280741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:44.281930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:44.284296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:44.313051] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:44.368504] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:44.406320] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.75%, Actual: 0.32%
[2025-11-27T20:17:44.447131] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.82% | Symbol ETA: 3.0s | Global ETA: 20m 38s
[2025-11-27T20:17:44.447386] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:44.448207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:44.448331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:44.453056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:44.476890] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:44.489235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:44.492174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:44.509428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:44.510741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:44.588587] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.54%, Actual: 0.35%
[2025-11-27T20:17:44.612379] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 3.1s | Global ETA: 20m 38s
[2025-11-27T20:17:44.612646] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:44.613445] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:44.613586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:44.618316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:44.619298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:44.621788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:44.623113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:44.623658] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:44.623939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:44.626590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:44.628738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:44.632498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:44.633660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:44.634480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:44.752652] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.94%
[2025-11-27T20:17:44.786406] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:44.850431] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 3.7s | Global ETA: 20m 38s
[2025-11-27T20:17:44.850299] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:44.850593] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:44.851457] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:44.851604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:44.856287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:44.858005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:44.858553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:44.859235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:44.860280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:44.862174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:44.923914] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:17:44.957831] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:45.014923] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:45.091952] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 2.3s | Global ETA: 20m 39s
[2025-11-27T20:17:45.092084] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:45.092909] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:45.092980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:45.095151] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.08%
[2025-11-27T20:17:45.097974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:45.123034] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:45.143306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:45.147221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:45.170778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:45.172535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:45.196197] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:45.258969] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.18%
[2025-11-27T20:17:45.259983] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 3.94% | Symbol ETA: 2.4s | Global ETA: 20m 39s
[2025-11-27T20:17:45.260244] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:45.261076] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:45.261202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:45.266114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:45.267109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:45.269562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:45.270924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:45.271665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:45.274353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:45.276485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:45.280291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:45.281433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:17:45.282275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:45.362875] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:45.421262] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.49%
[2025-11-27T20:17:45.427730] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 3.1s | Global ETA: 20m 39s
[2025-11-27T20:17:45.428003] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:45.428846] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:45.428978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:45.433891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:45.435816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:45.436388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:45.437096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:45.438282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:45.440301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:45.521980] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:45.582883] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 0.26%
[2025-11-27T20:17:45.609722] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:45.690951] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:45.746039] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.37%
[2025-11-27T20:17:45.746403] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 47.7263%
[2025-11-27T20:17:45.746567] [INFO ] [main      ] FEMB: DISCARDED add_volume_dispersion (score: 47.73%)
[2025-11-27T20:17:45.746711] [INFO ] [main      ] FEMB: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:17:45.746820] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_flow_differentials']
[2025-11-27T20:17:45.746919] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:45.759838] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:45.760400] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:45.761325] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:45.761455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:45.766248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:45.768173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:45.768794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:45.769256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:45.769828] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.65% | Symbol ETA: 1.7s | Global ETA: 20m 40s
[2025-11-27T20:17:45.770085] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:45.770947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:45.771073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:45.771993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:45.774713] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:45.776126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:45.778638] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:45.815150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:45.818186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:45.836138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:17:45.837385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:45.910376] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.02% | Symbol ETA: 1.8s | Global ETA: 20m 40s
[2025-11-27T20:17:45.947958] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:46.013842] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.07% | Symbol ETA: 2.5s | Global ETA: 20m 40s
[2025-11-27T20:17:46.014103] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:46.014985] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:46.015118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:46.019945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:46.021743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:46.022291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:46.023006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:46.024203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:46.026249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:46.075471] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.75%, Actual: 1.85%
[2025-11-27T20:17:46.103834] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:46.185237] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:46.238527] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.46%, Actual: 8.44%
[2025-11-27T20:17:46.270878] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:46.330959] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 5.6s | Global ETA: 20m 41s
[2025-11-27T20:17:46.331234] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:46.332076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:46.332206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:46.336907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:46.338763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:46.339371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:46.339850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:46.342645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:46.352686] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:46.376674] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:46.402476] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 1.25%
[2025-11-27T20:17:46.434926] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.35% | Symbol ETA: 1.1s | Global ETA: 20m 41s
[2025-11-27T20:17:46.560090] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:46.565862] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 6.85%
[2025-11-27T20:17:46.604230] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 4.35%, Actual: 3.11%
[2025-11-27T20:17:46.623138] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 2.0s | Global ETA: 20m 41s
[2025-11-27T20:17:46.623406] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:46.624223] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:46.624308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:46.629120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:46.630970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:46.631497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:46.632166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:46.633270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:46.635187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:46.675454] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:46.729667] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 6.22%
[2025-11-27T20:17:46.769288] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 2.43%, Actual: 1.88%
[2025-11-27T20:17:46.845210] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:46.893663] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 2.95%
[2025-11-27T20:17:46.906190] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 5.0s | Global ETA: 20m 42s
[2025-11-27T20:17:46.906466] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:46.907440] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:46.907588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:46.912559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:46.914457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:46.915037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:46.915516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:46.921653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:46.936321] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.58%, Actual: 2.24%
[2025-11-27T20:17:46.965998] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:47.059131] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.00%
[2025-11-27T20:17:47.104676] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.52%, Actual: 1.37%
[2025-11-27T20:17:47.132111] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:47.195920] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 5.42% | Symbol ETA: 1.4s | Global ETA: 20m 42s
[2025-11-27T20:17:47.196051] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:47.196825] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:17:47.196894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:47.201562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:47.203286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:47.203826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:47.204420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:47.205462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:47.207500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:47.224290] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.63%
[2025-11-27T20:17:47.271798] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:47.279061] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 4.30%, Actual: 3.23%
[2025-11-27T20:17:47.392896] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 3.94%, Actual: 0.72%
[2025-11-27T20:17:47.441861] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:47.458698] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -7.61%, Actual: 1.56%
[2025-11-27T20:17:47.499692] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 4.5s | Global ETA: 20m 42s
[2025-11-27T20:17:47.499825] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:47.500552] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:47.500632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:47.505206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:47.506940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:47.507553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:47.508087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:47.510762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:47.547234] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:47.565634] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.02%, Actual: 2.58%
[2025-11-27T20:17:47.566005] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 32.1840%
[2025-11-27T20:17:47.566158] [INFO ] [main      ] DIBS: DISCARDED add_sma_ratio (score: 32.18%)
[2025-11-27T20:17:47.566255] [INFO ] [main      ] DIBS: Testing feature 45/53: add_true_range
[2025-11-27T20:17:47.566348] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_true_range']
[2025-11-27T20:17:47.566443] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:47.578675] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:47.579325] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:47.580212] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:47.580335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:47.585519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:47.586560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:47.589168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:47.590536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:47.591292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:47.594116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:47.596364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:47.600424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:47.601814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:47.603867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:47.629473] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.82%, Actual: 1.41%
[2025-11-27T20:17:47.714424] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:47.777638] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -2.62% | Symbol ETA: 0.8s | Global ETA: 20m 43s
[2025-11-27T20:17:47.799592] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.81%
[2025-11-27T20:17:47.845816] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:47.945505] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:47.945568] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.36%, Actual: 5.12%
[2025-11-27T20:17:47.969958] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.65%, Actual: 1.30%
[2025-11-27T20:17:48.011746] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:48.070333] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 3.9s | Global ETA: 20m 43s
[2025-11-27T20:17:48.070634] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:48.071419] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:48.071548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.076627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.078463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:48.079048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:48.079518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:48.082273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.108536] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:48.109743] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.15%, Actual: 0.69%
[2025-11-27T20:17:48.135934] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.35%, Actual: 1.93%
[2025-11-27T20:17:48.136285] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 50.5579%
[2025-11-27T20:17:48.136442] [INFO ] [main      ] COYA: DISCARDED add_volatility_decay_ratio (score: 50.56%)
[2025-11-27T20:17:48.136552] [INFO ] [main      ] COYA: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:17:48.136672] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:17:48.136784] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:48.149229] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:48.149925] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:48.150908] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:48.151041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.155939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:48.194899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:48.197872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:48.216102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.217917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:48.218686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:48.220218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:48.222415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.252307] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.93% | Symbol ETA: 7.5s | Global ETA: 20m 44s
[2025-11-27T20:17:48.252563] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:48.253378] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:48.253503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.258476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:48.259657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:48.263183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:48.264830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:48.265745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:48.268877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:48.271233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:48.274756] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.95%, Actual: 5.02%
[2025-11-27T20:17:48.275308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:48.276524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.278462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.425829] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:48.441111] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.51%, Actual: 0.49%
[2025-11-27T20:17:48.556061] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:48.592925] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:48.607569] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.72%, Actual: 0.58%
[2025-11-27T20:17:48.617448] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:48.652224] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 3.3s | Global ETA: 20m 44s
[2025-11-27T20:17:48.652355] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:48.653109] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:48.653222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.658907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.660872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:48.661427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:48.661913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:48.664726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.719484] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:48.773990] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 1.85%
[2025-11-27T20:17:48.784482] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:48.804865] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 6.8s | Global ETA: 20m 44s
[2025-11-27T20:17:48.805145] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:48.806022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:48.806156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.811104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:48.850228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:48.853040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:48.870050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.871824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:48.872365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:48.873479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:48.875462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.927758] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 6.9s | Global ETA: 20m 45s
[2025-11-27T20:17:48.928029] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:48.928921] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:48.929045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:48.933835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:48.934840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:48.937290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:48.938669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:48.938603] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.07%, Actual: 4.37%
[2025-11-27T20:17:48.939379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:48.942054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:48.944182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:48.947992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:48.949185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:48.951075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:48.998943] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:49.104701] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 2.73%
[2025-11-27T20:17:49.164504] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:49.205702] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:49.223542] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 2.8s | Global ETA: 20m 45s
[2025-11-27T20:17:49.223705] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:49.224434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:49.224497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:49.229135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:49.230999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:49.231530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:49.232011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:49.234688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:49.278798] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 5.42%, Actual: 0.58%
[2025-11-27T20:17:49.280925] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:49.372629] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:49.444622] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:49.445274] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 0.82%
[2025-11-27T20:17:49.445625] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 38.4618%
[2025-11-27T20:17:49.445770] [INFO ] [main      ] ATHA: DISCARDED add_volatility_state_percentiles (score: 38.46%)
[2025-11-27T20:17:49.445899] [INFO ] [main      ] ATHA: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:17:49.445994] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_dispersion']
[2025-11-27T20:17:49.446085] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:49.454662] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 6.1s | Global ETA: 20m 45s
[2025-11-27T20:17:49.454939] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:49.455741] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:49.455872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:49.458354] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:49.458908] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:49.459730] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:49.459797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:49.460806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:49.464483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:49.466207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:49.466689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:49.467273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:49.468556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:49.499336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:49.502110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:49.519891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:49.521656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:49.522208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:49.523343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:49.525372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:49.565383] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:49.584207] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 6.2s | Global ETA: 20m 46s
[2025-11-27T20:17:49.584443] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:49.585273] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:49.585399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:49.590236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:49.591231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:49.593711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:49.595053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:49.595785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:49.598451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:49.600587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:49.604345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:49.605486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:49.607304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:49.735290] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:49.794418] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 2.2s | Global ETA: 20m 46s
[2025-11-27T20:17:49.794585] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:49.795507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:49.795655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:49.795878] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:49.800569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:49.802414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:49.802986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:49.803445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:49.806220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:49.861138] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:49.935107] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:49.961648] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:50.024243] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 4.96% | Symbol ETA: 5.7s | Global ETA: 20m 46s
[2025-11-27T20:17:50.024498] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:50.025293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:50.025417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.030135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.031923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:50.032453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:50.033124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:50.033340] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:50.034471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.098951] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:50.118853] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.22% | Symbol ETA: 5.5s | Global ETA: 20m 46s
[2025-11-27T20:17:50.119131] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:50.119940] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:50.120071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.124750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:50.148178] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:50.161493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:50.164439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:50.181235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.182942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:50.183475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:50.184617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:50.186551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.237748] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 2.31% | Symbol ETA: 5.5s | Global ETA: 20m 47s
[2025-11-27T20:17:50.237889] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:50.238687] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:50.238777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.243483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:50.244440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:50.246881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:50.248176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:50.248879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:50.251709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:50.253924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:50.257896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:50.259030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.260815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.319781] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:50.368452] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:50.377604] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 1.6s | Global ETA: 20m 47s
[2025-11-27T20:17:50.377876] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:50.378743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:50.378874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.383806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.385660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:50.386213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:50.386701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:50.389486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.511035] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:50.555055] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:50.622901] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.22% | Symbol ETA: 5.3s | Global ETA: 20m 47s
[2025-11-27T20:17:50.622743] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:50.623060] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:50.623832] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:50.623900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.628607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.630459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:50.630976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:50.631589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:50.632981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.673793] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:50.716492] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:50.756405] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.67% | Symbol ETA: 4.8s | Global ETA: 20m 47s
[2025-11-27T20:17:50.756659] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:50.757497] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:50.757653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.762562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:50.796836] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:50.802375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:50.805189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:50.822648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.824410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:50.824978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:50.826107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:50.828115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.882893] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:50.937570] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 4.8s | Global ETA: 20m 48s
[2025-11-27T20:17:50.937731] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:50.938522] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:50.938605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.940408] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 1.0s | Global ETA: 20m 48s
[2025-11-27T20:17:50.940539] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:50.941296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:50.941364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:50.943317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:50.944273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:50.946078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.946719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:50.947790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:50.948000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:50.948278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:50.948676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:50.948695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:50.951274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.951346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:50.953439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:50.957230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:50.958367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:50.960206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:50.974307] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:51.147629] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:51.166186] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:51.209845] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.93% | Symbol ETA: 4.7s | Global ETA: 20m 48s
[2025-11-27T20:17:51.210100] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:51.210915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:51.211038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:51.215760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:51.217544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:51.218094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:51.218803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:51.220154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:51.277247] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:51.296094] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:51.341838] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:51.424411] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 4.92% | Symbol ETA: 4.1s | Global ETA: 20m 48s
[2025-11-27T20:17:51.424553] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:51.425451] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:51.425602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:51.430408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:51.440804] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:51.462355] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:51.467837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:51.470516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:51.489116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:51.490996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:51.491561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:51.492728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:51.494753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:51.497655] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 0.5s | Global ETA: 20m 48s
[2025-11-27T20:17:51.548434] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:51.601133] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 4.2s | Global ETA: 20m 49s
[2025-11-27T20:17:51.601391] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:51.602214] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:51.602340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:51.607268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:51.608373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:51.610846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:51.612179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:51.612924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:51.615587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:51.617748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:51.621550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:51.622713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:51.624513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:51.663402] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.45%, Actual: 0.46%
[2025-11-27T20:17:51.716602] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:51.779540] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 4.1s | Global ETA: 20m 49s
[2025-11-27T20:17:51.779809] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:51.780888] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:51.781010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:51.786277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:51.788425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:51.789028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:51.789712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:51.791424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:51.829364] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:51.830426] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.49%, Actual: 0.32%
[2025-11-27T20:17:51.967959] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:17:51.995269] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:51.999694] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.46%, Actual: 0.35%
[2025-11-27T20:17:52.077518] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.59% | Symbol ETA: 3.5s | Global ETA: 20m 49s
[2025-11-27T20:17:52.077698] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:17:52.078492] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:52.078590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.083396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:52.123350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:52.126847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:52.128918] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:52.145083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.146935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:52.147485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:52.148660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:52.150667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:52.156178] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:52.170854] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.94%
[2025-11-27T20:17:52.294329] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 3.5s | Global ETA: 20m 50s
[2025-11-27T20:17:52.294480] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:17:52.295274] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:52.295466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.300230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:52.301224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:52.303708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:52.304535] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:52.305096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:52.305777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:52.308490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:52.310610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:52.314358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:52.315467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.317246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:52.342614] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.07%
[2025-11-27T20:17:52.368104] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 3.5s | Global ETA: 20m 50s
[2025-11-27T20:17:52.368371] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:52.369201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:52.369278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.374561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.376595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:52.377121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:52.377867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:52.379330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:52.487554] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:17:52.512994] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 0.08%
[2025-11-27T20:17:52.650553] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:17:52.652307] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:52.681782] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.18%
[2025-11-27T20:17:52.719246] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:17:52.732924] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 2.8s | Global ETA: 20m 50s
[2025-11-27T20:17:52.733197] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:17:52.734009] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:52.734143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.738922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:52.775466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:52.778553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:52.795336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.797065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:52.797627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:52.798762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:52.800840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:52.819472] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:52.843693] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.49%
[2025-11-27T20:17:52.905666] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:52.955598] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 2.8s | Global ETA: 20m 51s
[2025-11-27T20:17:52.955738] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:17:52.956551] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:52.956731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.961469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:52.962475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:52.964949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:52.966295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:52.967028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:52.968024] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 4.68% | Symbol ETA: 3.0s | Global ETA: 20m 51s
[2025-11-27T20:17:52.968331] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:17:52.969322] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:52.969468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:52.969777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:52.971925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:52.974418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.975772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:52.976268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:52.976871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:52.976929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:52.977511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:52.978888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:52.978957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.005893] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.26%
[2025-11-27T20:17:53.140428] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:17:53.169876] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.37%
[2025-11-27T20:17:53.170229] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 51.1344%
[2025-11-27T20:17:53.170377] [INFO ] [main      ] FEMB: DISCARDED add_volume_flow_differentials (score: 51.13%)
[2025-11-27T20:17:53.170486] [INFO ] [main      ] FEMB: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:17:53.170598] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_pressure_into_close']
[2025-11-27T20:17:53.170699] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:17:53.181922] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:53.182280] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:17:53.183115] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:53.183183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:53.187896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:53.189642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:53.190103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:53.190474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:53.192028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.304753] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:53.307630] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:17:53.323079] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:17:53.385135] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 2.2s | Global ETA: 20m 51s
[2025-11-27T20:17:53.385405] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:17:53.386210] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:53.386340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:53.391023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:53.427437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:53.430216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:53.446767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:53.449022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:53.449554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:53.450710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:53.452648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.470423] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:53.501058] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:53.517090] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:17:53.561627] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -5.89% | Symbol ETA: 2.4s | Global ETA: 20m 52s
[2025-11-27T20:17:53.561762] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:17:53.562505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:53.562569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:53.567484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:53.570409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:53.571145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:53.571851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:53.573233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.607279] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.07% | Symbol ETA: 2.2s | Global ETA: 20m 52s
[2025-11-27T20:17:53.607559] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:17:53.608447] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:53.608593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:53.613445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:53.614468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:53.617001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:53.618400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:53.619156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:53.621912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:53.624140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:53.628049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:53.629272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:53.631146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.680694] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:53.739006] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 5.3s | Global ETA: 20m 52s
[2025-11-27T20:17:53.739271] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:17:53.740076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:53.740204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:53.744903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:53.746649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:53.747180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:53.747649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:53.749284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:53.777133] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:17:53.898912] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:17:53.947003] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:53.966020] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:17:54.027834] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.03% | Symbol ETA: 1.5s | Global ETA: 20m 52s
[2025-11-27T20:17:54.027993] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:17:54.028926] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:17:54.029057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:54.034027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:54.063359] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:54.071437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:54.074224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:54.076795] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:17:54.091736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:54.093505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:54.094204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:54.095383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:17:54.097382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:54.122644] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 1.8s | Global ETA: 20m 52s
[2025-11-27T20:17:54.122890] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:17:54.123687] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:54.123807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:54.128492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:54.130226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:54.130764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:54.131411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:54.131344] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:54.132736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:54.241019] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:54.270371] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.97% | Symbol ETA: 1.5s | Global ETA: 20m 53s
[2025-11-27T20:17:54.298392] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 4.8s | Global ETA: 20m 53s
[2025-11-27T20:17:54.298665] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:17:54.299462] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:54.299607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:54.304315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:54.306079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:54.306627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:54.307073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:54.308721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:54.448875] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.93%, Actual: 1.85%
[2025-11-27T20:17:54.449327] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:17:54.460386] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:17:54.613537] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:54.621997] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.64%, Actual: 8.44%
[2025-11-27T20:17:54.636278] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:54.640734] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:17:54.694790] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.60% | Symbol ETA: 0.9s | Global ETA: 20m 53s
[2025-11-27T20:17:54.698640] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 10.01% | Symbol ETA: 1.2s | Global ETA: 20m 53s
[2025-11-27T20:17:54.698912] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:17:54.699865] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:54.699995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:54.704882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:54.706735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:54.707226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:54.707930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:54.709398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:54.792968] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.35%, Actual: 1.25%
[2025-11-27T20:17:54.803858] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:54.858106] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 0.23%, Actual: 3.11%
[2025-11-27T20:17:54.873411] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 4.2s | Global ETA: 20m 53s
[2025-11-27T20:17:54.873701] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:17:54.874537] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:54.874682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:54.879489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:54.881275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:54.881839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:54.882310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:54.883974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:54.967962] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 2.31%, Actual: 6.85%
[2025-11-27T20:17:55.020151] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 0.49%, Actual: 1.88%
[2025-11-27T20:17:55.052422] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:17:55.145083] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 6.22%
[2025-11-27T20:17:55.182183] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.22%, Actual: 2.24%
[2025-11-27T20:17:55.216239] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:17:55.221558] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:55.284686] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 0.6s | Global ETA: 20m 54s
[2025-11-27T20:17:55.325474] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 2.95%
[2025-11-27T20:17:55.348502] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.67%, Actual: 1.37%
[2025-11-27T20:17:55.381867] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:55.439929] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 3.7s | Global ETA: 20m 54s
[2025-11-27T20:17:55.440219] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:17:55.441070] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:55.441146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:55.445924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:55.447728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:55.448238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:55.448713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:55.450608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:55.451956] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 4.96%, Actual: 5.12%
[2025-11-27T20:17:55.502038] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 1.00%
[2025-11-27T20:17:55.516782] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 4.92%, Actual: 3.23%
[2025-11-27T20:17:55.616727] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.22%, Actual: 0.69%
[2025-11-27T20:17:55.678923] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.59%, Actual: 1.56%
[2025-11-27T20:17:55.679763] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.63%
[2025-11-27T20:17:55.781445] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.93%, Actual: 5.02%
[2025-11-27T20:17:55.783293] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:17:55.844636] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.68%, Actual: 1.41%
[2025-11-27T20:17:55.852376] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 0.72%
[2025-11-27T20:17:55.945293] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 0.49%
[2025-11-27T20:17:55.947528] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:56.003899] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 3.1s | Global ETA: 20m 55s
[2025-11-27T20:17:56.004164] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:17:56.004972] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:56.005099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.009420] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.81%
[2025-11-27T20:17:56.009860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:56.011647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:56.012178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:56.012646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:56.014260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:56.014924] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.97%, Actual: 2.58%
[2025-11-27T20:17:56.015255] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.3180%
[2025-11-27T20:17:56.015401] [INFO ] [main      ] DIBS: DISCARDED add_true_range (score: 33.32%)
[2025-11-27T20:17:56.015502] [INFO ] [main      ] DIBS: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:17:56.015607] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_vol_of_vol']
[2025-11-27T20:17:56.015724] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:17:56.028184] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:56.028765] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:17:56.029651] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:56.029775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.034491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:56.035480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:56.037948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:56.039239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:56.039969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:56.042632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:56.044771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:56.048622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:56.049775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:56.050952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:56.109845] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.72%, Actual: 0.58%
[2025-11-27T20:17:56.178394] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.03%, Actual: 1.30%
[2025-11-27T20:17:56.274079] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 4.68%, Actual: 1.85%
[2025-11-27T20:17:56.343541] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:17:56.343683] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.60%, Actual: 1.93%
[2025-11-27T20:17:56.344031] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 35.8526%
[2025-11-27T20:17:56.344189] [INFO ] [main      ] COYA: DISCARDED add_volatility_state_percentiles (score: 35.85%)
[2025-11-27T20:17:56.344303] [INFO ] [main      ] COYA: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:17:56.344404] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_volume_dispersion']
[2025-11-27T20:17:56.344508] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:17:56.358261] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:56.358951] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:17:56.360199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:56.360360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.366168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:56.377128] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:17:56.412040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:56.415799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:56.437647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:56.439774] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -5.89%, Actual: 4.37%
[2025-11-27T20:17:56.439901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:56.508429] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:56.541251] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:56.565828] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 2.6s | Global ETA: 20m 56s
[2025-11-27T20:17:56.566082] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:17:56.566902] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:56.567051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.571853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:56.573629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:56.574152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:56.574618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:56.576221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:56.607848] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 2.73%
[2025-11-27T20:17:56.685374] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 7.2s | Global ETA: 20m 56s
[2025-11-27T20:17:56.685629] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:17:56.686440] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:56.686566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.691322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:56.692322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:56.694790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:56.696129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:56.696864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:56.699507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:56.701657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:56.705431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:56.706594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:56.707758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:56.773131] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 10.01%, Actual: 0.58%
[2025-11-27T20:17:56.773421] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:17:56.906933] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:17:56.935977] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:56.936796] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.82%
[2025-11-27T20:17:56.937013] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 43.8095%
[2025-11-27T20:17:56.937105] [INFO ] [main      ] ATHA: DISCARDED add_volume_dispersion (score: 43.81%)
[2025-11-27T20:17:56.937157] [INFO ] [main      ] ATHA: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:17:56.937203] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_flow_differentials']
[2025-11-27T20:17:56.937249] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:17:56.949446] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:17:56.950018] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:17:56.950870] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:56.951031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:56.955706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:56.957453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:56.957991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:56.958674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:56.961307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.011935] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -2.04% | Symbol ETA: 6.6s | Global ETA: 20m 57s
[2025-11-27T20:17:57.012207] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:17:57.013015] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:57.013146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.017860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:57.032340] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:17:57.054408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:57.057104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:57.070515] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:17:57.074030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:57.075427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.126623] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 2.0s | Global ETA: 20m 57s
[2025-11-27T20:17:57.126898] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:17:57.127712] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:57.127857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.132627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:57.134379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:57.134923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:57.135373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:57.137043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.195436] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:57.287635] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:17:57.339424] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 6.6s | Global ETA: 20m 57s
[2025-11-27T20:17:57.339668] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:17:57.340505] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:57.340645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.345363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:57.346354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:57.348813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:57.350148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:57.350887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:57.353511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:57.355667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:57.359438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:57.360625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:57.361789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.403569] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:17:57.454655] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:17:57.472735] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:17:57.519532] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 4.38% | Symbol ETA: 5.6s | Global ETA: 20m 57s
[2025-11-27T20:17:57.519682] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:17:57.520653] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:57.520782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.525538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:57.527374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:57.527952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:57.528662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:57.531360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.569935] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:57.639157] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:17:57.648323] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -4.00% | Symbol ETA: 5.8s | Global ETA: 20m 58s
[2025-11-27T20:17:57.648623] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:17:57.649508] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:57.649656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.654547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:57.690226] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:17:57.693961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:57.696552] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 1.4s | Global ETA: 20m 58s
[2025-11-27T20:17:57.696841] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:17:57.696894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:57.697661] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:57.697804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:57.702710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:57.704779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:57.705391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:57.705861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:57.707507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.714848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:57.716694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:57.853085] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:57.860364] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:17:58.009452] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 5.9s | Global ETA: 20m 58s
[2025-11-27T20:17:58.009726] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:17:58.010557] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:58.010696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.015409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:58.016419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:58.018927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:58.020263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:58.021090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:58.023797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:58.025951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:58.029759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:58.029875] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:17:58.030961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:58.032165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.037498] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:17:58.051428] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:17:58.096876] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -2.44% | Symbol ETA: 5.0s | Global ETA: 20m 58s
[2025-11-27T20:17:58.097029] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:17:58.097821] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:58.098014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.102819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:58.104690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:58.105246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:58.105927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:58.108687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.203288] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:17:58.217641] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:58.260884] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 0.9s | Global ETA: 20m 59s
[2025-11-27T20:17:58.261139] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:17:58.262309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:58.262439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.267526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:58.269327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:17:58.269876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:17:58.270329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:17:58.271962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.296412] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 4.39% | Symbol ETA: 5.2s | Global ETA: 20m 59s
[2025-11-27T20:17:58.296707] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:17:58.297528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:58.297675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.303457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:58.342755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:58.345923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:58.363700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:58.365189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.366070] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:17:58.446557] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:17:58.531940] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:58.604142] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:17:58.612377] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:17:58.673649] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 5.3s | Global ETA: 20m 59s
[2025-11-27T20:17:58.673926] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:17:58.674769] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:58.674896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.679458] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.39% | Symbol ETA: 4.5s | Global ETA: 20m 59s
[2025-11-27T20:17:58.679748] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:17:58.679740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:58.680550] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:58.680727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.680873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:58.683358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:58.684671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:58.685443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:58.685413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:58.687185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:58.687737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:58.688273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:58.688449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:58.690493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:58.691297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.694305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:58.695544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:58.696783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:58.700730] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:17:58.771703] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:17:58.828311] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 0.3s | Global ETA: 20m 59s
[2025-11-27T20:17:58.867397] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:58.945827] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.21% | Symbol ETA: 4.6s | Global ETA: 20m 60s
[2025-11-27T20:17:58.946096] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:17:58.946920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:58.947051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:58.951878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:58.991069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:58.991431] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.33%, Actual: 0.46%
[2025-11-27T20:17:58.994435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:59.011936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:59.013556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:59.022942] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:17:59.030720] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:17:59.154093] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.61%, Actual: 0.32%
[2025-11-27T20:17:59.189650] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:17:59.194382] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:59.254320] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 1.39% | Symbol ETA: 3.9s | Global ETA: 21m 0s
[2025-11-27T20:17:59.254599] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:17:59.255383] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:59.255506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:59.260457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:59.262356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:59.262926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:59.263602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:59.266265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:59.316911] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.47%, Actual: 0.35%
[2025-11-27T20:17:59.334042] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 4.6s | Global ETA: 21m 0s
[2025-11-27T20:17:59.334173] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:17:59.334937] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:59.335018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:59.339692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:59.340648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:17:59.343031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:17:59.344297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:17:59.344975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:59.347543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:17:59.349649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:17:59.353385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:17:59.354486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:17:59.355609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:59.360992] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:17:59.485432] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.94%
[2025-11-27T20:17:59.527694] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:59.599093] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:17:59.604671] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 6.18% | Symbol ETA: 3.9s | Global ETA: 21m 1s
[2025-11-27T20:17:59.604934] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:17:59.605757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:59.605887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:59.610547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:17:59.646878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:17:59.648465] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.07%
[2025-11-27T20:17:59.650117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:17:59.667978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:17:59.669610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:59.689297] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:17:59.764898] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:17:59.815468] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.08%
[2025-11-27T20:17:59.828332] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -4.50% | Symbol ETA: 3.3s | Global ETA: 21m 1s
[2025-11-27T20:17:59.828821] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:17:59.830135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:17:59.830257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:59.835055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:17:59.836851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:17:59.837376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:17:59.838032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:17:59.840669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:17:59.853634] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:17:59.981500] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.18%
[2025-11-27T20:17:59.992695] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 4.0s | Global ETA: 21m 1s
[2025-11-27T20:17:59.992843] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:17:59.993718] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:17:59.993844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:17:59.998563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:17:59.999193] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:17:59.999547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:00.001953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:00.003229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:00.003975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:00.006609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:00.008756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:00.012513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:00.013681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:00.014851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:00.151135] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.49%
[2025-11-27T20:18:00.172416] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:18:00.182657] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:00.260055] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -2.72% | Symbol ETA: 3.3s | Global ETA: 21m 2s
[2025-11-27T20:18:00.260326] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:18:00.261164] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:00.261299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:00.266241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:00.304714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:00.307912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:00.317328] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.26%
[2025-11-27T20:18:00.325671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:00.327310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:00.337917] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:00.346111] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:00.401760] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 5.40% | Symbol ETA: 2.8s | Global ETA: 21m 2s
[2025-11-27T20:18:00.402027] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:18:00.402863] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:00.402986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:00.407835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:00.409705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:00.410268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:00.410954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:00.413688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:00.483810] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.37%
[2025-11-27T20:18:00.484165] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 48.9062%
[2025-11-27T20:18:00.484315] [INFO ] [main      ] FEMB: DISCARDED add_volume_pressure_into_close (score: 48.91%)
[2025-11-27T20:18:00.484424] [INFO ] [main      ] FEMB: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:18:00.484532] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_zscore']
[2025-11-27T20:18:00.484647] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:18:00.496368] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:00.496956] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:18:00.497814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:00.497880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:00.502681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:00.504482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:00.504966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:00.505349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:00.506912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:00.509903] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:00.654883] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 3.3s | Global ETA: 21m 2s
[2025-11-27T20:18:00.655141] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:00.655968] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:00.656094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:00.660835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:00.661833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:00.664287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:00.665658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:00.666378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:00.669072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:00.671212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:00.675008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:00.676186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:00.677363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:00.753965] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:18:00.812382] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:18:00.916882] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:18:00.964249] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:01.026833] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -6.61% | Symbol ETA: 2.2s | Global ETA: 21m 3s
[2025-11-27T20:18:01.027092] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:18:01.027935] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.028058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.032954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:01.034796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:01.035349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:01.036071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:01.038852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.106556] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:01.143506] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:01.232333] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 2.8s | Global ETA: 21m 3s
[2025-11-27T20:18:01.232611] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:18:01.233392] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.233520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.234889] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:01.238696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:01.273431] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:01.276935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:01.279966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:01.297190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:01.298627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.307813] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 7.4s | Global ETA: 21m 3s
[2025-11-27T20:18:01.307975] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:18:01.308779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.308859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.313498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:01.315201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:01.315696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:01.316091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:01.317645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.412591] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 2.7s | Global ETA: 21m 3s
[2025-11-27T20:18:01.412771] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:01.413542] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:01.413648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.418535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:01.419487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:01.421922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:01.423229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:01.423931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:01.426531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:01.428679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:01.432464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:01.433607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:01.434747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.502966] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:18:01.627377] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:18:01.653772] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:18:01.724084] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:01.767709] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:01.790652] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 1.7s | Global ETA: 21m 4s
[2025-11-27T20:18:01.790916] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:18:01.790802] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:01.791765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.791912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.797621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:01.799686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:01.800258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:01.800951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:01.803834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.824808] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:01.871468] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 2.1s | Global ETA: 21m 4s
[2025-11-27T20:18:01.871756] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:18:01.872592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.872718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.877392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:01.884073] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 5.7s | Global ETA: 21m 4s
[2025-11-27T20:18:01.884338] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:18:01.885225] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:01.885358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:01.890310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:01.892229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:01.892819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:01.893275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:01.894979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:01.913751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:01.916625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:01.934156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:01.934838] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:01.935609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:02.075862] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.85% | Symbol ETA: 2.0s | Global ETA: 21m 4s
[2025-11-27T20:18:02.076139] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:02.076996] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:02.077129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:02.082154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:02.083376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:02.086055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:02.087549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:02.088405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:02.091199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:02.093411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:02.097359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:02.098703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:02.100082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:02.154512] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:18:02.228702] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:18:02.273251] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:18:02.329236] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:02.396043] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 1.1s | Global ETA: 21m 5s
[2025-11-27T20:18:02.396290] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:18:02.396183] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:02.397103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:02.397186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:02.401950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:02.403819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:02.404360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:02.405038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:02.407784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:02.443119] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:02.443541] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:02.455457] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 4.7s | Global ETA: 21m 5s
[2025-11-27T20:18:02.455742] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:18:02.456623] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:02.456747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:02.462006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:02.464190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:02.464736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:02.465234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:02.466867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:02.523631] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -2.60% | Symbol ETA: 1.4s | Global ETA: 21m 5s
[2025-11-27T20:18:02.523908] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:18:02.524817] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:02.524948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:02.530704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:02.569823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:02.573060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:02.590970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:02.592754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:02.616870] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:02.757972] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:18:02.759235] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.62% | Symbol ETA: 1.3s | Global ETA: 21m 5s
[2025-11-27T20:18:02.812717] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:18:02.926306] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:02.931589] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -0.01%, Actual: 1.85%
[2025-11-27T20:18:02.962152] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:18:02.988802] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -4.79% | Symbol ETA: 0.5s | Global ETA: 21m 6s
[2025-11-27T20:18:02.996882] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:03.053833] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 4.0s | Global ETA: 21m 6s
[2025-11-27T20:18:03.054085] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:18:03.054898] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:03.055023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:03.059940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:03.061719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:03.062242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:03.062700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:03.064292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:03.104004] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 1.22%, Actual: 8.44%
[2025-11-27T20:18:03.138481] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:03.158663] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 4.38%, Actual: 5.12%
[2025-11-27T20:18:03.214151] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 6.21% | Symbol ETA: 0.7s | Global ETA: 21m 6s
[2025-11-27T20:18:03.270723] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.81%, Actual: 1.25%
[2025-11-27T20:18:03.332892] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -2.44%, Actual: 0.69%
[2025-11-27T20:18:03.381226] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -2.04%, Actual: 3.11%
[2025-11-27T20:18:03.388499] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:18:03.434196] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 6.85%
[2025-11-27T20:18:03.506495] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.39%, Actual: 5.02%
[2025-11-27T20:18:03.549301] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -4.00%, Actual: 1.88%
[2025-11-27T20:18:03.550761] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:03.597010] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 6.22%
[2025-11-27T20:18:03.608275] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 3.3s | Global ETA: 21m 7s
[2025-11-27T20:18:03.608408] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:18:03.609153] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:03.609220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:03.613888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:03.615738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:03.616261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:03.616725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:03.618330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:03.679632] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 0.49%
[2025-11-27T20:18:03.717114] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 4.39%, Actual: 2.24%
[2025-11-27T20:18:03.764522] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 2.95%
[2025-11-27T20:18:03.851742] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -4.50%, Actual: 0.58%
[2025-11-27T20:18:03.883496] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.21%, Actual: 1.37%
[2025-11-27T20:18:03.928375] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.00%
[2025-11-27T20:18:03.942779] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:18:04.022661] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 5.40%, Actual: 1.85%
[2025-11-27T20:18:04.048095] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.18%, Actual: 3.23%
[2025-11-27T20:18:04.092426] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.63%
[2025-11-27T20:18:04.106669] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:04.162994] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 2.6s | Global ETA: 21m 7s
[2025-11-27T20:18:04.163236] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:18:04.164044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:04.164165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:04.168869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:04.170613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:04.171133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:04.171589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:04.173183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:04.199048] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -6.61%, Actual: 4.37%
[2025-11-27T20:18:04.214518] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -2.72%, Actual: 1.56%
[2025-11-27T20:18:04.257266] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.85%, Actual: 0.72%
[2025-11-27T20:18:04.375052] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 2.73%
[2025-11-27T20:18:04.384732] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -3.21%, Actual: 1.41%
[2025-11-27T20:18:04.425282] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.62%, Actual: 2.58%
[2025-11-27T20:18:04.425629] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 26.9937%
[2025-11-27T20:18:04.425785] [INFO ] [main      ] DIBS: DISCARDED add_vol_of_vol (score: 26.99%)
[2025-11-27T20:18:04.425912] [INFO ] [main      ] DIBS: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:18:04.426018] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volatility_decay_ratio']
[2025-11-27T20:18:04.426126] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:04.440931] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:04.441700] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:04.442627] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:04.442761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:04.447780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:04.448876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:04.451334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:04.452685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:04.453516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:04.456704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:04.458943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:04.463100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:04.464450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:04.465695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:04.503196] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:18:04.551053] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.81%
[2025-11-27T20:18:04.555612] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 2.62%, Actual: 0.58%
[2025-11-27T20:18:04.668809] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:04.716522] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -2.60%, Actual: 1.30%
[2025-11-27T20:18:04.726502] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 2.0s | Global ETA: 21m 8s
[2025-11-27T20:18:04.726791] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:18:04.727560] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:04.727699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:04.732423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:04.734230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:04.734793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:04.735240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:04.735788] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -4.79%, Actual: 0.82%
[2025-11-27T20:18:04.736135] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 38.8861%
[2025-11-27T20:18:04.736279] [INFO ] [main      ] ATHA: DISCARDED add_volume_flow_differentials (score: 38.89%)
[2025-11-27T20:18:04.736383] [INFO ] [main      ] ATHA: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:18:04.736473] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_pressure_into_close']
[2025-11-27T20:18:04.736567] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:18:04.736925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:04.750271] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:04.750763] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:18:04.751653] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:04.751722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:04.756637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:04.758431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:04.758945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:04.759598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:04.761321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:04.802215] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:04.880620] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 6.21%, Actual: 1.93%
[2025-11-27T20:18:04.880832] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 44.7818%
[2025-11-27T20:18:04.880936] [INFO ] [main      ] COYA: DISCARDED add_volume_dispersion (score: 44.78%)
[2025-11-27T20:18:04.880979] [INFO ] [main      ] COYA: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:18:04.881013] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_volume_flow_differentials']
[2025-11-27T20:18:04.881052] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:18:04.893440] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:04.894081] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:18:04.894994] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:04.895086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:04.899922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:04.938323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:04.941303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:04.959100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:04.961956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:04.968945] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:05.071731] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:18:05.099208] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:18:05.113780] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 7.1s | Global ETA: 21m 9s
[2025-11-27T20:18:05.113910] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:05.114667] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:05.114736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.119468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:05.120403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:05.122808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:05.124082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:05.124758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:05.127344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:05.129441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:05.133186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:05.134289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:05.135444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.241253] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:05.262306] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:05.299448] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 1.3s | Global ETA: 21m 9s
[2025-11-27T20:18:05.299744] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:18:05.300787] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:05.300912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.306335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:05.307975] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:18:05.308176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:05.308757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:05.309198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:05.311050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.328211] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 7.39% | Symbol ETA: 5.5s | Global ETA: 21m 9s
[2025-11-27T20:18:05.328435] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:18:05.329345] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:05.329458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.334691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:05.336497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:05.337080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:05.337773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:05.339726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.464167] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:05.470624] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:05.549870] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 6.4s | Global ETA: 21m 10s
[2025-11-27T20:18:05.550131] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:18:05.550949] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:05.551079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.555734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:05.592691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:05.595387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:05.612404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:05.615183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.626236] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:05.657369] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:18:05.686180] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:18:05.767597] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 6.4s | Global ETA: 21m 10s
[2025-11-27T20:18:05.767730] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:05.768496] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:05.768595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.773217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:05.774155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:05.776562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:05.777866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:05.778705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:05.781341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:05.783460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:05.787248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:05.788426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:05.789727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.834799] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:05.861589] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:05.891398] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 0.7s | Global ETA: 21m 10s
[2025-11-27T20:18:05.891658] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:18:05.892446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:05.892566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.897504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:05.899277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:05.899817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:05.900269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:05.901873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.928192] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -5.19% | Symbol ETA: 5.0s | Global ETA: 21m 10s
[2025-11-27T20:18:05.928455] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:18:05.929270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:05.929394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:05.934081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:05.935925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:05.936477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:05.937144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:05.938834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:05.940042] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:18:06.106760] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:06.178854] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:06.186594] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: 3.29% | Symbol ETA: 5.7s | Global ETA: 21m 10s
[2025-11-27T20:18:06.186725] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:18:06.187450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:06.187513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:06.192157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:06.230917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:06.234076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:06.239256] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:18:06.252344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:06.255545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:06.292085] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:18:06.345803] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:06.402215] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:06.458118] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 0.1s | Global ETA: 21m 11s
[2025-11-27T20:18:06.467082] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:06.495656] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 5.9s | Global ETA: 21m 11s
[2025-11-27T20:18:06.495937] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:06.496799] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:06.496931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:06.501738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:06.502793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:06.505303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:06.506741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:06.507478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:06.510198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:06.512392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:06.516229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:06.517462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:06.518777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:06.533440] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.53% | Symbol ETA: 4.5s | Global ETA: 21m 11s
[2025-11-27T20:18:06.533602] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:18:06.534416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:06.534633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:06.540009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:06.542276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:06.542898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:06.543596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:06.545381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:06.586882] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:18:06.621545] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.33%, Actual: 0.46%
[2025-11-27T20:18:06.750842] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:06.786748] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.67%, Actual: 0.32%
[2025-11-27T20:18:06.831427] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 6.03% | Symbol ETA: 5.0s | Global ETA: 21m 11s
[2025-11-27T20:18:06.831726] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:18:06.832528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:06.832672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:06.837370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:06.854819] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:06.878839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:06.881664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:06.899364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:06.900831] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:18:06.902166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:06.949364] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.54%, Actual: 0.35%
[2025-11-27T20:18:07.027202] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:07.077969] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:07.113180] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.94%
[2025-11-27T20:18:07.140959] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 2.05% | Symbol ETA: 3.9s | Global ETA: 21m 12s
[2025-11-27T20:18:07.141235] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:18:07.142083] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:07.142219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:07.146997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:07.148908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:07.149478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:07.150173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:07.151923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:07.168078] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 2.27% | Symbol ETA: 5.2s | Global ETA: 21m 12s
[2025-11-27T20:18:07.168386] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:07.169179] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:07.169280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:07.174047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:07.174984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:07.177452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:07.178779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:07.179441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:07.182062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:07.184170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:07.187990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:07.189174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:07.190516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:07.228943] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:18:07.286852] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:18:07.399114] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:07.481006] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -10.10% | Symbol ETA: 4.4s | Global ETA: 21m 12s
[2025-11-27T20:18:07.481258] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:18:07.481597] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 0.08%
[2025-11-27T20:18:07.482086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:07.482256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:07.487153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:07.489290] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:18:07.534353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:07.537343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:07.554230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:07.556948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:07.559820] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:07.653452] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:07.654097] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.18%
[2025-11-27T20:18:07.714538] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -7.34% | Symbol ETA: 3.3s | Global ETA: 21m 13s
[2025-11-27T20:18:07.714711] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:18:07.715459] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:07.715535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:07.720196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:07.722071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:07.722633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:07.723293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:07.724946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:07.737445] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:07.821885] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.49%
[2025-11-27T20:18:07.874789] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 4.5s | Global ETA: 21m 13s
[2025-11-27T20:18:07.875063] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:07.875886] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:07.876016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:07.880771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:07.881772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:07.884227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:07.885555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:07.886326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:07.886419] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:18:07.889226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:07.891441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:07.895404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:07.896631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:07.897896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:07.985918] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.26%
[2025-11-27T20:18:08.053493] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:18:08.053483] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:08.139955] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 4.55% | Symbol ETA: 3.8s | Global ETA: 21m 13s
[2025-11-27T20:18:08.140228] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:18:08.141088] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:08.141221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.146306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:08.169064] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.37%
[2025-11-27T20:18:08.169466] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 48.6203%
[2025-11-27T20:18:08.169652] [INFO ] [main      ] FEMB: DISCARDED add_volume_zscore (score: 48.62%)
[2025-11-27T20:18:08.169763] [INFO ] [main      ] FEMB: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:18:08.169856] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vwap_deviations']
[2025-11-27T20:18:08.169953] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:18:08.182124] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:08.182858] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 2
[2025-11-27T20:18:08.183862] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:08.183990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.184620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:08.188338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:08.189816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:08.191769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:08.192340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:08.192815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:08.198861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:08.206385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:08.209547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:08.236086] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:08.236350] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:08.301846] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 5.61% | Symbol ETA: 2.7s | Global ETA: 21m 14s
[2025-11-27T20:18:08.301990] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:18:08.302869] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:08.302941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.308039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:08.310027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:08.310605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:08.311362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:08.313137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:08.416274] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:08.555408] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:18:08.571498] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 3.8s | Global ETA: 21m 14s
[2025-11-27T20:18:08.571826] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:08.573052] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:08.573229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.579160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:08.580492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:08.581291] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-24
[2025-11-27T20:18:08.583208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:08.584723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:08.585501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:08.588425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:08.590752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:08.594869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:08.596230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:08.597554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:08.782096] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:08.785048] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:18:08.784865] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:08.866159] [INFO ] [main      ] FEMB: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 6.1s | Global ETA: 21m 14s
[2025-11-27T20:18:08.866475] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 3
[2025-11-27T20:18:08.867789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:08.867948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.875453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:08.878463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:08.879322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:08.880035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:08.889347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:08.893049] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -4.28% | Symbol ETA: 3.2s | Global ETA: 21m 15s
[2025-11-27T20:18:08.893372] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:18:08.894630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:08.894800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:08.901908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:08.955989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:08.959387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:08.978916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:08.982545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.015957] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:09.047921] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:09.125447] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -3.90% | Symbol ETA: 2.2s | Global ETA: 21m 15s
[2025-11-27T20:18:09.125778] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:18:09.126720] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:09.126845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:09.131963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:09.134254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:09.134881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:09.135700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:09.137464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.200094] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:09.347316] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 3.2s | Global ETA: 21m 15s
[2025-11-27T20:18:09.347626] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:09.348748] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:09.348889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:09.356916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:09.358164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:09.361070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:09.362668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:09.363513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:09.363649] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:18:09.366699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:09.369221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:09.373621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:09.374986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:09.376423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.394143] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-21
[2025-11-27T20:18:09.494780] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:18:09.542169] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:09.588509] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:09.625410] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 2.6s | Global ETA: 21m 16s
[2025-11-27T20:18:09.625717] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:18:09.626642] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:09.626784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:09.631950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:09.646920] [INFO ] [main      ] FEMB: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 5.9s | Global ETA: 21m 16s
[2025-11-27T20:18:09.647159] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 4
[2025-11-27T20:18:09.647973] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:09.648096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:09.653022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:09.654948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:09.655499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:09.655970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:09.662034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.669668] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:09.672385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:09.675810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:09.694840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:09.698342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.733543] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 1.6s | Global ETA: 21m 16s
[2025-11-27T20:18:09.733827] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:18:09.734660] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:09.734810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:09.734923] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:09.739947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:09.741839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:09.742393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:09.743243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:09.745054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:09.906767] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:09.991194] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-20
[2025-11-27T20:18:10.037060] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:18:10.040946] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.43% | Symbol ETA: 2.5s | Global ETA: 21m 16s
[2025-11-27T20:18:10.041217] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:10.042042] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:10.042175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.046879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:10.047868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:10.050337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:10.051703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:10.052422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:10.055040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:10.057151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:10.060951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:10.062094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:10.063287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.096379] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:18:10.155876] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:10.202669] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:10.214667] [INFO ] [main      ] FEMB: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 4.7s | Global ETA: 21m 16s
[2025-11-27T20:18:10.214927] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 5
[2025-11-27T20:18:10.215758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:10.215886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.220630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:10.222386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:10.222927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:10.223371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:10.228919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.266089] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:10.280344] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 1.9s | Global ETA: 21m 17s
[2025-11-27T20:18:10.280623] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:18:10.281420] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:10.281549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.286396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:10.322150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:10.324861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:10.328237] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 0.9s | Global ETA: 21m 17s
[2025-11-27T20:18:10.328513] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:18:10.329342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:10.329467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.334598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:10.336412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:10.337001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:10.337685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:10.339366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.341332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:10.344015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.387983] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:10.551847] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:10.557742] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-19
[2025-11-27T20:18:10.669770] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:18:10.678905] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:18:10.689469] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.89% | Symbol ETA: 1.8s | Global ETA: 21m 17s
[2025-11-27T20:18:10.689613] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:10.690360] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:10.690557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.695244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:10.696277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:10.698753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:10.700064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:10.700800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:10.703421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:10.705541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:10.709355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:10.710497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:18:10.711707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.721950] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:10.780244] [INFO ] [main      ] FEMB: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 3.9s | Global ETA: 21m 17s
[2025-11-27T20:18:10.780519] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 6
[2025-11-27T20:18:10.781375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:10.781499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.786311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:10.788131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:10.788755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:10.789205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:10.795083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:10.845937] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:10.847237] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:10.908303] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.87% | Symbol ETA: 0.3s | Global ETA: 21m 18s
[2025-11-27T20:18:10.924410] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.13% | Symbol ETA: 1.2s | Global ETA: 21m 18s
[2025-11-27T20:18:10.924683] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:18:10.925466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:10.925610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:10.930326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:10.966370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:10.969092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:10.985937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:10.988620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:11.036667] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:11.073182] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.39%, Actual: 5.12%
[2025-11-27T20:18:11.123264] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-18
[2025-11-27T20:18:11.197769] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:11.238398] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -5.19%, Actual: 0.69%
[2025-11-27T20:18:11.287241] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:11.310545] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:18:11.332829] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 2.55% | Symbol ETA: 1.1s | Global ETA: 21m 18s
[2025-11-27T20:18:11.345166] [INFO ] [main      ] FEMB: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 3.2s | Global ETA: 21m 18s
[2025-11-27T20:18:11.345429] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 7
[2025-11-27T20:18:11.346378] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:11.346514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:11.351983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:11.354098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:11.354751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:11.355212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:11.361059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:11.402357] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.53%, Actual: 5.02%
[2025-11-27T20:18:11.471788] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:11.495924] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.85%, Actual: 1.85%
[2025-11-27T20:18:11.550615] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 9.95% | Symbol ETA: 0.5s | Global ETA: 21m 19s
[2025-11-27T20:18:11.570757] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 2.05%, Actual: 0.49%
[2025-11-27T20:18:11.661666] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.59%, Actual: 8.44%
[2025-11-27T20:18:11.710936] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-17
[2025-11-27T20:18:11.717185] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 2.17%, Actual: 3.11%
[2025-11-27T20:18:11.747781] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -7.34%, Actual: 0.58%
[2025-11-27T20:18:11.825307] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.02%, Actual: 1.25%
[2025-11-27T20:18:11.883944] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 3.29%, Actual: 1.88%
[2025-11-27T20:18:11.887674] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:11.919415] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 5.61%, Actual: 1.85%
[2025-11-27T20:18:11.948008] [INFO ] [main      ] FEMB: Lookback Days: 7, Magnitude: 0.25% | Symbol ETA: 2.5s | Global ETA: 21m 19s
[2025-11-27T20:18:11.948296] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 8
[2025-11-27T20:18:11.949129] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:11.949269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:11.954432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:11.956339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:11.956926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:11.957410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:11.963423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:11.991471] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 2.27%, Actual: 6.85%
[2025-11-27T20:18:12.047655] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 6.03%, Actual: 2.24%
[2025-11-27T20:18:12.098965] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -3.90%, Actual: 4.37%
[2025-11-27T20:18:12.156738] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 6.22%
[2025-11-27T20:18:12.209301] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -10.10%, Actual: 1.37%
[2025-11-27T20:18:12.268308] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 2.73%
[2025-11-27T20:18:12.308052] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-14
[2025-11-27T20:18:12.318030] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 2.95%
[2025-11-27T20:18:12.375932] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 4.55%, Actual: 3.23%
[2025-11-27T20:18:12.445676] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 0.58%
[2025-11-27T20:18:12.480956] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.00%
[2025-11-27T20:18:12.483677] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:12.541221] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -4.28%, Actual: 1.56%
[2025-11-27T20:18:12.543903] [INFO ] [main      ] FEMB: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 1.9s | Global ETA: 21m 20s
[2025-11-27T20:18:12.544144] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 9
[2025-11-27T20:18:12.545024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:12.545148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:12.550981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:12.552976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:12.553555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:12.554061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:12.560282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:12.616662] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.87%, Actual: 0.82%
[2025-11-27T20:18:12.616973] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 37.6777%
[2025-11-27T20:18:12.617136] [INFO ] [main      ] ATHA: DISCARDED add_volume_pressure_into_close (score: 37.68%)
[2025-11-27T20:18:12.617251] [INFO ] [main      ] ATHA: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:18:12.617359] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_zscore']
[2025-11-27T20:18:12.617450] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:18:12.631036] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:12.631516] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:18:12.632475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:12.632547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:12.638099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:12.640001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:12.640692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:12.641387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:12.643459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:12.644756] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 0.63%
[2025-11-27T20:18:12.710205] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.41%
[2025-11-27T20:18:12.808722] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.89%, Actual: 0.72%
[2025-11-27T20:18:12.874777] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.81%
[2025-11-27T20:18:12.914119] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-13
[2025-11-27T20:18:12.972172] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 2.55%, Actual: 2.58%
[2025-11-27T20:18:12.972469] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.0344%
[2025-11-27T20:18:12.972643] [INFO ] [main      ] DIBS: DISCARDED add_volatility_decay_ratio (score: 34.03%)
[2025-11-27T20:18:12.972752] [INFO ] [main      ] DIBS: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:18:12.972852] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:18:12.972959] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:12.978852] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:18:12.986024] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:12.986401] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:12.987221] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:12.987294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:12.991941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:12.992861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:12.995255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:12.996526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:12.997204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:12.999857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:13.001949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:13.005668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:13.006749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.008511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:13.009052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:13.010116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:13.012070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.037293] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.13%, Actual: 1.30%
[2025-11-27T20:18:13.083750] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:13.142908] [INFO ] [main      ] FEMB: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 1.2s | Global ETA: 21m 21s
[2025-11-27T20:18:13.143042] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 10
[2025-11-27T20:18:13.143503] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:13.143832] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.143919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.148953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.150811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:13.151296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:13.151726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:13.157393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.199950] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 9.95%, Actual: 1.93%
[2025-11-27T20:18:13.200156] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 42.0244%
[2025-11-27T20:18:13.200276] [INFO ] [main      ] COYA: DISCARDED add_volume_flow_differentials (score: 42.02%)
[2025-11-27T20:18:13.200338] [INFO ] [main      ] COYA: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:18:13.200384] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_volume_pressure_into_close']
[2025-11-27T20:18:13.200437] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:18:13.206676] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 6.78% | Symbol ETA: 5.3s | Global ETA: 21m 21s
[2025-11-27T20:18:13.206869] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:18:13.207663] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.207783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.212506] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:13.212540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.213040] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:18:13.213858] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.213927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.214371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:13.214921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:13.215591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:13.217187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.218535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:13.255306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:13.257917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:13.274932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:13.276539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.335343] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:13.484556] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-12
[2025-11-27T20:18:13.497472] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:13.545016] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:18:13.605355] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:18:13.643380] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 6.8s | Global ETA: 21m 22s
[2025-11-27T20:18:13.643660] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:13.644410] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:13.644543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.649327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:13.650352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:13.652357] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:13.652936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:13.654286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:13.655038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:13.657718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:13.659855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:13.663614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:13.664757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.666554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:13.667193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:13.668368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:13.670365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.709924] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:13.710277] [INFO ] [main      ] FEMB: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 0.6s | Global ETA: 21m 22s
[2025-11-27T20:18:13.710427] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 11
[2025-11-27T20:18:13.711221] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.711305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.716165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.718059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:13.718642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:13.719094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:13.724815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.769994] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:13.772240] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.31% | Symbol ETA: 4.7s | Global ETA: 21m 22s
[2025-11-27T20:18:13.772482] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:18:13.773291] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.773414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.778053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:13.779801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:13.780327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:13.780942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:13.782527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.847739] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 6.0s | Global ETA: 21m 22s
[2025-11-27T20:18:13.847875] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:18:13.848654] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:13.848735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:13.853512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:13.890513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:13.893522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:13.911244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:13.912988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:13.998160] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:14.050781] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-11
[2025-11-27T20:18:14.110005] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:18:14.165769] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:14.215419] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:14.245641] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:18:14.273531] [INFO ] [main      ] FEMB: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 0.0s | Global ETA: 21m 23s
[2025-11-27T20:18:14.276448] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:14.313278] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 1.52% | Symbol ETA: 6.2s | Global ETA: 21m 23s
[2025-11-27T20:18:14.313584] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:14.314404] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:14.314545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:14.319388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:14.320443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:14.323038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:14.324369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:14.325115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:14.327822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:14.329978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:14.333880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:14.335085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:14.336944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:14.337528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:14.338705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:14.342733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:14.347270] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 5.28% | Symbol ETA: 4.2s | Global ETA: 21m 23s
[2025-11-27T20:18:14.347406] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:18:14.348177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:14.348247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:14.352993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:14.354817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:14.355302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:14.355951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:14.357505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:14.415019] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:14.438741] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.34%, Actual: 0.46%
[2025-11-27T20:18:14.495091] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -5.37% | Symbol ETA: 5.5s | Global ETA: 21m 23s
[2025-11-27T20:18:14.495223] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:18:14.496119] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:14.496335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:14.501166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:14.538764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:14.541796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:14.559210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:14.560788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:14.602309] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.77%, Actual: 0.32%
[2025-11-27T20:18:14.677023] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:14.689885] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:18:14.765711] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:18:14.841401] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:14.856861] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:14.900306] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:18:14.919232] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: 3.46% | Symbol ETA: 3.6s | Global ETA: 21m 24s
[2025-11-27T20:18:14.919499] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:18:14.920338] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:14.920467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:14.925402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:14.927370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:14.927903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:14.927948] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.94%
[2025-11-27T20:18:14.928646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:14.930231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:14.986489] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 5.6s | Global ETA: 21m 24s
[2025-11-27T20:18:14.986638] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:14.987375] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:14.987455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:14.992149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:14.993068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:14.995451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:14.996745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:14.997419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:15.000038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:15.002170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:15.005951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:15.007130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:15.009041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:15.009630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:15.010744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:15.012730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:15.065568] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:15.091878] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.07%
[2025-11-27T20:18:15.142943] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 2.52% | Symbol ETA: 4.8s | Global ETA: 21m 24s
[2025-11-27T20:18:15.143086] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:18:15.143867] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:15.143936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:15.148562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:15.185769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:15.188776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:15.205875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:15.207683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:15.253787] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.08%
[2025-11-27T20:18:15.263966] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:18:15.342197] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:15.418271] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.18%
[2025-11-27T20:18:15.431118] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:15.493433] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 3.0s | Global ETA: 21m 24s
[2025-11-27T20:18:15.493674] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:18:15.494466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:15.494601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:15.499285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:15.501063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:15.501642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:15.502297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:15.504023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:15.507239] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:15.541197] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:18:15.580928] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.49%
[2025-11-27T20:18:15.654099] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 2.28% | Symbol ETA: 4.9s | Global ETA: 21m 25s
[2025-11-27T20:18:15.654370] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:15.655207] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:15.655343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:15.660093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:15.661095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:15.663549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:15.664953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:15.665708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:15.668394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:15.670540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:15.674365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:15.675544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:15.677433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:15.678080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:15.679255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:15.681408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:15.709816] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:15.744038] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.26%
[2025-11-27T20:18:15.788822] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -5.31% | Symbol ETA: 4.2s | Global ETA: 21m 25s
[2025-11-27T20:18:15.788959] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:18:15.789746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:15.789816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:15.794628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:15.833800] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:18:15.834132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:15.837197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:15.855118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:15.857112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:15.907472] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.37%
[2025-11-27T20:18:15.907773] [INFO ] [main      ] FEMB: Magnitude Forecast Confidence: 52.7842%
[2025-11-27T20:18:15.907912] [INFO ] [main      ] FEMB: DISCARDED add_vwap_deviations (score: 52.78%)
[2025-11-27T20:18:15.908008] [INFO ] [main      ] FEMB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:18:15.908098] [INFO ] [main      ] FEMB: Best accuracy: 65.03%
[2025-11-27T20:18:15.908201] [INFO ] [main      ] FEMB: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5']
[2025-11-27T20:18:15.908289] [INFO ] [main      ] FEMB: Improvement over baseline: 11.46%
[2025-11-27T20:18:15.908374] [INFO ] [main      ] FEMB: Total time: 6.6 minutes
[2025-11-27T20:18:15.908458] [INFO ] [main      ] FEMB: Average time per feature: 7.6 seconds
[2025-11-27T20:18:15.908543] [INFO ] [main      ] FEMB: Average speed: 0.13 features/sec
[2025-11-27T20:18:16.000777] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:16.010882] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:16.062207] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 3.09% | Symbol ETA: 2.4s | Global ETA: 21m 25s
[2025-11-27T20:18:16.062493] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:18:16.063329] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:16.063468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:16.068467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:16.070320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:16.070883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:16.071547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:16.073218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:16.073504] [DEBUG] [METRICS   ] FEMB: 2025-11-25:2025-11-26: Predicted: 0.44%, Actual: 0.46%
[2025-11-27T20:18:16.176997] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:16.195349] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:18:16.241540] [DEBUG] [METRICS   ] FEMB: 2025-11-24:2025-11-25: Predicted: -0.62%, Actual: 0.32%
[2025-11-27T20:18:16.322303] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 4.2s | Global ETA: 21m 26s
[2025-11-27T20:18:16.322598] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:16.323412] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:16.323547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:16.328346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:16.329384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:16.331894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:16.333311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:16.334097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:16.336826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:16.339050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:16.342950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:16.344169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:16.346089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:16.346747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:16.347914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:16.350008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:16.364214] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:16.406167] [DEBUG] [METRICS   ] FEMB: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 0.35%
[2025-11-27T20:18:16.428816] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:18:16.443841] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.17% | Symbol ETA: 3.6s | Global ETA: 21m 26s
[2025-11-27T20:18:16.444082] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:18:16.444894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:16.445022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:16.449700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:16.487023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:16.489731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:16.506563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:16.508226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:16.572063] [DEBUG] [METRICS   ] FEMB: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.94%
[2025-11-27T20:18:16.595102] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:16.655427] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -2.93% | Symbol ETA: 1.9s | Global ETA: 21m 26s
[2025-11-27T20:18:16.655696] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:18:16.656471] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:16.656607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:16.661242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:16.662967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:16.663488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:16.664151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:16.665748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:16.683688] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:16.736805] [DEBUG] [METRICS   ] FEMB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.07%
[2025-11-27T20:18:16.837373] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:18:16.852805] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:16.902354] [DEBUG] [METRICS   ] FEMB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.08%
[2025-11-27T20:18:16.988830] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:18:16.994638] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 3.6s | Global ETA: 21m 27s
[2025-11-27T20:18:16.994771] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:16.995510] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:16.995595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.000317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:17.000420] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:17.001253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:17.003690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:17.005055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:17.005729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:17.008432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:17.010570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:17.014345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:17.015439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:17.017205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:17.017728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:17.018834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:17.020831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.067984] [DEBUG] [METRICS   ] FEMB: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.18%
[2025-11-27T20:18:17.076812] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 2.9s | Global ETA: 21m 27s
[2025-11-27T20:18:17.076951] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:18:17.077737] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:17.077878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.082632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:17.120694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:17.123612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:17.141607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:17.143373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.151934] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:17.212719] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.12% | Symbol ETA: 1.3s | Global ETA: 21m 27s
[2025-11-27T20:18:17.212975] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:18:17.213775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:17.213896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.218548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:17.220273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:17.220817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:17.221457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:17.223037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.233289] [DEBUG] [METRICS   ] FEMB: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.49%
[2025-11-27T20:18:17.355496] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:17.400448] [DEBUG] [METRICS   ] FEMB: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.26%
[2025-11-27T20:18:17.476762] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:18:17.523453] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:17.568957] [DEBUG] [METRICS   ] FEMB: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.37%
[2025-11-27T20:18:17.569608] [INFO ] [LOCAL     ] Saved configuration for FEMB: 4 features, 65.03% accuracy -> ./output/feature-sets/FEMB.json
[2025-11-27T20:18:17.570557] [INFO ] [main      ] Progress: 5/10 symbols completed (50.0%). FEMB finished in 6m 42s. ETA: 14m 18s. Rate: 0.35 symbols/min
[2025-11-27T20:18:17.573893] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:17.581662] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:18:17.586600] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:17.587323] [INFO ] [main      ] HELE: Testing with 53 available features
[2025-11-27T20:18:17.587438] [INFO ] [main      ] HELE: Establishing baseline with no features...
[2025-11-27T20:18:17.587529] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:17.600510] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:17.601180] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:17.602151] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:17.643934] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:17.668076] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 2.9s | Global ETA: 14m 18s
[2025-11-27T20:18:17.668365] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:17.669227] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:17.669365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.674400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:17.675466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:17.678012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:17.679474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:17.680250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:17.682992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:17.685190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:17.689075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:17.690301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:17.692169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:17.692837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:17.694085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:17.696167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.719996] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -4.01% | Symbol ETA: 2.3s | Global ETA: 14m 19s
[2025-11-27T20:18:17.720261] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:18:17.721069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:17.721213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.725919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:17.758509] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:17.763160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:17.765809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:17.782677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:17.784312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.821713] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 0.7s | Global ETA: 14m 19s
[2025-11-27T20:18:17.821981] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:18:17.822979] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:17.823119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:17.829129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:17.831521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:17.832200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:17.833015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:17.834964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:17.935235] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:18.035189] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:18.098263] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:18.108870] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:18:18.174071] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:18:18.194905] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -7.67%
[2025-11-27T20:18:18.195212] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:18.196030] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:18.200334] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:18.273158] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:18.340856] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:18.345563] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 2.2s | Global ETA: 14m 19s
[2025-11-27T20:18:18.345858] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:18.346726] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:18.346860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:18.349557] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 1.6s | Global ETA: 14m 19s
[2025-11-27T20:18:18.349838] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:18:18.350670] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:18.350798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:18.351788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:18.352826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:18.355320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:18.355422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:18.356735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:18.357517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:18.360378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:18.362594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:18.366471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:18.367704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:18.369568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:18.370182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:18.371346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:18.373402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:18.392242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:18.394863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:18.401927] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -3.19% | Symbol ETA: 0.2s | Global ETA: 14m 19s
[2025-11-27T20:18:18.411669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:18.413286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:18.570415] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 6.78%, Actual: 5.12%
[2025-11-27T20:18:18.580984] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:18.705881] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:18.735849] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.31%, Actual: 0.69%
[2025-11-27T20:18:18.737968] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:18:18.745163] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:18.838995] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 5.84%
[2025-11-27T20:18:18.839299] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:18.840116] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:18.870648] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:18.898918] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:18.900928] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 5.28%, Actual: 5.02%
[2025-11-27T20:18:18.974211] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.0s | Global ETA: 14m 20s
[2025-11-27T20:18:18.974472] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:18:18.975272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:18.975400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:18.980130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:19.013838] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.98% | Symbol ETA: 1.6s | Global ETA: 14m 20s
[2025-11-27T20:18:19.014103] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:19.014928] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:18:19.015062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:19.015960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:19.018638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:19.019859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:19.020910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:19.023408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:19.024764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:19.025487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:19.028296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:19.030638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:19.034653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:19.035414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:19.035861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:19.037057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:19.037756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:19.038396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:18:19.039627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:18:19.041695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:19.067654] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 3.46%, Actual: 0.49%
[2025-11-27T20:18:19.168811] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:19.233749] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -2.38%, Actual: 0.58%
[2025-11-27T20:18:19.335076] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:19.363181] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:18:19.386679] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:19.398213] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 3.09%, Actual: 1.85%
[2025-11-27T20:18:19.427870] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.96%
[2025-11-27T20:18:19.428163] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:19.429005] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:19.524807] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:19.557760] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:19.564036] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -2.93%, Actual: 4.37%
[2025-11-27T20:18:19.600614] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 8.56% | Symbol ETA: 0.3s | Global ETA: 14m 20s
[2025-11-27T20:18:19.705093] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.37% | Symbol ETA: 0.9s | Global ETA: 14m 20s
[2025-11-27T20:18:19.731859] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 2.73%
[2025-11-27T20:18:19.759927] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:19.765196] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.10%, Actual: 3.11%
[2025-11-27T20:18:19.878344] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.55%, Actual: 1.85%
[2025-11-27T20:18:19.900407] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 1.88%, Actual: 0.58%
[2025-11-27T20:18:19.924376] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:19.926637] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -5.37%, Actual: 1.88%
[2025-11-27T20:18:20.016823] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.29%
[2025-11-27T20:18:20.017118] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:20.017961] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:20.050818] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 1.52%, Actual: 8.44%
[2025-11-27T20:18:20.074199] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -3.19%, Actual: 0.82%
[2025-11-27T20:18:20.074562] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 45.4491%
[2025-11-27T20:18:20.074728] [INFO ] [main      ] ATHA: DISCARDED add_volume_zscore (score: 45.45%)
[2025-11-27T20:18:20.074834] [INFO ] [main      ] ATHA: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:18:20.074927] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vwap_deviations']
[2025-11-27T20:18:20.075021] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:18:20.087116] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 2.52%, Actual: 2.24%
[2025-11-27T20:18:20.090208] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:20.090931] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 2
[2025-11-27T20:18:20.091921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:20.091992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:20.096907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:20.098796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:20.099406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:20.100231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:20.107393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:20.215633] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.41%, Actual: 1.25%
[2025-11-27T20:18:20.247473] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -5.31%, Actual: 1.37%
[2025-11-27T20:18:20.341893] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:20.379779] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 2.28%, Actual: 6.85%
[2025-11-27T20:18:20.409088] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.17%, Actual: 3.23%
[2025-11-27T20:18:20.442881] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-24
[2025-11-27T20:18:20.505622] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:20.544145] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 6.22%
[2025-11-27T20:18:20.569611] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 1.56%
[2025-11-27T20:18:20.597725] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -3.90%
[2025-11-27T20:18:20.598000] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:20.598847] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:20.621844] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:20.685459] [INFO ] [main      ] ATHA: Lookback Days: 2, Magnitude: 5.72% | Symbol ETA: 5.3s | Global ETA: 14m 21s
[2025-11-27T20:18:20.685756] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 3
[2025-11-27T20:18:20.686592] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:20.686714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:20.691526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:20.693338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:20.693968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:20.694643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:20.700458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:20.711454] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 2.95%
[2025-11-27T20:18:20.729876] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -4.01%, Actual: 1.41%
[2025-11-27T20:18:20.878528] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 1.00%
[2025-11-27T20:18:20.890597] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 0.81%
[2025-11-27T20:18:20.927177] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:18:21.033945] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-21
[2025-11-27T20:18:21.047692] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.63%
[2025-11-27T20:18:21.051495] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 1.30%
[2025-11-27T20:18:21.091563] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:21.183370] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 2.60%
[2025-11-27T20:18:21.183676] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:18:21.184479] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:21.199044] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:21.211992] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.56%, Actual: 1.93%
[2025-11-27T20:18:21.212233] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 46.0152%
[2025-11-27T20:18:21.212380] [INFO ] [main      ] COYA: DISCARDED add_volume_pressure_into_close (score: 46.02%)
[2025-11-27T20:18:21.212487] [INFO ] [main      ] COYA: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:18:21.212600] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_volume_zscore']
[2025-11-27T20:18:21.212701] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:18:21.213816] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.98%, Actual: 0.72%
[2025-11-27T20:18:21.224764] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:21.225258] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:18:21.226144] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:21.226273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:21.230965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:21.261959] [INFO ] [main      ] ATHA: Lookback Days: 3, Magnitude: -4.60% | Symbol ETA: 4.7s | Global ETA: 14m 22s
[2025-11-27T20:18:21.262227] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 4
[2025-11-27T20:18:21.263050] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:21.263189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:21.268027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:21.268711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:21.269950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:21.270470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:21.271103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:21.271377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:21.277023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:21.288339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:21.289892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:21.380888] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.37%, Actual: 2.58%
[2025-11-27T20:18:21.381261] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 41.3445%
[2025-11-27T20:18:21.381415] [INFO ] [main      ] DIBS: DISCARDED add_volatility_state_percentiles (score: 41.34%)
[2025-11-27T20:18:21.381528] [INFO ] [main      ] DIBS: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:18:21.381643] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion']
[2025-11-27T20:18:21.381748] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:21.394728] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:21.395424] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:21.396352] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:21.396488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:21.401417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:21.402438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:21.405014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:21.406391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:21.407191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:21.410028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:21.412197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:21.416228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:21.417433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:21.418965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:21.512197] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:18:21.611828] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:18:21.612812] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-20
[2025-11-27T20:18:21.679427] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:21.763366] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:21.773990] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -5.39%
[2025-11-27T20:18:21.774231] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:18:21.775142] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:21.775400] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:21.785618] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:21.849689] [INFO ] [main      ] ATHA: Lookback Days: 4, Magnitude: 3.94% | Symbol ETA: 4.1s | Global ETA: 14m 23s
[2025-11-27T20:18:21.849947] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 5
[2025-11-27T20:18:21.850745] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:21.850865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:21.855502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:21.855644] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 5.8s | Global ETA: 14m 23s
[2025-11-27T20:18:21.855773] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:18:21.856489] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:21.856551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:21.857320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:21.857863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:21.858525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:21.861204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:21.864106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:21.898503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:21.901150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:21.918029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:21.919551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:21.933240] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:22.077095] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 6.8s | Global ETA: 14m 23s
[2025-11-27T20:18:22.077231] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:22.077992] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:22.078074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:22.082860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:22.083795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:22.086193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:22.087467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:22.088158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:22.090860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:22.093259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:22.097273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:22.098670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:22.100417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:22.108997] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:18:22.199026] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-19
[2025-11-27T20:18:22.241859] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:18:22.271622] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:22.366754] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 3.31%
[2025-11-27T20:18:22.366997] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:18:22.367819] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:22.370967] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:22.403716] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:22.435338] [INFO ] [main      ] ATHA: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 3.5s | Global ETA: 14m 23s
[2025-11-27T20:18:22.435538] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 6
[2025-11-27T20:18:22.436359] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:22.436492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:22.441382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:22.443253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:22.443819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:22.444507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:22.445379] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:22.450440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:22.480859] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -3.37% | Symbol ETA: 5.2s | Global ETA: 14m 23s
[2025-11-27T20:18:22.480991] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:18:22.481738] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:22.481825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:22.486400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:22.523915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:22.526484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:22.543546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:22.545204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:22.615660] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:22.714194] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:18:22.759613] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 6.2s | Global ETA: 14m 24s
[2025-11-27T20:18:22.759748] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:22.760496] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:22.760597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:22.765333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:22.766295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:22.768798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:22.770136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:22.770888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:22.773797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:22.776148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:22.780141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:22.781417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:22.782982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:22.789659] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-18
[2025-11-27T20:18:22.868425] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:18:22.887816] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:22.982630] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.61%
[2025-11-27T20:18:22.982915] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:18:22.983771] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:23.024036] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:23.029830] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:23.088175] [INFO ] [main      ] ATHA: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 3.0s | Global ETA: 14m 24s
[2025-11-27T20:18:23.088442] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 7
[2025-11-27T20:18:23.089367] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:23.089497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:23.094734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:23.096757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:23.097358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:23.098169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:23.104356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:23.105600] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 1.99% | Symbol ETA: 4.5s | Global ETA: 14m 24s
[2025-11-27T20:18:23.105854] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:18:23.106656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:23.106785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:23.111427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:23.131516] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:23.148147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:23.150767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:23.167301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:23.168910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:23.297432] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:23.321180] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:18:23.438452] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 5.5s | Global ETA: 14m 24s
[2025-11-27T20:18:23.438741] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:23.439283] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-17
[2025-11-27T20:18:23.439618] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:23.439766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:23.444695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:23.445726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:23.448305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:23.449693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:23.450433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:23.453256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:23.455471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:23.459455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:23.460693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:23.462158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:23.487376] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:23.498466] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:18:23.583799] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.21%
[2025-11-27T20:18:23.606513] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:23.660698] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:23.669487] [INFO ] [main      ] ATHA: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 2.4s | Global ETA: 14m 24s
[2025-11-27T20:18:23.669764] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 8
[2025-11-27T20:18:23.670610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:23.670736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:23.675419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:23.677216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:23.677753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:23.678427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:23.684163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:23.737333] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.14% | Symbol ETA: 3.9s | Global ETA: 14m 25s
[2025-11-27T20:18:23.737594] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:18:23.738400] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:23.738530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:23.743169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:23.756359] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -7.67%, Actual: 2.48%
[2025-11-27T20:18:23.779989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:23.782637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:23.799052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:23.800648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:23.801145] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:23.931309] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 5.84%, Actual: 2.79%
[2025-11-27T20:18:23.965456] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:24.012569] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-14
[2025-11-27T20:18:24.098546] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.96%, Actual: 4.37%
[2025-11-27T20:18:24.105439] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 4.8s | Global ETA: 14m 25s
[2025-11-27T20:18:24.105743] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:24.106610] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:24.106747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:24.111634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:24.112667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:24.115220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:24.116609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:24.117364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:24.120099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:24.122291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:24.126200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:24.127408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:24.128936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:24.139692] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:18:24.180141] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:24.243475] [INFO ] [main      ] ATHA: Lookback Days: 8, Magnitude: -4.76% | Symbol ETA: 1.8s | Global ETA: 14m 25s
[2025-11-27T20:18:24.243941] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 9
[2025-11-27T20:18:24.244759] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:24.244882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:24.249716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:24.251676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:24.252226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:24.252921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:24.258843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:24.267671] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 2.79%
[2025-11-27T20:18:24.306898] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:24.383820] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 5.21% | Symbol ETA: 3.3s | Global ETA: 14m 25s
[2025-11-27T20:18:24.384070] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:18:24.384889] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:24.385017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:24.389677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:24.426451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:24.429185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:24.436040] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -3.90%, Actual: 0.97%
[2025-11-27T20:18:24.446158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:24.447790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:24.478659] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:24.589640] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-13
[2025-11-27T20:18:24.616704] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 2.60%, Actual: 0.59%
[2025-11-27T20:18:24.662044] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:24.754740] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:24.770696] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:18:24.786464] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -5.39%, Actual: 4.01%
[2025-11-27T20:18:24.804055] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 4.1s | Global ETA: 14m 26s
[2025-11-27T20:18:24.804208] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:24.805130] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:24.805264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:24.810100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:24.811137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:24.813626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:24.814961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:24.815779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:24.816256] [INFO ] [main      ] ATHA: Lookback Days: 9, Magnitude: 2.58% | Symbol ETA: 1.2s | Global ETA: 14m 26s
[2025-11-27T20:18:24.816507] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 10
[2025-11-27T20:18:24.817309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:24.817429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:24.818471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:24.820592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:24.822181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:24.823881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:24.824381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:24.824491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:24.825123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:24.825636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:24.827017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:24.830885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:24.932002] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:24.968166] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 3.31%, Actual: 0.56%
[2025-11-27T20:18:25.008229] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -3.48% | Symbol ETA: 2.7s | Global ETA: 14m 26s
[2025-11-27T20:18:25.008500] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:18:25.009303] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:25.009433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.014086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:25.050700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:25.053332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:25.069792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:25.071371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.139279] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 10.83%
[2025-11-27T20:18:25.154060] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:25.163013] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-12
[2025-11-27T20:18:25.304956] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.21%, Actual: 3.84%
[2025-11-27T20:18:25.305301] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 41.3193%
[2025-11-27T20:18:25.305409] [INFO ] [main      ] HELE: Baseline score (no features): 41.3193%
[2025-11-27T20:18:25.305502] [INFO ] [main      ] HELE: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.305605] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:18:25.305682] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:25.317115] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:25.319327] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:25.319939] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:25.320817] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:25.320882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.325537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.327263] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:25.388261] [INFO ] [main      ] ATHA: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 0.6s | Global ETA: 14m 26s
[2025-11-27T20:18:25.388399] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 11
[2025-11-27T20:18:25.389171] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:25.389255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.394009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:25.395705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:25.396166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:18:25.396778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:25.402166] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:18:25.402736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.456330] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.67% | Symbol ETA: 3.4s | Global ETA: 14m 26s
[2025-11-27T20:18:25.456460] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:25.457215] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:25.457286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.461961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:25.462884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:25.465413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:25.466783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:25.467506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:25.470190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:25.472326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:25.476157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:25.477315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:25.478774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.567785] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:25.643678] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: 2.63% | Symbol ETA: 2.1s | Global ETA: 14m 26s
[2025-11-27T20:18:25.643954] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:18:25.644749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:25.644877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.649597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:25.686688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:25.689837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:25.692592] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:25.708002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:25.710024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.749305] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-11
[2025-11-27T20:18:25.810088] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:25.862178] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:25.913027] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:25.962009] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.21% | Symbol ETA: 5m 39s | Global ETA: 14m 27s
[2025-11-27T20:18:25.962265] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:25.963100] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:25.963219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:25.968086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:25.974321] [INFO ] [main      ] ATHA: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 0.0s | Global ETA: 14m 27s
[2025-11-27T20:18:25.974926] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:26.042495] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:18:26.111381] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 2.7s | Global ETA: 14m 27s
[2025-11-27T20:18:26.111514] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:26.112282] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:26.112368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:26.117080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:26.118168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:26.120629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:26.121964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:26.122709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:26.125344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:26.127481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:26.131343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:26.132530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:26.133987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:26.137964] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 5.72%, Actual: 5.12%
[2025-11-27T20:18:26.209021] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:26.295550] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 1.4s | Global ETA: 14m 27s
[2025-11-27T20:18:26.295875] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:18:26.297307] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:26.297457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:26.303092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:26.308058] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:26.312553] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -4.60%, Actual: 0.69%
[2025-11-27T20:18:26.343928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:26.346922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:26.363480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:26.365100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:26.481442] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:26.482220] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 3.94%, Actual: 5.02%
[2025-11-27T20:18:26.493648] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:26.591317] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 5m 36s | Global ETA: 14m 27s
[2025-11-27T20:18:26.591590] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:26.592379] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:26.592496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:26.597468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:26.652510] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 0.49%
[2025-11-27T20:18:26.654813] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:26.706306] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:18:26.794837] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 2.1s | Global ETA: 14m 28s
[2025-11-27T20:18:26.794969] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:26.795730] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:26.795800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:26.802007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:26.802980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:26.805544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:26.806905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:26.807653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:26.810333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:26.812462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:26.816262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:26.817422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:26.818964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:26.822386] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 0.58%
[2025-11-27T20:18:26.881123] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:26.947323] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:26.960015] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -1.69% | Symbol ETA: 0.8s | Global ETA: 14m 28s
[2025-11-27T20:18:26.960282] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:18:26.961125] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:26.961257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:26.966222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:26.987915] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 0.97%, Actual: 1.85%
[2025-11-27T20:18:27.003895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:27.007259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:27.025353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:27.027476] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:27.115594] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:27.152161] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:27.153760] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.76%, Actual: 4.37%
[2025-11-27T20:18:27.212126] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 5m 32s | Global ETA: 14m 28s
[2025-11-27T20:18:27.212389] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:27.213242] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:27.213361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:27.218076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:27.317190] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:27.319783] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 2.58%, Actual: 2.73%
[2025-11-27T20:18:27.366408] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:18:27.455983] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 4.07% | Symbol ETA: 1.4s | Global ETA: 14m 28s
[2025-11-27T20:18:27.456114] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:27.456893] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:18:27.456980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:27.462428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:27.463786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:27.466618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:27.468266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:27.469057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:27.472056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:27.474970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:27.479462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:27.480690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:27.482260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:27.487232] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.58%
[2025-11-27T20:18:27.540596] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:27.553399] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:27.616498] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.07% | Symbol ETA: 0.2s | Global ETA: 14m 28s
[2025-11-27T20:18:27.660334] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.82%
[2025-11-27T20:18:27.660559] [INFO ] [main      ] ATHA: Magnitude Forecast Confidence: 50.7558%
[2025-11-27T20:18:27.660764] [INFO ] [main      ] ATHA: DISCARDED add_vwap_deviations (score: 50.76%)
[2025-11-27T20:18:27.660894] [INFO ] [main      ] ATHA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:18:27.661003] [INFO ] [main      ] ATHA: Best accuracy: 52.42%
[2025-11-27T20:18:27.661095] [INFO ] [main      ] ATHA: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude']
[2025-11-27T20:18:27.661146] [INFO ] [main      ] ATHA: Improvement over baseline: 12.57%
[2025-11-27T20:18:27.661232] [INFO ] [main      ] ATHA: Total time: 6.6 minutes
[2025-11-27T20:18:27.661318] [INFO ] [main      ] ATHA: Average time per feature: 7.6 seconds
[2025-11-27T20:18:27.661364] [INFO ] [main      ] ATHA: Average speed: 0.13 features/sec
[2025-11-27T20:18:27.718205] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:27.781447] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -0.34%, Actual: 3.11%
[2025-11-27T20:18:27.813778] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -3.72% | Symbol ETA: 5m 28s | Global ETA: 14m 29s
[2025-11-27T20:18:27.814043] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:27.814906] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:27.815025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:27.815144] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:27.819989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:27.831962] [DEBUG] [METRICS   ] ATHA: 2025-11-25:2025-11-26: Predicted: 7.43%, Actual: 5.12%
[2025-11-27T20:18:27.947421] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -3.37%, Actual: 1.88%
[2025-11-27T20:18:27.981328] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:28.001236] [DEBUG] [METRICS   ] ATHA: 2025-11-24:2025-11-25: Predicted: -7.06%, Actual: 0.69%
[2025-11-27T20:18:28.113734] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 1.99%, Actual: 2.24%
[2025-11-27T20:18:28.117339] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.12% | Symbol ETA: 0.7s | Global ETA: 14m 29s
[2025-11-27T20:18:28.149388] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:28.169969] [DEBUG] [METRICS   ] ATHA: 2025-11-21:2025-11-24: Predicted: 4.19%, Actual: 5.02%
[2025-11-27T20:18:28.280786] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.14%, Actual: 1.37%
[2025-11-27T20:18:28.285011] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.97%, Actual: 1.85%
[2025-11-27T20:18:28.319596] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:28.340368] [DEBUG] [METRICS   ] ATHA: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 0.49%
[2025-11-27T20:18:28.421846] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -1.41% | Symbol ETA: 5m 26s | Global ETA: 14m 29s
[2025-11-27T20:18:28.422111] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:28.422984] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:28.423111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:28.427971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:28.455981] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 5.21%, Actual: 3.23%
[2025-11-27T20:18:28.458757] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.55%, Actual: 8.44%
[2025-11-27T20:18:28.509396] [DEBUG] [METRICS   ] ATHA: 2025-11-19:2025-11-20: Predicted: -5.49%, Actual: 0.58%
[2025-11-27T20:18:28.617434] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.48%, Actual: 1.56%
[2025-11-27T20:18:28.623727] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.54%, Actual: 1.25%
[2025-11-27T20:18:28.694185] [DEBUG] [METRICS   ] ATHA: 2025-11-18:2025-11-19: Predicted: 1.89%, Actual: 1.85%
[2025-11-27T20:18:28.775643] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:18:28.788054] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 6.85%
[2025-11-27T20:18:28.831591] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 2.63%, Actual: 1.41%
[2025-11-27T20:18:28.868913] [DEBUG] [METRICS   ] ATHA: 2025-11-17:2025-11-18: Predicted: -4.67%, Actual: 4.37%
[2025-11-27T20:18:28.945164] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:28.953242] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 6.22%
[2025-11-27T20:18:28.995789] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -1.83%, Actual: 0.81%
[2025-11-27T20:18:29.042061] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.48% | Symbol ETA: 5m 25s | Global ETA: 14m 30s
[2025-11-27T20:18:29.042319] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:18:29.043177] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:29.043299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:29.048209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:29.051614] [DEBUG] [METRICS   ] ATHA: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 2.73%
[2025-11-27T20:18:29.128741] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.67%, Actual: 2.95%
[2025-11-27T20:18:29.156213] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 1.30%
[2025-11-27T20:18:29.213712] [DEBUG] [METRICS   ] ATHA: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 0.58%
[2025-11-27T20:18:29.295940] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.00%
[2025-11-27T20:18:29.319422] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.07%, Actual: 1.93%
[2025-11-27T20:18:29.319610] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 46.5208%
[2025-11-27T20:18:29.319730] [INFO ] [main      ] COYA: DISCARDED add_volume_zscore (score: 46.52%)
[2025-11-27T20:18:29.319782] [INFO ] [main      ] COYA: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:18:29.319826] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime', 'add_vwap_deviations']
[2025-11-27T20:18:29.319873] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:18:29.331912] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:29.332514] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 2
[2025-11-27T20:18:29.333430] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:29.333560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:29.338259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:29.375725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:29.376301] [DEBUG] [METRICS   ] ATHA: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.82%
[2025-11-27T20:18:29.376923] [INFO ] [LOCAL     ] Saved configuration for ATHA: 4 features, 52.42% accuracy -> ./output/feature-sets/ATHA.json
[2025-11-27T20:18:29.378319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:29.378867] [INFO ] [main      ] Progress: 6/10 symbols completed (60.0%). ATHA finished in 6m 46s. ETA: 9m 40s. Rate: 0.41 symbols/min
[2025-11-27T20:18:29.381022] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:29.381791] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:18:29.393363] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:29.393876] [INFO ] [main      ] HERO: Testing with 53 available features
[2025-11-27T20:18:29.393945] [INFO ] [main      ] HERO: Establishing baseline with no features...
[2025-11-27T20:18:29.393991] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:29.395538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:29.401274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:29.406234] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:29.406711] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:18:29.407615] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:29.463835] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.63%
[2025-11-27T20:18:29.551134] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:29.631694] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 0.72%
[2025-11-27T20:18:29.647222] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -6.16% | Symbol ETA: 5m 23s | Global ETA: 9m 40s
[2025-11-27T20:18:29.647518] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:18:29.648460] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:29.648604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:29.653514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:29.726622] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-24
[2025-11-27T20:18:29.752645] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:18:29.809493] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 2.58%
[2025-11-27T20:18:29.809863] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 42.3116%
[2025-11-27T20:18:29.810045] [INFO ] [main      ] DIBS: KEPT add_volume_dispersion (score: 42.31%)
[2025-11-27T20:18:29.810156] [INFO ] [main      ] DIBS: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:18:29.810258] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion', 'add_volume_flow_differentials']
[2025-11-27T20:18:29.810364] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:29.823150] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:29.823890] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:29.824799] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:29.824931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:29.829781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:29.830786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:29.833269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:29.834635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:29.835407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:29.838113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:29.840291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:29.844109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:29.845273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:29.846746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:29.849557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:29.887300] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:29.915342] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:29.964867] [INFO ] [main      ] COYA: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 5.7s | Global ETA: 9m 40s
[2025-11-27T20:18:29.965115] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 3
[2025-11-27T20:18:29.965920] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:29.966050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:29.970705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:29.976126] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -1.29%
[2025-11-27T20:18:29.976440] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:18:29.977251] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:29.996986] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:18:30.007867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:30.010533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:30.027095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:30.032608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:30.180163] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:30.182085] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:30.276211] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -6.73% | Symbol ETA: 5m 23s | Global ETA: 9m 41s
[2025-11-27T20:18:30.276468] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:18:30.277304] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:30.277424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:30.282264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:30.302996] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:18:30.346680] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:30.355419] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-21
[2025-11-27T20:18:30.479041] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:30.493373] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 6.5s | Global ETA: 9m 41s
[2025-11-27T20:18:30.493671] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:30.494520] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:30.494675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:30.499627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:30.500667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:30.503141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:30.504545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:30.505310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:30.508195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:30.510346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:30.514247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:30.515438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:30.516957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:30.518047] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:30.519840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:30.544825] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 3.04%
[2025-11-27T20:18:30.545120] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:18:30.546000] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:30.597043] [INFO ] [main      ] COYA: Lookback Days: 3, Magnitude: -3.42% | Symbol ETA: 5.1s | Global ETA: 9m 41s
[2025-11-27T20:18:30.597294] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 4
[2025-11-27T20:18:30.598127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:30.598274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:30.603027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:30.624547] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:18:30.640467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:30.643199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:30.660196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:30.665986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:30.795806] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:30.858156] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:30.889332] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:18:30.889943] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -7.73% | Symbol ETA: 5m 22s | Global ETA: 9m 41s
[2025-11-27T20:18:30.890092] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:18:30.890889] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:30.891074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:30.895939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:30.988847] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-20
[2025-11-27T20:18:31.023285] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:31.063851] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:31.125588] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.51%
[2025-11-27T20:18:31.125889] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:18:31.126754] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:31.149042] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:31.166801] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 5.9s | Global ETA: 9m 41s
[2025-11-27T20:18:31.167071] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:31.167900] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:31.168033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:31.172851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:31.173848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:31.176228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:31.177614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:31.178365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:31.181053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:31.183205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:31.186991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:31.188182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:31.189674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:31.192463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:31.228479] [INFO ] [main      ] COYA: Lookback Days: 4, Magnitude: 3.82% | Symbol ETA: 4.4s | Global ETA: 9m 41s
[2025-11-27T20:18:31.228733] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 5
[2025-11-27T20:18:31.229743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:31.230078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:31.232137] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:18:31.235144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:31.271624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:31.274182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:31.291096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:31.296598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:31.402517] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:31.479496] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:18:31.504610] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.13% | Symbol ETA: 5m 22s | Global ETA: 9m 42s
[2025-11-27T20:18:31.524813] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:31.623514] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-19
[2025-11-27T20:18:31.659247] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:31.674304] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.21%, Actual: 2.48%
[2025-11-27T20:18:31.690490] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:31.720198] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.33%
[2025-11-27T20:18:31.720499] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:18:31.721539] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:31.789878] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:31.836293] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 5.2s | Global ETA: 9m 42s
[2025-11-27T20:18:31.836588] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:31.837408] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:31.837542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:31.842322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:31.843329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:31.845827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:31.847184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:31.848083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:31.850977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:31.853147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:31.854505] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.05%, Actual: 2.79%
[2025-11-27T20:18:31.857056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:31.858315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:31.859812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:31.862650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:31.867800] [INFO ] [main      ] COYA: Lookback Days: 5, Magnitude: -7.40% | Symbol ETA: 3.8s | Global ETA: 9m 42s
[2025-11-27T20:18:31.868050] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 6
[2025-11-27T20:18:31.868913] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:31.869044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:31.873709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:31.909951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:31.912659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:31.929182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:31.934713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:32.021744] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.76%, Actual: 4.37%
[2025-11-27T20:18:32.053320] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:18:32.205278] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -3.72%, Actual: 2.79%
[2025-11-27T20:18:32.207604] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:32.224195] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:32.260467] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-18
[2025-11-27T20:18:32.287235] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.68%
[2025-11-27T20:18:32.287540] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:18:32.288424] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:32.373347] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:32.378883] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 0.97%
[2025-11-27T20:18:32.425759] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:32.508843] [INFO ] [main      ] COYA: Lookback Days: 6, Magnitude: 9.13% | Symbol ETA: 3.2s | Global ETA: 9m 42s
[2025-11-27T20:18:32.509103] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 7
[2025-11-27T20:18:32.509963] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:32.510095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:32.514841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:32.523699] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 4.6s | Global ETA: 9m 42s
[2025-11-27T20:18:32.523941] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:32.524788] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:32.524921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:32.530135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:32.531189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:32.533732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:32.535678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:32.536438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:32.539255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:32.541429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:32.545885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:32.547099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:32.548598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:32.551497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:32.552245] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 0.59%
[2025-11-27T20:18:32.553002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:32.556111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:32.573226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:32.579418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:32.640921] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:18:32.720374] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -6.16%, Actual: 4.01%
[2025-11-27T20:18:32.807139] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:32.875362] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.32%
[2025-11-27T20:18:32.875686] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:18:32.876762] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:32.883863] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:32.886901] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -6.73%, Actual: 0.56%
[2025-11-27T20:18:32.913248] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-17
[2025-11-27T20:18:33.049424] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:33.058023] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -7.73%, Actual: 10.83%
[2025-11-27T20:18:33.084838] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:33.160275] [INFO ] [main      ] COYA: Lookback Days: 7, Magnitude: -7.03% | Symbol ETA: 2.6s | Global ETA: 9m 43s
[2025-11-27T20:18:33.160527] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 8
[2025-11-27T20:18:33.161335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:33.161465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.166103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:33.191155] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 3.9s | Global ETA: 9m 43s
[2025-11-27T20:18:33.191287] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:33.192045] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:33.192128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.196844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:33.197770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:33.200211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:33.201521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:33.202231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:33.203325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:33.204829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:33.206075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:33.206903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:33.210675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:33.211766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:33.213115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:33.215822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.218081] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:18:33.223401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:33.228894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.229181] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 3.84%
[2025-11-27T20:18:33.229385] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 50.5328%
[2025-11-27T20:18:33.229440] [INFO ] [main      ] HELE: KEPT add_afternoon_v_morning_volatility_mix (score: 50.53%)
[2025-11-27T20:18:33.229498] [INFO ] [main      ] HELE: Testing feature 2/53: add_atr
[2025-11-27T20:18:33.229534] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:18:33.229588] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:33.243698] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:33.244431] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:33.245404] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:33.245529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.251089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:33.252972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:33.253521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.386259] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:33.446435] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.08%
[2025-11-27T20:18:33.446747] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:18:33.447546] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:33.545341] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:33.552253] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-14
[2025-11-27T20:18:33.598546] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:33.711560] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:33.715506] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:33.768756] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:33.785229] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:18:33.792528] [INFO ] [main      ] COYA: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 1.9s | Global ETA: 9m 43s
[2025-11-27T20:18:33.792814] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 9
[2025-11-27T20:18:33.793619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:33.793747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.798405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:33.835058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:33.837709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:33.851946] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 3.2s | Global ETA: 9m 43s
[2025-11-27T20:18:33.852218] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:33.853040] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:33.853173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.854743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:33.857983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:33.859034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:33.860636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.861524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:33.862896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:33.863648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:33.866344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:33.867801] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.23% | Symbol ETA: 6m 50s | Global ETA: 9m 43s
[2025-11-27T20:18:33.868089] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:33.868559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:33.868941] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:33.869072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:33.872437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:33.873623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:33.873949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:33.875098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:33.875857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:33.876400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.877946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:33.953897] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:34.014058] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.07%
[2025-11-27T20:18:34.014331] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:18:34.015155] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:34.187194] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-13
[2025-11-27T20:18:34.205818] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:34.211610] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:34.352243] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:34.372759] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:18:34.375016] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:34.377834] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:34.426970] [INFO ] [main      ] COYA: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 1.3s | Global ETA: 9m 43s
[2025-11-27T20:18:34.427236] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 10
[2025-11-27T20:18:34.428033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:34.428177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:34.432809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:34.469919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:34.472617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:34.474120] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 6m 49s | Global ETA: 9m 44s
[2025-11-27T20:18:34.474377] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:34.475248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:34.475376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:34.480557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:34.482413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:34.482984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:34.489658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:34.495378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:34.518760] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 2.5s | Global ETA: 9m 44s
[2025-11-27T20:18:34.519031] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:34.519900] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:34.520033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:34.524823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:34.525857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:34.528371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:34.529793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:34.530557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:34.533263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:34.535415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:34.539342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:34.540545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:34.542033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:34.544851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:34.545763] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:34.607355] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.21%
[2025-11-27T20:18:34.607718] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:18:34.608886] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:18:34.823900] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-12
[2025-11-27T20:18:34.828466] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:34.877476] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:34.944446] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:18:34.987199] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:34.997736] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:35.042660] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:35.061940] [INFO ] [main      ] COYA: Lookback Days: 10, Magnitude: -3.21% | Symbol ETA: 0.6s | Global ETA: 9m 44s
[2025-11-27T20:18:35.062189] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 11
[2025-11-27T20:18:35.062991] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:18:35.063121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:35.067752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:18:35.094316] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.94% | Symbol ETA: 6m 48s | Global ETA: 9m 44s
[2025-11-27T20:18:35.094566] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:35.095417] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:35.095543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:35.100454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:35.102304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:35.102881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:35.104260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:35.106426] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:35.107179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:18:35.123979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:35.129745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:35.164942] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.80%
[2025-11-27T20:18:35.182868] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 1.9s | Global ETA: 9m 44s
[2025-11-27T20:18:35.183147] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:35.184013] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:35.184149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:35.189042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:35.190094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:35.192566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:35.194068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:35.194846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:35.197664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:35.200006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:35.203983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:35.205210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:35.206627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:35.209425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:35.331112] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -1.29%, Actual: 1.21%
[2025-11-27T20:18:35.434838] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:35.456649] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-11
[2025-11-27T20:18:35.493776] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 3.04%, Actual: 0.43%
[2025-11-27T20:18:35.541257] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:35.598819] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:35.619757] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:35.656846] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.51%, Actual: 1.66%
[2025-11-27T20:18:35.694120] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 6m 48s | Global ETA: 9m 44s
[2025-11-27T20:18:35.694372] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:35.695260] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:35.695379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:35.695842] [INFO ] [main      ] COYA: Lookback Days: 11, Magnitude: 7.98% | Symbol ETA: 0.0s | Global ETA: 9m 44s
[2025-11-27T20:18:35.700227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:35.701998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:35.702523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:35.709758] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:35.822190] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.64%
[2025-11-27T20:18:35.852440] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.58% | Symbol ETA: 1.2s | Global ETA: 9m 44s
[2025-11-27T20:18:35.852606] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:35.853363] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:35.853448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:35.858411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:35.859383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:35.860466] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: -1.38%, Actual: 3.11%
[2025-11-27T20:18:35.861889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:35.863314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:35.864097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:35.866824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:35.869054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:35.872974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:35.874159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:35.875606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:18:35.878394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:35.993522] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 0.16%
[2025-11-27T20:18:36.025103] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: -3.42%, Actual: 1.88%
[2025-11-27T20:18:36.038098] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:36.172644] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.81%
[2025-11-27T20:18:36.188910] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.82%, Actual: 2.24%
[2025-11-27T20:18:36.205761] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:36.210438] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:36.303133] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.54% | Symbol ETA: 6m 47s | Global ETA: 9m 45s
[2025-11-27T20:18:36.303393] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:36.304190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:36.304310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:36.309453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:36.311497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:36.312236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:36.353264] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -7.40%, Actual: 1.37%
[2025-11-27T20:18:36.359545] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 1.81%
[2025-11-27T20:18:36.379862] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:36.515558] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 9.13%, Actual: 3.23%
[2025-11-27T20:18:36.518851] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.31% | Symbol ETA: 0.5s | Global ETA: 9m 45s
[2025-11-27T20:18:36.562691] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.99%
[2025-11-27T20:18:36.644430] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:18:36.682308] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -7.03%, Actual: 1.56%
[2025-11-27T20:18:36.685764] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.85%, Actual: 1.85%
[2025-11-27T20:18:36.727956] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 0.13%
[2025-11-27T20:18:36.808768] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:36.849244] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 1.41%
[2025-11-27T20:18:36.849829] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.21%, Actual: 8.44%
[2025-11-27T20:18:36.898008] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 1.52%
[2025-11-27T20:18:36.898233] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 45.5088%
[2025-11-27T20:18:36.898420] [INFO ] [main      ] HERO: Baseline score (no features): 45.5088%
[2025-11-27T20:18:36.898517] [INFO ] [main      ] HERO: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:36.898612] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-11-27T20:18:36.898688] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:36.900772] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 5.21% | Symbol ETA: 6m 47s | Global ETA: 9m 45s
[2025-11-27T20:18:36.900915] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:18:36.901681] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:36.901750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:36.906389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:36.908111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:36.908625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:37.013623] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: -2.80%, Actual: 0.81%
[2025-11-27T20:18:37.015047] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.36%, Actual: 1.25%
[2025-11-27T20:18:37.090337] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:37.091008] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:18:37.091896] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:37.092018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:37.096644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:37.180234] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 6.85%
[2025-11-27T20:18:37.186922] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -3.21%, Actual: 1.30%
[2025-11-27T20:18:37.238249] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:18:37.347615] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 1.35%, Actual: 6.22%
[2025-11-27T20:18:37.369437] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 7.98%, Actual: 1.93%
[2025-11-27T20:18:37.370598] [INFO ] [main      ] COYA: Magnitude Forecast Confidence: 38.0620%
[2025-11-27T20:18:37.371262] [INFO ] [main      ] COYA: DISCARDED add_vwap_deviations (score: 38.06%)
[2025-11-27T20:18:37.371381] [INFO ] [main      ] COYA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:18:37.371481] [INFO ] [main      ] COYA: Best accuracy: 51.87%
[2025-11-27T20:18:37.371592] [INFO ] [main      ] COYA: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_prior_day_tail_pressure', 'add_regime']
[2025-11-27T20:18:37.371689] [INFO ] [main      ] COYA: Improvement over baseline: 12.23%
[2025-11-27T20:18:37.371782] [INFO ] [main      ] COYA: Total time: 7.1 minutes
[2025-11-27T20:18:37.371872] [INFO ] [main      ] COYA: Average time per feature: 8.0 seconds
[2025-11-27T20:18:37.371963] [INFO ] [main      ] COYA: Average speed: 0.12 features/sec
[2025-11-27T20:18:37.406017] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:37.423141] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:18:37.508516] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 6m 46s | Global ETA: 9m 46s
[2025-11-27T20:18:37.508749] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:18:37.509544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:37.509680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:37.514365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:37.516139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:37.516682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:37.517985] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.51%, Actual: 2.95%
[2025-11-27T20:18:37.537789] [DEBUG] [METRICS   ] COYA: 2025-11-25:2025-11-26: Predicted: 3.89%, Actual: 3.11%
[2025-11-27T20:18:37.591619] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:37.653880] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 4m 58s | Global ETA: 9m 46s
[2025-11-27T20:18:37.654124] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:18:37.654937] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:37.655055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:37.659744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:37.682892] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 1.00%
[2025-11-27T20:18:37.703409] [DEBUG] [METRICS   ] COYA: 2025-11-24:2025-11-25: Predicted: 1.58%, Actual: 1.88%
[2025-11-27T20:18:37.848170] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 0.63%
[2025-11-27T20:18:37.848480] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:18:37.866367] [DEBUG] [METRICS   ] COYA: 2025-11-21:2025-11-24: Predicted: 3.53%, Actual: 2.24%
[2025-11-27T20:18:37.996334] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:18:38.013530] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.58%, Actual: 0.72%
[2025-11-27T20:18:38.018126] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:38.028592] [DEBUG] [METRICS   ] COYA: 2025-11-20:2025-11-21: Predicted: -3.45%, Actual: 1.37%
[2025-11-27T20:18:38.113756] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 6m 45s | Global ETA: 9m 46s
[2025-11-27T20:18:38.114025] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:18:38.114874] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:38.114999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.119853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:38.121675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:38.122217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:38.163249] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:38.177944] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.31%, Actual: 2.58%
[2025-11-27T20:18:38.178325] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 41.0897%
[2025-11-27T20:18:38.178447] [INFO ] [main      ] DIBS: DISCARDED add_volume_flow_differentials (score: 41.09%)
[2025-11-27T20:18:38.178553] [INFO ] [main      ] DIBS: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:18:38.178668] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion', 'add_volume_pressure_into_close']
[2025-11-27T20:18:38.178775] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:38.190516] [DEBUG] [METRICS   ] COYA: 2025-11-19:2025-11-20: Predicted: 6.78%, Actual: 3.23%
[2025-11-27T20:18:38.191693] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:38.192216] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:38.193110] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:38.193255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.198006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:38.199032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:38.201499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:38.202851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:38.203595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:38.206234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:38.208412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:38.212226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:38.213439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:38.214922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:38.216655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:38.228923] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 5m 0s | Global ETA: 9m 46s
[2025-11-27T20:18:38.229184] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:18:38.229942] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:38.230058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.234847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:38.353260] [DEBUG] [METRICS   ] COYA: 2025-11-18:2025-11-19: Predicted: -3.81%, Actual: 1.56%
[2025-11-27T20:18:38.457539] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:18:38.515299] [DEBUG] [METRICS   ] COYA: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.41%
[2025-11-27T20:18:38.546049] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:38.572293] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:18:38.624691] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:38.678908] [DEBUG] [METRICS   ] COYA: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.81%
[2025-11-27T20:18:38.711336] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:38.718161] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 6m 45s | Global ETA: 9m 46s
[2025-11-27T20:18:38.718428] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:18:38.719264] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:38.719386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.724257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:38.726112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:38.726681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:38.742250] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:38.805701] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 5m 1s | Global ETA: 9m 46s
[2025-11-27T20:18:38.805948] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:18:38.806741] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:38.806857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.811544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:38.844459] [DEBUG] [METRICS   ] COYA: 2025-11-13:2025-11-14: Predicted: -4.92%, Actual: 1.30%
[2025-11-27T20:18:38.856484] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -2.09% | Symbol ETA: 6.3s | Global ETA: 9m 46s
[2025-11-27T20:18:38.856768] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:38.857611] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:38.857739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:38.862734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:38.863825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:38.866389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:38.867862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:38.868652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:38.871448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:38.873724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:38.877702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:38.878945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:38.880492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:38.882303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:39.011174] [DEBUG] [METRICS   ] COYA: 2025-11-12:2025-11-13: Predicted: 8.85%, Actual: 1.93%
[2025-11-27T20:18:39.011863] [INFO ] [LOCAL     ] Saved configuration for COYA: 4 features, 51.87% accuracy -> ./output/feature-sets/COYA.json
[2025-11-27T20:18:39.012624] [INFO ] [main      ] Progress: 7/10 symbols completed (70.0%). COYA finished in 7m 13s. ETA: 6m 17s. Rate: 0.48 symbols/min
[2025-11-27T20:18:39.057078] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:18:39.139462] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:18:39.214490] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:39.219524] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:39.302108] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:39.310778] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 8.69% | Symbol ETA: 6m 44s | Global ETA: 6m 17s
[2025-11-27T20:18:39.364489] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 4m 59s | Global ETA: 6m 17s
[2025-11-27T20:18:39.364645] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:18:39.365375] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:39.365444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:39.370063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:39.389245] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:39.475491] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.23%, Actual: 2.48%
[2025-11-27T20:18:39.532568] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 5.7s | Global ETA: 6m 17s
[2025-11-27T20:18:39.532720] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:39.533480] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:39.533557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:39.538376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:39.539359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:39.541849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:39.543138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:39.543847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:39.546505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:39.548663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:39.552443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:39.553615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:39.555036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:39.556746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:39.641687] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -3.35%, Actual: 2.79%
[2025-11-27T20:18:39.694991] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:18:39.804774] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.94%, Actual: 4.37%
[2025-11-27T20:18:39.861904] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:39.899808] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:39.924915] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 4m 58s | Global ETA: 6m 17s
[2025-11-27T20:18:39.925060] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:18:39.925831] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:39.925901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:39.930724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:39.967396] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 2.79%
[2025-11-27T20:18:40.070928] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:40.131618] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.54%, Actual: 0.97%
[2025-11-27T20:18:40.213998] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 5.1s | Global ETA: 6m 18s
[2025-11-27T20:18:40.214132] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:40.214910] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:40.214984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:40.219664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:40.220605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:40.223019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:40.224415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:40.225089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:40.227696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:40.229806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:40.233631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:40.234749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:40.236174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:40.237833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:40.267774] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:18:40.296289] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 5.21%, Actual: 0.59%
[2025-11-27T20:18:40.431767] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:40.458911] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 4.01%
[2025-11-27T20:18:40.493913] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 4m 57s | Global ETA: 6m 18s
[2025-11-27T20:18:40.494048] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:18:40.494792] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:40.494859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:40.499449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:40.581766] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:40.623043] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.56%
[2025-11-27T20:18:40.751647] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:40.787785] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 10.83%
[2025-11-27T20:18:40.829212] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:18:40.893201] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 4.4s | Global ETA: 6m 18s
[2025-11-27T20:18:40.893334] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:40.894110] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:40.894186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:40.898852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:40.899775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:40.902172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:40.903447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:40.904210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:40.907341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:40.909447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:40.913141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:40.914250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:40.915634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:40.917249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:40.951591] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 8.69%, Actual: 3.84%
[2025-11-27T20:18:40.951818] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 37.2708%
[2025-11-27T20:18:40.951882] [INFO ] [main      ] HELE: DISCARDED add_atr (score: 37.27%)
[2025-11-27T20:18:40.951929] [INFO ] [main      ] HELE: Testing feature 3/53: add_atr_10
[2025-11-27T20:18:40.951969] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:18:40.952012] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:40.964624] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:40.965147] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:40.965996] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:40.966066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:40.970787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:40.972489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:40.972979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:40.992961] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:41.054190] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.30% | Symbol ETA: 4m 56s | Global ETA: 6m 18s
[2025-11-27T20:18:41.054343] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:18:41.055115] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:41.055184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:41.060025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:41.247898] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:41.300039] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:41.392561] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:18:41.412242] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:41.464872] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:41.552181] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 3.7s | Global ETA: 6m 18s
[2025-11-27T20:18:41.552316] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:41.553110] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:41.553186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:41.557749] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:41.557901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:41.558851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:41.561273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:41.561686] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -7.85% | Symbol ETA: 3m 18s | Global ETA: 6m 18s
[2025-11-27T20:18:41.561825] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:41.562526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:41.562588] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:41.562656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:41.563234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:41.565844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:41.567308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:41.567956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:41.569123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:41.569631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:41.571948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:41.573097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:41.574491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:41.576169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:41.622044] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.97% | Symbol ETA: 4m 56s | Global ETA: 6m 18s
[2025-11-27T20:18:41.622181] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:18:41.622931] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:41.623001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:41.627627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:41.900919] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:41.906521] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:41.955361] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:18:42.068264] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:42.073347] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:42.120174] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:42.169001] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 3m 18s | Global ETA: 6m 18s
[2025-11-27T20:18:42.169190] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:42.169985] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:42.170056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:42.174942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:42.176780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:42.177265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:42.181266] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 4m 55s | Global ETA: 6m 18s
[2025-11-27T20:18:42.181402] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:18:42.182149] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:18:42.182218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:42.186839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:42.213869] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 3.0s | Global ETA: 6m 18s
[2025-11-27T20:18:42.214005] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:42.214762] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:42.214838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:42.219517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:42.220438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:42.222858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:42.224130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:42.224813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:42.227376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:42.229454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:42.233175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:42.234260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:42.235640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:42.237244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:42.514000] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:18:42.530276] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:42.570307] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:42.677640] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:42.695887] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:42.738406] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:42.739804] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 4m 54s | Global ETA: 6m 19s
[2025-11-27T20:18:42.793162] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -3.33% | Symbol ETA: 3m 17s | Global ETA: 6m 19s
[2025-11-27T20:18:42.793301] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:42.794148] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:42.794239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:42.799114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:42.800908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:42.801381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:42.877891] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 2.3s | Global ETA: 6m 19s
[2025-11-27T20:18:42.878034] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:42.878824] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:42.878904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:42.883640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:42.884600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:42.887033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:42.888371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:42.889063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:42.891667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:42.893729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:42.897470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:42.898590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:42.899952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:42.901564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:42.904016] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.70%, Actual: 1.21%
[2025-11-27T20:18:43.068422] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.01%, Actual: 0.43%
[2025-11-27T20:18:43.130307] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:43.227529] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:43.234022] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.66%
[2025-11-27T20:18:43.295106] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:43.389615] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 3m 17s | Global ETA: 6m 19s
[2025-11-27T20:18:43.389752] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:43.390517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:43.390605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:43.390962] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:43.395469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:43.397232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:43.397734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:43.427517] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.64%
[2025-11-27T20:18:43.529530] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 1.7s | Global ETA: 6m 19s
[2025-11-27T20:18:43.529683] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:43.530424] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:43.530501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:43.535241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:43.536178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:43.538650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:43.539982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:43.540676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:43.543222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:43.545272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:43.549092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:43.550187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:43.551539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:43.553286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:43.595282] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.16%
[2025-11-27T20:18:43.730904] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:43.764494] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.81%
[2025-11-27T20:18:43.881106] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:43.894012] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:43.926886] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.81%
[2025-11-27T20:18:43.989874] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.78% | Symbol ETA: 3m 16s | Global ETA: 6m 19s
[2025-11-27T20:18:43.990018] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:43.990781] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:43.990851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:43.995500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:43.997207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:43.997690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:44.045642] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:44.094518] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.97%, Actual: 0.99%
[2025-11-27T20:18:44.184151] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.62% | Symbol ETA: 1.0s | Global ETA: 6m 19s
[2025-11-27T20:18:44.184287] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:44.185053] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:44.185129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:44.189902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:44.190851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:44.193264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:44.194526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:44.195192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:44.197775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:44.199892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:44.203641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:44.204724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:44.206066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:18:44.207719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:44.259350] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 0.13%
[2025-11-27T20:18:44.343589] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:18:44.444123] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 1.52%
[2025-11-27T20:18:44.444340] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 46.3071%
[2025-11-27T20:18:44.444420] [INFO ] [main      ] HERO: KEPT add_afternoon_v_morning_volatility_mix (score: 46.31%)
[2025-11-27T20:18:44.444478] [INFO ] [main      ] HERO: Testing feature 2/53: add_atr
[2025-11-27T20:18:44.444536] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-11-27T20:18:44.444596] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:44.456905] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:44.457312] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:18:44.458229] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:44.458301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:44.463197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:44.465048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:44.465544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:44.508440] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:44.534836] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:44.604142] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 3m 15s | Global ETA: 6m 19s
[2025-11-27T20:18:44.604291] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:18:44.605087] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:44.605160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:44.610142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:44.611953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:44.612454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:44.698175] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:44.812185] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:18:44.835739] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.88% | Symbol ETA: 0.3s | Global ETA: 6m 20s
[2025-11-27T20:18:44.953018] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:18:44.976913] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:45.001471] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -2.09%, Actual: 1.85%
[2025-11-27T20:18:45.041840] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 6m 30s | Global ETA: 6m 20s
[2025-11-27T20:18:45.041983] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:18:45.042745] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:45.042815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:45.047509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:45.049246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:45.049734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:45.118291] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:45.167174] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.87%, Actual: 8.44%
[2025-11-27T20:18:45.209868] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.04% | Symbol ETA: 3m 15s | Global ETA: 6m 20s
[2025-11-27T20:18:45.210024] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:18:45.210794] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:45.210864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:45.215489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:45.217210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:45.217700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:45.332453] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.53%, Actual: 1.25%
[2025-11-27T20:18:45.383841] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:18:45.496995] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 6.85%
[2025-11-27T20:18:45.546413] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:18:45.546911] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:45.613594] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 6m 29s | Global ETA: 6m 20s
[2025-11-27T20:18:45.613734] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:18:45.614526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:45.614612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:45.619309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:45.621054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:45.621524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:45.660663] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 6.22%
[2025-11-27T20:18:45.711351] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:45.803480] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 4.03% | Symbol ETA: 3m 14s | Global ETA: 6m 20s
[2025-11-27T20:18:45.803633] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:18:45.804377] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:45.804447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:45.809403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:45.811158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:45.811647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:45.824686] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 2.95%
[2025-11-27T20:18:45.949624] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:18:45.990704] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.00%
[2025-11-27T20:18:46.111818] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:46.137218] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:18:46.156896] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.63%
[2025-11-27T20:18:46.175190] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.68% | Symbol ETA: 6m 29s | Global ETA: 6m 20s
[2025-11-27T20:18:46.175329] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:18:46.176135] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:46.176205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:46.180832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:46.182512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:46.182995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:46.301382] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:46.321614] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.62%, Actual: 0.72%
[2025-11-27T20:18:46.391727] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -1.68% | Symbol ETA: 3m 14s | Global ETA: 6m 20s
[2025-11-27T20:18:46.391862] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:18:46.392627] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:46.392696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:46.397307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:46.399034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:46.399505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:46.491243] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.88%, Actual: 2.58%
[2025-11-27T20:18:46.491477] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 33.7828%
[2025-11-27T20:18:46.491612] [INFO ] [main      ] DIBS: DISCARDED add_volume_pressure_into_close (score: 33.78%)
[2025-11-27T20:18:46.491666] [INFO ] [main      ] DIBS: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:18:46.491712] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion', 'add_volume_zscore']
[2025-11-27T20:18:46.491759] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:46.504731] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:46.505122] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:46.505976] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:46.506053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:46.509105] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:18:46.511911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:46.513013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:46.515458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:46.516745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:46.517395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:46.519999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:46.522068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:46.525773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:46.526866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:46.528253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:46.529885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:46.671040] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:46.730872] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:18:46.734422] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 6m 28s | Global ETA: 6m 20s
[2025-11-27T20:18:46.734555] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:18:46.735334] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:46.735404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:46.740187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:46.741902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:46.742370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:46.856490] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:46.896608] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:46.991967] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.42% | Symbol ETA: 3m 13s | Global ETA: 6m 20s
[2025-11-27T20:18:47.018739] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:47.066012] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:18:47.156759] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -7.85%, Actual: 2.48%
[2025-11-27T20:18:47.162952] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 6.1s | Global ETA: 6m 21s
[2025-11-27T20:18:47.163089] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:47.163884] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:47.163960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:47.168878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:47.169826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:47.172253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:47.173534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:47.174212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:47.176836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:47.178959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:47.182778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:47.183863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:47.185263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:47.186945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:47.228439] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:47.293027] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 6m 28s | Global ETA: 6m 21s
[2025-11-27T20:18:47.293160] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:18:47.293966] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:47.294047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:47.298709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:47.300423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:47.300921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:47.324373] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.45%, Actual: 2.79%
[2025-11-27T20:18:47.492672] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -3.33%, Actual: 4.37%
[2025-11-27T20:18:47.527786] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:47.629686] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:18:47.658552] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.32%, Actual: 2.79%
[2025-11-27T20:18:47.693321] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:47.793643] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:47.823227] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 0.97%
[2025-11-27T20:18:47.836735] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 5.5s | Global ETA: 6m 21s
[2025-11-27T20:18:47.836883] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:47.837671] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:47.837744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:47.842487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:47.843474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:47.846021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:47.847377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:47.848081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:47.850803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:47.852935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:47.856816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:47.857905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:47.858212] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 6m 27s | Global ETA: 6m 21s
[2025-11-27T20:18:47.858354] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:18:47.859114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:47.859183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:47.859289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:47.860953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:47.863799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:47.865509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:47.865991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:47.988530] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 0.59%
[2025-11-27T20:18:48.153018] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 4.01%
[2025-11-27T20:18:48.190831] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:18:48.194924] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:48.320038] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 4.03%, Actual: 0.56%
[2025-11-27T20:18:48.353557] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:48.365845] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:48.416740] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 6m 27s | Global ETA: 6m 21s
[2025-11-27T20:18:48.416872] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:18:48.417687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:48.417754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:48.422333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:48.424008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:48.424473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:48.488618] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 10.83%
[2025-11-27T20:18:48.511990] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 4.8s | Global ETA: 6m 21s
[2025-11-27T20:18:48.512127] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:48.512890] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:48.512965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:48.517682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:48.518632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:48.521006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:48.522317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:48.522998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:48.525631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:48.527714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:48.531555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:48.532659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:48.534008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:48.535631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:48.658828] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.42%, Actual: 3.84%
[2025-11-27T20:18:48.659049] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 39.5017%
[2025-11-27T20:18:48.659143] [INFO ] [main      ] HELE: DISCARDED add_atr_10 (score: 39.50%)
[2025-11-27T20:18:48.659197] [INFO ] [main      ] HELE: Testing feature 4/53: add_atr_5
[2025-11-27T20:18:48.659243] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-27T20:18:48.659285] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:48.671900] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:48.672301] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:48.673167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:48.673238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:48.677885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:48.679664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:48.680148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:48.750161] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:18:48.870048] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:48.912786] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:48.976946] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 6m 26s | Global ETA: 6m 21s
[2025-11-27T20:18:48.977087] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:18:48.977893] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:48.977962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:48.982595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:48.984306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:48.984791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.009601] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:49.040487] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:49.173707] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:49.183874] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 4.2s | Global ETA: 6m 21s
[2025-11-27T20:18:49.184008] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:49.184770] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:49.184844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:49.189642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:49.190555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:49.192975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:49.194292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:49.194988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:49.197667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:49.199795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:49.203592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:49.204679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:49.206045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:49.207673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.270139] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.23% | Symbol ETA: 2m 11s | Global ETA: 6m 21s
[2025-11-27T20:18:49.270272] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:49.271035] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:49.271105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:49.275739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:49.277428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:49.277910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.312091] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:18:49.475526] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:49.536755] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:49.538474] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 6m 25s | Global ETA: 6m 22s
[2025-11-27T20:18:49.538636] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:18:49.539383] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:49.539455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:49.544111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:49.545847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:18:49.546318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.607272] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:49.701217] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:49.770222] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:49.847139] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 3.5s | Global ETA: 6m 22s
[2025-11-27T20:18:49.847276] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:49.848064] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:49.848176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:49.852915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:49.853877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:49.856331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:49.857699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:49.858382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:49.861025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:49.863119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:49.865559] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 2m 11s | Global ETA: 6m 22s
[2025-11-27T20:18:49.865710] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:49.866473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:49.866543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:49.866964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:49.868163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:49.869625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:49.871313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.871327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:49.873042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:49.873515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:49.875940] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:18:50.040474] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:50.103124] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 6m 25s | Global ETA: 6m 22s
[2025-11-27T20:18:50.208490] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:50.213345] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:50.267486] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.53%, Actual: 1.21%
[2025-11-27T20:18:50.374600] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:50.380210] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:50.431142] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.63%, Actual: 0.43%
[2025-11-27T20:18:50.474696] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.94% | Symbol ETA: 2m 10s | Global ETA: 6m 22s
[2025-11-27T20:18:50.474831] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:50.475565] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:50.475651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:50.480380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:50.482204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:50.482698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:50.515157] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 2.8s | Global ETA: 6m 22s
[2025-11-27T20:18:50.515289] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:50.516056] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:50.516131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:50.520839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:50.521765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:50.524157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:50.525432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:50.526110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:50.528910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:50.530999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:50.534774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:50.535867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:50.537236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:50.538863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:50.596738] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.68%, Actual: 1.66%
[2025-11-27T20:18:50.760031] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.64%
[2025-11-27T20:18:50.827354] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:50.870705] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:50.922782] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.16%
[2025-11-27T20:18:51.002620] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:51.036901] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:51.086783] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.81%
[2025-11-27T20:18:51.104191] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 2m 10s | Global ETA: 6m 22s
[2025-11-27T20:18:51.104334] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:51.105149] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:51.105225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:51.110237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:51.112171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:51.112674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:51.174295] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 2.2s | Global ETA: 6m 22s
[2025-11-27T20:18:51.174429] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:51.175196] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:51.175271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:51.179972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:51.180911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:51.183469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:51.184878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:51.185528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:51.188330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:51.190433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:51.194250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:51.195359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:51.196743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:51.198410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:51.249850] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.81%
[2025-11-27T20:18:51.413180] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.99%
[2025-11-27T20:18:51.455057] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:51.529437] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:18:51.576925] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 0.13%
[2025-11-27T20:18:51.626671] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:51.703388] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:51.727963] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.54% | Symbol ETA: 2m 9s | Global ETA: 6m 23s
[2025-11-27T20:18:51.728206] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:51.729567] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:51.729710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:51.734610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:51.736543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:51.737100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:51.740717] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 1.52%
[2025-11-27T20:18:51.740939] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.6197%
[2025-11-27T20:18:51.741012] [INFO ] [main      ] HERO: DISCARDED add_atr (score: 36.62%)
[2025-11-27T20:18:51.741069] [INFO ] [main      ] HERO: Testing feature 3/53: add_atr_10
[2025-11-27T20:18:51.741118] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-11-27T20:18:51.741175] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:51.753414] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:51.753840] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:18:51.754684] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:51.754764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:51.759366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:51.761149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:51.761647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:51.852621] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 1.5s | Global ETA: 6m 23s
[2025-11-27T20:18:51.852761] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:18:51.853501] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:51.853568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:51.858302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:51.859280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:51.861769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:51.863092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:51.863796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:51.866452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:51.868608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:51.872507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:51.873658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:51.875070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:51.876747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:52.076215] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:18:52.090178] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:18:52.225781] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:18:52.242767] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:52.253749] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:52.319748] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 3m 8s | Global ETA: 6m 23s
[2025-11-27T20:18:52.319908] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:18:52.320694] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:52.320773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:52.325373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:52.327079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:52.327554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:52.335299] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 5.21% | Symbol ETA: 2m 8s | Global ETA: 6m 23s
[2025-11-27T20:18:52.335447] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:18:52.336210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:52.336292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:52.340926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:52.342653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:52.343136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:52.393040] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:52.534350] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.84% | Symbol ETA: 0.8s | Global ETA: 6m 23s
[2025-11-27T20:18:52.534500] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:18:52.535311] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:52.535402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:52.540306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:52.541393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:52.543909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:52.545303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:52.546024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:52.548748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:52.550937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:52.554861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:52.556008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:52.557429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:18:52.559136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:52.659789] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:18:52.674425] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:18:52.825665] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:52.836762] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:52.891030] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 3m 7s | Global ETA: 6m 23s
[2025-11-27T20:18:52.891162] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:18:52.891928] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:52.892024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:52.896629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:52.898327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:52.898820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:52.921555] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:18:52.931175] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 2m 8s | Global ETA: 6m 23s
[2025-11-27T20:18:52.931339] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:18:52.932128] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:52.932212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:52.936994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:52.938946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:52.939452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:53.094949] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:53.223395] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:18:53.235642] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.91% | Symbol ETA: 0.2s | Global ETA: 6m 23s
[2025-11-27T20:18:53.270987] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:18:53.387007] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:53.409160] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.95%, Actual: 1.85%
[2025-11-27T20:18:53.439308] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:53.450601] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -3.11% | Symbol ETA: 3m 6s | Global ETA: 6m 23s
[2025-11-27T20:18:53.450737] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:18:53.451504] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:53.451565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:53.456141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:53.457871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:53.458369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:53.534668] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 2m 7s | Global ETA: 6m 23s
[2025-11-27T20:18:53.534803] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:18:53.535542] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:53.535626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:53.540258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:53.542119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:53.542806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:53.577169] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.79%, Actual: 8.44%
[2025-11-27T20:18:53.751770] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.20%, Actual: 1.25%
[2025-11-27T20:18:53.786771] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:18:53.878525] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:18:53.917949] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 6.85%
[2025-11-27T20:18:53.950269] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:54.015811] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 3m 6s | Global ETA: 6m 23s
[2025-11-27T20:18:54.015953] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:18:54.016715] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:54.016806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:54.021475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:54.023221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:54.023708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:54.042015] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:54.084614] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 6.22%
[2025-11-27T20:18:54.134070] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 2m 6s | Global ETA: 6m 24s
[2025-11-27T20:18:54.134211] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:18:54.135014] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:54.135086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:54.140232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:54.142355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:54.143024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:54.257486] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.06%, Actual: 2.95%
[2025-11-27T20:18:54.359106] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:18:54.434915] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 1.00%
[2025-11-27T20:18:54.481142] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:18:54.528556] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:54.594216] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 3m 5s | Global ETA: 6m 24s
[2025-11-27T20:18:54.594356] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:18:54.595170] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:54.595247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:54.599996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:54.601772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:54.602253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:54.603182] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.63%
[2025-11-27T20:18:54.646550] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:54.738725] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 8.69% | Symbol ETA: 2m 6s | Global ETA: 6m 24s
[2025-11-27T20:18:54.771939] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.84%, Actual: 0.72%
[2025-11-27T20:18:54.901781] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.23%, Actual: 2.48%
[2025-11-27T20:18:54.931273] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:18:54.939666] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.91%, Actual: 2.58%
[2025-11-27T20:18:54.939867] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 30.6955%
[2025-11-27T20:18:54.939963] [INFO ] [main      ] DIBS: DISCARDED add_volume_zscore (score: 30.70%)
[2025-11-27T20:18:54.940016] [INFO ] [main      ] DIBS: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:18:54.940056] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion', 'add_vwap_deviations']
[2025-11-27T20:18:54.940110] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:18:54.952731] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:54.953153] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 2
[2025-11-27T20:18:54.954098] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:54.954184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:54.959270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:54.960265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:54.962810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:54.964126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:54.964822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:54.967498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:54.969707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:54.973551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:54.974703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:54.976127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:54.982193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:55.065446] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -3.35%, Actual: 2.79%
[2025-11-27T20:18:55.094642] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:55.158411] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 3m 5s | Global ETA: 6m 24s
[2025-11-27T20:18:55.158549] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:18:55.159292] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:55.159361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:55.163991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:55.165702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:55.166169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:55.229235] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.94%, Actual: 4.37%
[2025-11-27T20:18:55.317647] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-24
[2025-11-27T20:18:55.391975] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 2.79%
[2025-11-27T20:18:55.481237] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:55.496292] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:18:55.559483] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.54%, Actual: 0.97%
[2025-11-27T20:18:55.627940] [INFO ] [main      ] DIBS: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 6.1s | Global ETA: 6m 24s
[2025-11-27T20:18:55.628076] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 3
[2025-11-27T20:18:55.628923] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:55.629002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:55.633912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:55.634873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:55.637369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:55.638725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:55.639398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:55.642102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:55.644303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:55.648382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:55.649597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:55.651014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:55.657178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:55.663827] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:55.723853] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 5.21%, Actual: 0.59%
[2025-11-27T20:18:55.738913] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 3m 4s | Global ETA: 6m 24s
[2025-11-27T20:18:55.739054] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:18:55.739903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:55.739987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:55.744734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:55.746517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:55.747013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:55.890359] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 4.01%
[2025-11-27T20:18:55.997773] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-21
[2025-11-27T20:18:56.061273] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.56%
[2025-11-27T20:18:56.099625] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:18:56.168747] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:56.234918] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 10.83%
[2025-11-27T20:18:56.270937] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:18:56.318882] [INFO ] [main      ] DIBS: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 5.5s | Global ETA: 6m 24s
[2025-11-27T20:18:56.319021] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 4
[2025-11-27T20:18:56.319812] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:56.319889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:56.324826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:56.325788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:56.328283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:56.329612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:56.330313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:56.333140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:56.335419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:56.339379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:56.340506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:56.341006] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 3m 4s | Global ETA: 6m 24s
[2025-11-27T20:18:56.341144] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:18:56.341950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:56.341997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:56.342062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:56.346742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:56.347900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:56.348507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:56.349036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:56.402273] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 8.69%, Actual: 3.84%
[2025-11-27T20:18:56.402480] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 37.2708%
[2025-11-27T20:18:56.402565] [INFO ] [main      ] HELE: DISCARDED add_atr_5 (score: 37.27%)
[2025-11-27T20:18:56.402637] [INFO ] [main      ] HELE: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:18:56.402679] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-27T20:18:56.402721] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:18:56.415015] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:56.415398] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:18:56.416247] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:56.416319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:56.421121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:56.421938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:56.683689] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:18:56.690218] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-20
[2025-11-27T20:18:56.757409] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:18:56.856410] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:56.859699] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:18:56.924303] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 3m 3s | Global ETA: 6m 25s
[2025-11-27T20:18:56.924443] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:18:56.925216] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:56.925287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:56.929982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:56.931793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:18:56.932277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:56.940637] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:56.999673] [INFO ] [main      ] DIBS: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 4.8s | Global ETA: 6m 25s
[2025-11-27T20:18:56.999811] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 5
[2025-11-27T20:18:57.000564] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:57.000658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:57.005386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:57.006311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:57.008796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:57.010054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:57.010724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:57.013294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:57.015481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:57.019410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:57.020594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:57.022021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:57.028126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:57.043946] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 1m 39s | Global ETA: 6m 25s
[2025-11-27T20:18:57.044093] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:18:57.044939] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:57.045012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:57.050115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:57.050977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:57.271670] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:18:57.372976] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-19
[2025-11-27T20:18:57.425563] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:18:57.439476] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:18:57.503736] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 3m 2s | Global ETA: 6m 25s
[2025-11-27T20:18:57.543047] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:57.610270] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:18:57.672555] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.05%, Actual: 1.21%
[2025-11-27T20:18:57.688187] [INFO ] [main      ] DIBS: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 4.1s | Global ETA: 6m 25s
[2025-11-27T20:18:57.688322] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 6
[2025-11-27T20:18:57.689145] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:57.689220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:57.694985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:57.695925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:57.698303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:57.699570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:57.700230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:57.702804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:57.705013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:57.708717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:57.709807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:57.711022] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 3.57% | Symbol ETA: 1m 38s | Global ETA: 6m 25s
[2025-11-27T20:18:57.711164] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:18:57.711170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:57.711959] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:57.712032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:57.717075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:57.717109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:57.718346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:57.841547] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.56%, Actual: 0.43%
[2025-11-27T20:18:58.006201] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -3.11%, Actual: 1.66%
[2025-11-27T20:18:58.069955] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:18:58.122660] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-18
[2025-11-27T20:18:58.179053] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.64%
[2025-11-27T20:18:58.237031] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:18:58.291209] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:58.344080] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.30% | Symbol ETA: 1m 37s | Global ETA: 6m 25s
[2025-11-27T20:18:58.344216] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:18:58.344934] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 0.16%
[2025-11-27T20:18:58.345099] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:58.345173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:58.350216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:58.351099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:58.434664] [INFO ] [main      ] DIBS: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 3.5s | Global ETA: 6m 25s
[2025-11-27T20:18:58.434809] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 7
[2025-11-27T20:18:58.435623] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:58.435699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:58.440475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:58.441469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:58.443945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:58.445247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:58.445942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:58.448794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:58.450962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:58.454781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:58.455961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:58.457389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:58.463319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:58.522666] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.81%
[2025-11-27T20:18:58.688207] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.81%
[2025-11-27T20:18:58.714954] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:18:58.805272] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-17
[2025-11-27T20:18:58.856318] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.99%
[2025-11-27T20:18:58.894452] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:18:58.975593] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:18:58.990450] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.16% | Symbol ETA: 1m 37s | Global ETA: 6m 26s
[2025-11-27T20:18:58.990609] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:18:58.991398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:58.991467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:58.996163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:58.997028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.022886] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 0.13%
[2025-11-27T20:18:59.119308] [INFO ] [main      ] DIBS: Lookback Days: 7, Magnitude: 1.77% | Symbol ETA: 2.8s | Global ETA: 6m 26s
[2025-11-27T20:18:59.119478] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 8
[2025-11-27T20:18:59.120258] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:59.120333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:59.125029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:59.125972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:59.128413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:59.129734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:59.130386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:59.132974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:59.135796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:59.140795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:59.141924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:59.143313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:59.149094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.191701] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 1.52%
[2025-11-27T20:18:59.191901] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 32.6953%
[2025-11-27T20:18:59.191995] [INFO ] [main      ] HERO: DISCARDED add_atr_10 (score: 32.70%)
[2025-11-27T20:18:59.192043] [INFO ] [main      ] HERO: Testing feature 4/53: add_atr_5
[2025-11-27T20:18:59.192086] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5']
[2025-11-27T20:18:59.192130] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:18:59.203867] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:18:59.204247] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:18:59.205101] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:59.205173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:59.209963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:59.211724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:59.212203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.360624] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:18:59.494840] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-14
[2025-11-27T20:18:59.532933] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:18:59.545034] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:18:59.634446] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.51% | Symbol ETA: 1m 36s | Global ETA: 6m 26s
[2025-11-27T20:18:59.634606] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:18:59.635439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:18:59.635513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:59.640450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:18:59.641291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.658655] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:18:59.710176] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:18:59.774890] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 2m 7s | Global ETA: 6m 26s
[2025-11-27T20:18:59.775027] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:18:59.775790] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:18:59.775858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:59.780548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:18:59.782256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:18:59.782752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.797565] [INFO ] [main      ] DIBS: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 2.1s | Global ETA: 6m 26s
[2025-11-27T20:18:59.797715] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 9
[2025-11-27T20:18:59.798482] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:18:59.798558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:18:59.803261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:18:59.804193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:18:59.806560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:18:59.807846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:18:59.808537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:18:59.811193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:18:59.813263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:18:59.817000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:18:59.818078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:18:59.819473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:18:59.827223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:18:59.974076] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:00.112163] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:00.136413] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:00.151383] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-13
[2025-11-27T20:19:00.246309] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 3.87% | Symbol ETA: 1m 35s | Global ETA: 6m 26s
[2025-11-27T20:19:00.246458] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:00.247324] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:00.247402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:00.252674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:00.256047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:00.295558] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:00.333465] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:00.361563] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 2m 6s | Global ETA: 6m 26s
[2025-11-27T20:19:00.361721] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:00.362473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:00.362545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:00.367311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:00.369075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:00.369562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:00.476965] [INFO ] [main      ] DIBS: Lookback Days: 9, Magnitude: -1.29% | Symbol ETA: 1.4s | Global ETA: 6m 26s
[2025-11-27T20:19:00.477104] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 10
[2025-11-27T20:19:00.477919] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:19:00.477996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:00.482803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:00.483780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:00.486205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:19:00.487502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:19:00.488227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:19:00.490914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:19:00.493051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:19:00.496960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:19:00.498263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:19:00.499742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:19:00.505894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:00.667764] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:00.701874] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:00.858900] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:00.891754] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-12
[2025-11-27T20:19:00.905841] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:00.970226] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.68% | Symbol ETA: 2m 6s | Global ETA: 6m 26s
[2025-11-27T20:19:00.970498] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:00.971288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:00.971407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:00.972987] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 1m 35s | Global ETA: 6m 26s
[2025-11-27T20:19:00.973120] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:00.973886] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:00.973953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:00.976196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:00.977965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:00.978506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:00.978712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:00.979515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:01.062178] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:01.205434] [INFO ] [main      ] DIBS: Lookback Days: 10, Magnitude: 5.97% | Symbol ETA: 0.7s | Global ETA: 6m 27s
[2025-11-27T20:19:01.205810] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 11
[2025-11-27T20:19:01.206608] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:19:01.206797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:01.212535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:01.213827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:01.217196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:19:01.218980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:19:01.219908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:19:01.223511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:19:01.226279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:19:01.231140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:19:01.232738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:19:01.234675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:19:01.242143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:01.319561] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:01.324739] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:01.493986] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:01.494433] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:01.558113] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 2m 5s | Global ETA: 6m 27s
[2025-11-27T20:19:01.558275] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:01.559630] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:01.559700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:01.564317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:01.566010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:01.566474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:01.597417] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 1m 34s | Global ETA: 6m 27s
[2025-11-27T20:19:01.597554] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:01.598359] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:01.598429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:01.603101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:01.603631] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-11
[2025-11-27T20:19:01.603914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:01.801499] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:01.896275] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:01.947998] [INFO ] [main      ] DIBS: Lookback Days: 11, Magnitude: 3.96% | Symbol ETA: 0.0s | Global ETA: 6m 27s
[2025-11-27T20:19:02.072446] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:02.122971] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:02.136659] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 2m 5s | Global ETA: 6m 27s
[2025-11-27T20:19:02.136796] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:02.137534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:02.137619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:02.142211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:02.142763] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.81%, Actual: 1.85%
[2025-11-27T20:19:02.143921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:02.144402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:02.321014] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.25%, Actual: 8.44%
[2025-11-27T20:19:02.377011] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:02.474034] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.08% | Symbol ETA: 1m 34s | Global ETA: 6m 27s
[2025-11-27T20:19:02.474166] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:02.474968] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:02.475034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:02.476455] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:02.479864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:02.480717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:02.500806] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.06%, Actual: 1.25%
[2025-11-27T20:19:02.646717] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:02.682223] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 6.85%
[2025-11-27T20:19:02.714531] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 2m 4s | Global ETA: 6m 27s
[2025-11-27T20:19:02.714689] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:02.715470] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:02.715542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:02.720352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:02.722167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:02.722717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:02.820772] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:02.849232] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 6.22%
[2025-11-27T20:19:02.992956] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:03.021470] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.77%, Actual: 2.95%
[2025-11-27T20:19:03.064837] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:03.091695] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.79% | Symbol ETA: 1m 33s | Global ETA: 6m 27s
[2025-11-27T20:19:03.186298] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 1.00%
[2025-11-27T20:19:03.227518] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:03.266851] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.63%, Actual: 2.48%
[2025-11-27T20:19:03.295917] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 2m 3s | Global ETA: 6m 27s
[2025-11-27T20:19:03.296083] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:03.296853] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:03.296933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:03.301627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:03.303332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:03.303834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:03.362355] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.63%
[2025-11-27T20:19:03.439762] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 3.57%, Actual: 2.79%
[2025-11-27T20:19:03.535675] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 5.97%, Actual: 0.72%
[2025-11-27T20:19:03.606866] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.30%, Actual: 4.37%
[2025-11-27T20:19:03.632982] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:03.713200] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.96%, Actual: 2.58%
[2025-11-27T20:19:03.713458] [INFO ] [main      ] DIBS: Magnitude Forecast Confidence: 34.5653%
[2025-11-27T20:19:03.713599] [INFO ] [main      ] DIBS: DISCARDED add_vwap_deviations (score: 34.57%)
[2025-11-27T20:19:03.713671] [INFO ] [main      ] DIBS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:19:03.713725] [INFO ] [main      ] DIBS: Best accuracy: 42.31%
[2025-11-27T20:19:03.713773] [INFO ] [main      ] DIBS: Best feature set (10 features): ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements', 'add_shelf_lag', 'add_volume_dispersion']
[2025-11-27T20:19:03.713829] [INFO ] [main      ] DIBS: Improvement over baseline: 22.41%
[2025-11-27T20:19:03.713873] [INFO ] [main      ] DIBS: Total time: 6.9 minutes
[2025-11-27T20:19:03.713922] [INFO ] [main      ] DIBS: Average time per feature: 7.8 seconds
[2025-11-27T20:19:03.713966] [INFO ] [main      ] DIBS: Average speed: 0.13 features/sec
[2025-11-27T20:19:03.786975] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 2.79%
[2025-11-27T20:19:03.813360] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:03.879952] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 2m 3s | Global ETA: 6m 28s
[2025-11-27T20:19:03.880136] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:03.880973] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:03.881066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:03.885938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:03.887963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:03.888715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:03.896839] [DEBUG] [METRICS   ] DIBS: 2025-11-25:2025-11-26: Predicted: -1.97%, Actual: 1.85%
[2025-11-27T20:19:03.967449] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 0.97%
[2025-11-27T20:19:04.076189] [DEBUG] [METRICS   ] DIBS: 2025-11-24:2025-11-25: Predicted: 0.55%, Actual: 8.44%
[2025-11-27T20:19:04.139454] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 3.87%, Actual: 0.59%
[2025-11-27T20:19:04.242243] [DEBUG] [METRICS   ] DIBS: 2025-11-21:2025-11-24: Predicted: -0.54%, Actual: 1.25%
[2025-11-27T20:19:04.265418] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:04.308743] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 4.01%
[2025-11-27T20:19:04.406539] [DEBUG] [METRICS   ] DIBS: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 6.85%
[2025-11-27T20:19:04.431516] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:04.478933] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.56%
[2025-11-27T20:19:04.496705] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 2m 2s | Global ETA: 6m 28s
[2025-11-27T20:19:04.496844] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:04.497827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:19:04.497909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:04.502613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:19:04.504286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:19:04.504784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:04.572023] [DEBUG] [METRICS   ] DIBS: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 6.22%
[2025-11-27T20:19:04.650685] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 10.83%
[2025-11-27T20:19:04.736493] [DEBUG] [METRICS   ] DIBS: 2025-11-18:2025-11-19: Predicted: 1.67%, Actual: 2.95%
[2025-11-27T20:19:04.818640] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 3.84%
[2025-11-27T20:19:04.818894] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.7708%
[2025-11-27T20:19:04.819029] [INFO ] [main      ] HELE: DISCARDED add_close_to_open_alignment (score: 42.77%)
[2025-11-27T20:19:04.819102] [INFO ] [main      ] HELE: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:19:04.819155] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-27T20:19:04.819224] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:04.831968] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:04.832420] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:04.833322] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:04.833394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:04.838123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:04.839108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:04.841474] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:04.907754] [DEBUG] [METRICS   ] DIBS: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.00%
[2025-11-27T20:19:05.005600] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:05.068683] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 2m 2s | Global ETA: 6m 28s
[2025-11-27T20:19:05.070725] [DEBUG] [METRICS   ] DIBS: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.63%
[2025-11-27T20:19:05.167904] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:05.237180] [DEBUG] [METRICS   ] DIBS: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 0.72%
[2025-11-27T20:19:05.238989] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.53%, Actual: 1.21%
[2025-11-27T20:19:05.336522] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:05.402446] [DEBUG] [METRICS   ] DIBS: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 2.58%
[2025-11-27T20:19:05.402979] [INFO ] [LOCAL     ] Saved configuration for DIBS: 10 features, 42.31% accuracy -> ./output/feature-sets/DIBS.json
[2025-11-27T20:19:05.403473] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.63%, Actual: 0.43%
[2025-11-27T20:19:05.404066] [INFO ] [main      ] Progress: 8/10 symbols completed (80.0%). DIBS finished in 7m 3s. ETA: 3m 47s. Rate: 0.53 symbols/min
[2025-11-27T20:19:05.435909] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -9.63% | Symbol ETA: 1m 25s | Global ETA: 3m 47s
[2025-11-27T20:19:05.436046] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:05.436842] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:05.436913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:05.441683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:05.442626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:05.573807] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.68%, Actual: 1.66%
[2025-11-27T20:19:05.758230] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.64%
[2025-11-27T20:19:05.780370] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:05.924417] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.16%
[2025-11-27T20:19:05.949559] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:06.048070] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -8.17% | Symbol ETA: 1m 24s | Global ETA: 3m 47s
[2025-11-27T20:19:06.048233] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:06.049065] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:06.049135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:06.054218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:06.055152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:06.094060] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.81%
[2025-11-27T20:19:06.264792] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.81%
[2025-11-27T20:19:06.391136] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:06.448264] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.99%
[2025-11-27T20:19:06.561331] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:06.616122] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 0.13%
[2025-11-27T20:19:06.657785] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 9.74% | Symbol ETA: 1m 23s | Global ETA: 3m 47s
[2025-11-27T20:19:06.657921] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:06.658715] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:06.658784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:06.663435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:06.664355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:06.786043] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 1.52%
[2025-11-27T20:19:06.786279] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.6197%
[2025-11-27T20:19:06.786375] [INFO ] [main      ] HERO: DISCARDED add_atr_5 (score: 36.62%)
[2025-11-27T20:19:06.786430] [INFO ] [main      ] HERO: Testing feature 5/53: add_close_to_open_alignment
[2025-11-27T20:19:06.786475] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment']
[2025-11-27T20:19:06.786519] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:06.799270] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:06.799687] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:06.800507] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:06.800597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:06.805383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:06.806282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:07.000667] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:07.143280] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:07.170552] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:07.267556] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 1m 23s | Global ETA: 3m 47s
[2025-11-27T20:19:07.267716] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:07.268497] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:07.268602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:07.273259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:07.274230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:07.315998] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:07.382369] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 1m 36s | Global ETA: 3m 47s
[2025-11-27T20:19:07.382543] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:07.384197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:07.384292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:07.391785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:07.393109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:07.604708] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:07.760119] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:07.771057] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:07.870547] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.19% | Symbol ETA: 1m 22s | Global ETA: 3m 47s
[2025-11-27T20:19:07.870703] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:07.871455] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:07.871526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:07.876178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:07.877151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:07.928932] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:07.995161] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 1m 36s | Global ETA: 3m 47s
[2025-11-27T20:19:07.995300] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:07.996077] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:07.996146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:08.000812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:08.001637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:08.229988] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:08.344803] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:08.478885] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:08.524970] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:08.576197] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.18% | Symbol ETA: 1m 22s | Global ETA: 3m 47s
[2025-11-27T20:19:08.576330] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:08.577134] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:08.577205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:08.581822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:08.582766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:08.588757] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 1m 35s | Global ETA: 3m 47s
[2025-11-27T20:19:08.588888] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:08.589653] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:08.589723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:08.594401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:08.595206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:08.918657] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:08.929627] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:09.082933] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:09.097791] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:09.161332] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 1m 35s | Global ETA: 3m 47s
[2025-11-27T20:19:09.161468] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:09.162261] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:09.162332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:09.167019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:09.167814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:09.178792] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 1m 21s | Global ETA: 3m 47s
[2025-11-27T20:19:09.178929] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:09.179706] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:09.179776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:09.184413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:09.185339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:09.511042] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:09.512303] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:09.684749] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:09.693386] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:09.752621] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 1m 34s | Global ETA: 3m 48s
[2025-11-27T20:19:09.752760] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:09.753554] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:09.753646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:09.758911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:09.759892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:09.798647] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 1m 20s | Global ETA: 3m 48s
[2025-11-27T20:19:09.798800] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:09.799659] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:09.799743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:09.804823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:09.805934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:10.110089] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:10.162028] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:10.330120] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:10.341629] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:10.406454] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 1m 34s | Global ETA: 3m 48s
[2025-11-27T20:19:10.406637] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:10.407500] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:10.407592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:10.412693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:10.413609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:10.423089] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -6.52% | Symbol ETA: 1m 20s | Global ETA: 3m 48s
[2025-11-27T20:19:10.423230] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:10.424004] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:10.424077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:10.428695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:10.429622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:10.761826] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:10.769321] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:10.938322] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:10.940246] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:11.002914] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 1m 33s | Global ETA: 3m 48s
[2025-11-27T20:19:11.003056] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:11.003863] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:11.003945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:11.008946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:11.009811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:11.043308] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.98% | Symbol ETA: 1m 19s | Global ETA: 3m 48s
[2025-11-27T20:19:11.206132] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -9.63%, Actual: 2.48%
[2025-11-27T20:19:11.358197] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:11.368704] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -8.17%, Actual: 2.79%
[2025-11-27T20:19:11.532216] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 9.74%, Actual: 4.37%
[2025-11-27T20:19:11.533001] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:11.600323] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 1m 32s | Global ETA: 3m 48s
[2025-11-27T20:19:11.600463] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:11.601293] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:11.601383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:11.606569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:11.607501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:11.700646] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 2.79%
[2025-11-27T20:19:11.869068] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.19%, Actual: 0.97%
[2025-11-27T20:19:11.965061] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:12.033618] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 0.59%
[2025-11-27T20:19:12.141077] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:12.195922] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 4.01%
[2025-11-27T20:19:12.209046] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 1m 32s | Global ETA: 3m 48s
[2025-11-27T20:19:12.209187] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:12.209967] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:12.210036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:12.214617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:19:12.215387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:12.357915] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.56%
[2025-11-27T20:19:12.526933] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -6.52%, Actual: 10.83%
[2025-11-27T20:19:12.575138] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:12.698513] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.98%, Actual: 3.84%
[2025-11-27T20:19:12.698727] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 39.6972%
[2025-11-27T20:19:12.698818] [INFO ] [main      ] HELE: DISCARDED add_composite_volatility_context (score: 39.70%)
[2025-11-27T20:19:12.698871] [INFO ] [main      ] HELE: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:19:12.698911] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-27T20:19:12.698954] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:12.711454] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:12.711830] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:12.712661] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:12.712730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:12.717434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:12.719905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:12.752553] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:12.813860] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 1m 31s | Global ETA: 3m 48s
[2025-11-27T20:19:12.979306] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.05%, Actual: 1.21%
[2025-11-27T20:19:13.063972] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:13.141656] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.13%, Actual: 0.43%
[2025-11-27T20:19:13.237074] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:13.303523] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.39%, Actual: 1.66%
[2025-11-27T20:19:13.337410] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -5.82% | Symbol ETA: 1m 6s | Global ETA: 3m 49s
[2025-11-27T20:19:13.337544] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:13.338336] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:13.338406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:13.343082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:13.345448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:13.477171] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.64%
[2025-11-27T20:19:13.641383] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.16%
[2025-11-27T20:19:13.677065] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:13.806539] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.51%, Actual: 0.81%
[2025-11-27T20:19:13.843614] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:13.943265] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 1m 5s | Global ETA: 3m 49s
[2025-11-27T20:19:13.943403] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:13.944255] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:13.944341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:13.949242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:13.951893] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:13.973818] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.81%
[2025-11-27T20:19:14.152542] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 0.99%
[2025-11-27T20:19:14.297431] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:14.325312] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 0.13%
[2025-11-27T20:19:14.463344] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:14.495447] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 1.52%
[2025-11-27T20:19:14.495676] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 35.0540%
[2025-11-27T20:19:14.495790] [INFO ] [main      ] HERO: DISCARDED add_close_to_open_alignment (score: 35.05%)
[2025-11-27T20:19:14.495844] [INFO ] [main      ] HERO: Testing feature 6/53: add_composite_volatility_context
[2025-11-27T20:19:14.495878] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context']
[2025-11-27T20:19:14.495916] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:14.508044] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:14.508456] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:14.509284] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:14.509361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:14.513995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:14.514932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:14.562500] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 6.63% | Symbol ETA: 1m 5s | Global ETA: 3m 49s
[2025-11-27T20:19:14.562657] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:14.563447] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:14.563521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:14.568252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:14.570655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:14.853250] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:14.909121] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:15.026003] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:15.080780] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:15.094999] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 1m 18s | Global ETA: 3m 49s
[2025-11-27T20:19:15.095147] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:15.096079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:15.096155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:15.101458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:15.102677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:15.178432] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.74% | Symbol ETA: 1m 4s | Global ETA: 3m 49s
[2025-11-27T20:19:15.178608] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:15.179393] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:15.179468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:15.184436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:15.186979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:15.451498] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:15.532031] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:15.627287] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:15.695832] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 1m 17s | Global ETA: 3m 49s
[2025-11-27T20:19:15.696035] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:15.697598] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:15.697684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:15.702368] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:15.705008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:15.706341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:15.807094] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 6.77% | Symbol ETA: 1m 4s | Global ETA: 3m 49s
[2025-11-27T20:19:15.807227] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:15.808039] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:15.808113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:15.812941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:15.815349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:16.050414] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:16.147254] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:16.217707] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:16.282986] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 1m 17s | Global ETA: 3m 49s
[2025-11-27T20:19:16.283136] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:16.283960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:16.284033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:16.288987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:16.289945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:16.333539] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:16.431082] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 1m 3s | Global ETA: 3m 49s
[2025-11-27T20:19:16.431215] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:16.431974] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:16.432043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:16.437523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:16.441206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:16.634712] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:16.793519] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:16.800477] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:16.865418] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 1m 16s | Global ETA: 3m 49s
[2025-11-27T20:19:16.865557] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:16.866303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:16.866373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:16.874156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:16.875088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:16.962112] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:17.057731] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -2.19% | Symbol ETA: 1m 2s | Global ETA: 3m 49s
[2025-11-27T20:19:17.057862] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:17.058638] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:17.058711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:17.063393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:17.065756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:17.199165] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:17.365348] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:17.394727] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:17.431667] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 1m 15s | Global ETA: 3m 50s
[2025-11-27T20:19:17.431808] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:17.432791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:17.432866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:17.438197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:17.439879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:17.565716] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:17.663715] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.09% | Symbol ETA: 1m 2s | Global ETA: 3m 50s
[2025-11-27T20:19:17.663882] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:17.664877] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:17.664949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:17.670138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:17.672780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:17.825074] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:18.026811] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:18.108235] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 1m 15s | Global ETA: 3m 50s
[2025-11-27T20:19:18.108408] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:18.109360] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:18.109445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:18.114101] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:18.115392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:18.116705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:18.305330] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:18.422064] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -6.43% | Symbol ETA: 1m 1s | Global ETA: 3m 50s
[2025-11-27T20:19:18.422256] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:18.423845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:18.423942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:18.431554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:18.435598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:18.560654] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:18.751462] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:18.822600] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.89% | Symbol ETA: 1m 14s | Global ETA: 3m 50s
[2025-11-27T20:19:18.822750] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:18.823627] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:18.823700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:18.828741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:18.829800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:18.862031] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:19.038122] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:19.137262] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 1m 0s | Global ETA: 3m 50s
[2025-11-27T20:19:19.208298] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:19.313065] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -5.82%, Actual: 2.48%
[2025-11-27T20:19:19.388521] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:19.454443] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 1m 14s | Global ETA: 3m 50s
[2025-11-27T20:19:19.454602] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:19.455416] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:19.455490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:19.460312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:19.461283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:19.485348] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.22%, Actual: 2.79%
[2025-11-27T20:19:19.661939] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 6.63%, Actual: 4.37%
[2025-11-27T20:19:19.796265] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:19.829699] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.74%, Actual: 2.79%
[2025-11-27T20:19:19.964363] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:19.998439] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 6.77%, Actual: 0.97%
[2025-11-27T20:19:20.028600] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 1m 13s | Global ETA: 3m 50s
[2025-11-27T20:19:20.028738] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:20.029472] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:20.029583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:20.034152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:19:20.035068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:20.164393] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.59%
[2025-11-27T20:19:20.334688] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 4.01%
[2025-11-27T20:19:20.369589] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:20.502990] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.09%, Actual: 0.56%
[2025-11-27T20:19:20.535004] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:20.598901] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 1m 12s | Global ETA: 3m 50s
[2025-11-27T20:19:20.676277] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -6.43%, Actual: 10.83%
[2025-11-27T20:19:20.767932] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.24%, Actual: 1.21%
[2025-11-27T20:19:20.853663] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 3.84%
[2025-11-27T20:19:20.853915] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 38.6483%
[2025-11-27T20:19:20.854041] [INFO ] [main      ] HELE: DISCARDED add_day_shape_ratios (score: 38.65%)
[2025-11-27T20:19:20.854286] [INFO ] [main      ] HELE: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:19:20.854335] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-27T20:19:20.854421] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:20.867502] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:20.867936] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:20.868866] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:20.868939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:20.873962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:20.936324] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.22%, Actual: 0.43%
[2025-11-27T20:19:20.987789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:21.106283] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.69%, Actual: 1.66%
[2025-11-27T20:19:21.273140] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 0.64%
[2025-11-27T20:19:21.321990] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:21.441378] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 0.16%
[2025-11-27T20:19:21.492468] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:21.591770] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -2.31% | Symbol ETA: 58.9s | Global ETA: 3m 51s
[2025-11-27T20:19:21.591905] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:21.592699] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:21.592770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:21.598329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:21.612522] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.81%
[2025-11-27T20:19:21.711923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:21.780989] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.81%
[2025-11-27T20:19:21.951346] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.99%
[2025-11-27T20:19:22.056938] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:22.117346] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 0.13%
[2025-11-27T20:19:22.229673] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:22.287444] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 1.52%
[2025-11-27T20:19:22.287692] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 40.5795%
[2025-11-27T20:19:22.287782] [INFO ] [main      ] HERO: DISCARDED add_composite_volatility_context (score: 40.58%)
[2025-11-27T20:19:22.287833] [INFO ] [main      ] HERO: Testing feature 7/53: add_day_shape_ratios
[2025-11-27T20:19:22.287876] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios']
[2025-11-27T20:19:22.287918] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:22.300352] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:22.300762] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:22.301557] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:22.301641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:22.306227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:22.308646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:22.327734] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -4.60% | Symbol ETA: 58.3s | Global ETA: 3m 51s
[2025-11-27T20:19:22.327876] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:22.328756] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:22.328825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:22.333530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:22.439524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:22.645786] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:22.783034] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:22.813675] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:22.885033] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 1m 5s | Global ETA: 3m 51s
[2025-11-27T20:19:22.885176] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:22.885975] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:22.886047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:22.890992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:22.893480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:22.966638] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:23.070069] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 2.38% | Symbol ETA: 57.6s | Global ETA: 3m 51s
[2025-11-27T20:19:23.070412] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:23.071533] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:23.071624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:23.076613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:23.187312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:23.228735] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:23.397819] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:23.464303] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 3.47% | Symbol ETA: 1m 4s | Global ETA: 3m 51s
[2025-11-27T20:19:23.464455] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:23.465234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:23.465303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:23.470292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:23.472745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:23.527148] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:23.699065] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:23.797457] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 56.8s | Global ETA: 3m 51s
[2025-11-27T20:19:23.797611] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:23.798449] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:23.798519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:23.803147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:23.810468] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:23.911637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:23.977835] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:24.044340] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 1m 4s | Global ETA: 3m 51s
[2025-11-27T20:19:24.044480] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:24.045228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:24.045297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:24.049947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:24.052251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:24.267077] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:24.398331] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:24.440801] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:24.551965] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 56.1s | Global ETA: 3m 51s
[2025-11-27T20:19:24.552154] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:24.553356] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:24.553445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:24.558867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:24.571949] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:24.645668] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 1m 3s | Global ETA: 3m 51s
[2025-11-27T20:19:24.645812] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:24.646605] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:24.646676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:24.651771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:24.655314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:24.670261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:25.006501] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:25.018115] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:25.192097] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:25.196659] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:25.262270] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 1m 3s | Global ETA: 3m 52s
[2025-11-27T20:19:25.262419] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:25.263246] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:25.263319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:25.268588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:25.271054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:25.293930] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.19% | Symbol ETA: 55.4s | Global ETA: 3m 52s
[2025-11-27T20:19:25.294071] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:25.294931] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:25.295017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:25.299891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:25.408068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:25.629197] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:25.746666] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:25.796182] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:25.861754] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 1m 2s | Global ETA: 3m 52s
[2025-11-27T20:19:25.861893] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:25.862685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:25.862758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:25.867374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:25.869783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:25.911909] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:26.005520] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 54.6s | Global ETA: 3m 52s
[2025-11-27T20:19:26.005675] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:26.006487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:26.006558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:26.011219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:26.118059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:26.202199] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:26.366251] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:26.432226] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 1m 2s | Global ETA: 3m 52s
[2025-11-27T20:19:26.432366] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:26.433138] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:26.433207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:26.437873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:26.440376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:26.452062] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:26.617318] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:26.709966] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 53.9s | Global ETA: 3m 52s
[2025-11-27T20:19:26.710103] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:26.710911] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:26.710983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:26.715816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:26.776398] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:26.822060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:26.938596] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:27.004419] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -3.40% | Symbol ETA: 1m 1s | Global ETA: 3m 52s
[2025-11-27T20:19:27.004551] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:27.005296] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:27.005367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:27.010172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:27.012621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:27.153198] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:27.320673] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:27.342837] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:27.414449] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -2.29% | Symbol ETA: 53.2s | Global ETA: 3m 52s
[2025-11-27T20:19:27.414614] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:27.415415] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:27.415488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:27.420214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:27.513795] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:27.525224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:27.580559] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 1m 0s | Global ETA: 3m 52s
[2025-11-27T20:19:27.580723] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:27.581498] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:27.581590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:27.586239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:19:27.588624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:27.855401] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:27.928808] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:28.019098] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:28.095914] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:28.110601] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 6.01% | Symbol ETA: 52.4s | Global ETA: 3m 52s
[2025-11-27T20:19:28.161931] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 59.7s | Global ETA: 3m 52s
[2025-11-27T20:19:28.275976] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -2.31%, Actual: 2.48%
[2025-11-27T20:19:28.328519] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -1.31%, Actual: 1.21%
[2025-11-27T20:19:28.447777] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -4.60%, Actual: 2.79%
[2025-11-27T20:19:28.494617] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 3.47%, Actual: 0.43%
[2025-11-27T20:19:28.622521] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 2.38%, Actual: 4.37%
[2025-11-27T20:19:28.658565] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.44%, Actual: 1.66%
[2025-11-27T20:19:28.796318] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 2.79%
[2025-11-27T20:19:28.823100] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.64%
[2025-11-27T20:19:28.971245] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.97%
[2025-11-27T20:19:29.002568] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.35%, Actual: 0.16%
[2025-11-27T20:19:29.144398] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 0.59%
[2025-11-27T20:19:29.172366] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.81%
[2025-11-27T20:19:29.317953] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 3.16%, Actual: 4.01%
[2025-11-27T20:19:29.337798] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 1.81%
[2025-11-27T20:19:29.492895] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.56%
[2025-11-27T20:19:29.506308] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 0.99%
[2025-11-27T20:19:29.675895] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 10.83%
[2025-11-27T20:19:29.678173] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.39%, Actual: 0.13%
[2025-11-27T20:19:29.853183] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 6.01%, Actual: 3.84%
[2025-11-27T20:19:29.853593] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 49.0407%
[2025-11-27T20:19:29.853735] [INFO ] [main      ] HELE: DISCARDED add_directional_consistency (score: 49.04%)
[2025-11-27T20:19:29.853801] [INFO ] [main      ] HELE: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:19:29.853849] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range']
[2025-11-27T20:19:29.853896] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:29.860974] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 1.52%
[2025-11-27T20:19:29.861202] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 30.4342%
[2025-11-27T20:19:29.861292] [INFO ] [main      ] HERO: DISCARDED add_day_shape_ratios (score: 30.43%)
[2025-11-27T20:19:29.861347] [INFO ] [main      ] HERO: Testing feature 8/53: add_directional_consistency
[2025-11-27T20:19:29.861393] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency']
[2025-11-27T20:19:29.861440] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:29.870285] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:29.870879] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:29.872114] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:29.872203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:29.874633] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:29.875043] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:29.875919] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:29.875993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:29.877880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:29.880495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:29.881027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:29.991484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:30.265669] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:30.317419] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:30.433948] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:30.482067] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:30.532545] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -9.48% | Symbol ETA: 55.4s | Global ETA: 3m 53s
[2025-11-27T20:19:30.532709] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:30.533472] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:30.533549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:30.538360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:30.539995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:30.547590] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 54.7s | Global ETA: 3m 53s
[2025-11-27T20:19:30.547736] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:30.548527] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:30.548617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:30.553327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:30.661480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:30.875125] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:30.997543] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:31.041787] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:31.141603] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 54.6s | Global ETA: 3m 53s
[2025-11-27T20:19:31.141733] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:31.142465] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:31.142534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:31.147174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:31.148852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:31.165694] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:31.231006] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 54.1s | Global ETA: 3m 53s
[2025-11-27T20:19:31.231147] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:31.231907] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:31.231978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:31.236545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:31.343392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:31.504724] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:31.674637] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:31.680851] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:31.780236] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 54.0s | Global ETA: 3m 53s
[2025-11-27T20:19:31.780442] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:31.781347] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:31.781423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:31.786177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:31.787861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:31.840781] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:31.905421] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 53.4s | Global ETA: 3m 53s
[2025-11-27T20:19:31.905558] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:31.906384] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:31.906456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:31.911060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:32.016199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:32.135416] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:32.304316] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:32.344710] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:32.400139] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 6.27% | Symbol ETA: 53.3s | Global ETA: 3m 53s
[2025-11-27T20:19:32.400424] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:32.402170] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:32.402258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:32.407758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:32.409737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:32.513322] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:32.578243] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 52.7s | Global ETA: 3m 53s
[2025-11-27T20:19:32.578383] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:32.579192] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:32.579268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:32.584264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:32.697971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:32.759950] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:32.924854] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:33.019887] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 4.31% | Symbol ETA: 52.6s | Global ETA: 3m 53s
[2025-11-27T20:19:33.020021] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:33.020796] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:33.020864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:33.025445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:33.027088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:33.039712] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:33.206130] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:33.270248] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 52.1s | Global ETA: 3m 54s
[2025-11-27T20:19:33.270383] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:33.271164] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:33.271234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:33.275818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:33.352153] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:33.382249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:33.519248] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:33.612832] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 52.0s | Global ETA: 3m 54s
[2025-11-27T20:19:33.612966] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:33.613753] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:33.613823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:33.618535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:33.620183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:33.711266] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:33.875152] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:33.937262] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 51.4s | Global ETA: 3m 54s
[2025-11-27T20:19:33.937397] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:33.938195] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:33.938267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:33.942932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:33.948503] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:34.046336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:34.112479] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:34.207198] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -2.64% | Symbol ETA: 51.4s | Global ETA: 3m 54s
[2025-11-27T20:19:34.207359] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:34.208125] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:34.208245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:34.212924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:34.214692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:34.386783] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:34.548737] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:34.551887] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:34.614136] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 50.7s | Global ETA: 3m 54s
[2025-11-27T20:19:34.614271] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:34.615033] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:34.615104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:34.620199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:34.714842] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:34.726897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:34.808844] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.07% | Symbol ETA: 50.7s | Global ETA: 3m 54s
[2025-11-27T20:19:34.809017] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:34.809977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:34.810051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:34.814914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:34.816604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:35.068242] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:35.156217] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:35.235486] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:35.300979] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 50.0s | Global ETA: 3m 54s
[2025-11-27T20:19:35.301118] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:35.301875] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:35.301946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:35.306550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:35.327158] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:35.412925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:35.421508] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 50.1s | Global ETA: 3m 54s
[2025-11-27T20:19:35.421672] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:35.422477] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:35.422550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:35.427456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:35.429204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:35.747705] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:35.768656] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:35.911710] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:35.933264] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:35.973641] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.61% | Symbol ETA: 49.4s | Global ETA: 3m 54s
[2025-11-27T20:19:35.973774] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:35.974502] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:35.974588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:35.979176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:19:36.025941] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 8.78% | Symbol ETA: 49.5s | Global ETA: 3m 54s
[2025-11-27T20:19:36.082821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:36.190028] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -9.48%, Actual: 2.48%
[2025-11-27T20:19:36.358086] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.31%, Actual: 2.79%
[2025-11-27T20:19:36.415883] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:36.528829] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -0.73%, Actual: 4.37%
[2025-11-27T20:19:36.580487] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:36.642779] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 48.7s | Global ETA: 3m 54s
[2025-11-27T20:19:36.696421] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 6.27%, Actual: 2.79%
[2025-11-27T20:19:36.807564] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.73%, Actual: 1.21%
[2025-11-27T20:19:36.871786] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 4.31%, Actual: 0.97%
[2025-11-27T20:19:36.971712] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.31%, Actual: 0.43%
[2025-11-27T20:19:37.033724] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.59%
[2025-11-27T20:19:37.146654] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.66%
[2025-11-27T20:19:37.196822] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -2.64%, Actual: 4.01%
[2025-11-27T20:19:37.330507] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.64%
[2025-11-27T20:19:37.360487] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.07%, Actual: 0.56%
[2025-11-27T20:19:37.495761] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 0.16%
[2025-11-27T20:19:37.525521] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 10.83%
[2025-11-27T20:19:37.660933] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.81%
[2025-11-27T20:19:37.694813] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 8.78%, Actual: 3.84%
[2025-11-27T20:19:37.695016] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 36.6820%
[2025-11-27T20:19:37.695127] [INFO ] [main      ] HELE: DISCARDED add_fullday_parkinson_range (score: 36.68%)
[2025-11-27T20:19:37.695187] [INFO ] [main      ] HELE: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:19:37.695231] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state']
[2025-11-27T20:19:37.695344] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:37.707803] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:37.708254] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:37.709161] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:37.709233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:37.714110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:37.754129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:37.825930] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 1.81%
[2025-11-27T20:19:37.993408] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.99%
[2025-11-27T20:19:38.090484] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:38.158932] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 0.13%
[2025-11-27T20:19:38.258393] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:38.325946] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 1.52%
[2025-11-27T20:19:38.326179] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 44.5807%
[2025-11-27T20:19:38.326273] [INFO ] [main      ] HERO: DISCARDED add_directional_consistency (score: 44.58%)
[2025-11-27T20:19:38.326323] [INFO ] [main      ] HERO: Testing feature 9/53: add_fullday_parkinson_range
[2025-11-27T20:19:38.326365] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range']
[2025-11-27T20:19:38.326407] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:38.338324] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:38.338731] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:38.339667] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:38.339740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:38.344540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:38.346344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:38.361521] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.01% | Symbol ETA: 43.3s | Global ETA: 3m 55s
[2025-11-27T20:19:38.361679] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:38.362416] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:38.362486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:38.367116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:38.404474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:38.677158] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:38.748808] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:38.850619] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:38.916230] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 51.7s | Global ETA: 3m 55s
[2025-11-27T20:19:38.916393] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:38.916784] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:38.917198] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:38.917274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:38.922295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:38.924004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:39.027159] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.97% | Symbol ETA: 42.7s | Global ETA: 3m 55s
[2025-11-27T20:19:39.027300] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:39.028079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:39.028170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:39.032858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:39.070366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:39.255277] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:39.399978] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:39.417463] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:39.484072] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 51.1s | Global ETA: 3m 55s
[2025-11-27T20:19:39.484212] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:39.485026] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:39.485095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:39.489706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:39.491358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:39.569684] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:39.668908] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 7.06% | Symbol ETA: 42.0s | Global ETA: 3m 55s
[2025-11-27T20:19:39.669044] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:39.669852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:39.669920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:39.674605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:39.713229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:39.817280] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:39.980536] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:40.043944] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 50.5s | Global ETA: 3m 55s
[2025-11-27T20:19:40.044088] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:40.044861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:40.044933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:40.049553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:40.051192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:40.057518] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:40.230709] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:40.324727] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 41.4s | Global ETA: 3m 55s
[2025-11-27T20:19:40.324869] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:40.325704] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:40.325774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:40.330555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:40.367740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:40.391959] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:40.558073] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:40.622944] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 50.0s | Global ETA: 3m 55s
[2025-11-27T20:19:40.623079] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:40.623838] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:40.623908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:40.628587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:40.630234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:40.699353] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:40.865662] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:40.962282] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.80% | Symbol ETA: 40.7s | Global ETA: 3m 55s
[2025-11-27T20:19:40.962415] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:40.963252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:40.963322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:40.967969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:40.979020] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:41.004894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:41.142552] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:41.205899] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 49.4s | Global ETA: 3m 55s
[2025-11-27T20:19:41.206032] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:41.206797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:41.206865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:41.211487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:41.213131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:41.332227] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:41.494491] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:41.564728] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:41.590287] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 40.1s | Global ETA: 3m 56s
[2025-11-27T20:19:41.590427] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:41.591210] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:41.591281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:41.596024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:41.633977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:41.736183] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:41.799384] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.00% | Symbol ETA: 48.9s | Global ETA: 3m 56s
[2025-11-27T20:19:41.799536] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:41.800409] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:41.800481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:41.805290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:41.807038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:41.965264] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:42.129797] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:42.137414] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:42.224021] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -6.78% | Symbol ETA: 39.4s | Global ETA: 3m 56s
[2025-11-27T20:19:42.224162] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:42.224963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:42.225033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:42.229822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:42.266496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:42.311693] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:42.374368] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 48.3s | Global ETA: 3m 56s
[2025-11-27T20:19:42.374509] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:42.375263] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:42.375331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:42.380006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:42.381679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:42.597171] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:42.720118] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:42.766150] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:42.861408] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 6.20% | Symbol ETA: 38.8s | Global ETA: 3m 56s
[2025-11-27T20:19:42.861557] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:42.862341] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:42.862416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:42.867110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:42.887285] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:42.904859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:42.951446] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.99% | Symbol ETA: 47.7s | Global ETA: 3m 56s
[2025-11-27T20:19:42.951609] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:42.952335] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:42.952408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:42.957123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:42.958899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:43.237722] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:43.300586] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:43.402609] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:43.467401] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:43.497691] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.71% | Symbol ETA: 38.1s | Global ETA: 3m 56s
[2025-11-27T20:19:43.497861] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:43.498942] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:43.499031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:43.505861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:43.532247] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 47.1s | Global ETA: 3m 56s
[2025-11-27T20:19:43.532388] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:43.533208] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:43.533286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:43.538240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:19:43.540078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:43.547328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:43.880436] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:43.882872] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:44.048621] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:44.056328] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:44.118913] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 46.6s | Global ETA: 3m 56s
[2025-11-27T20:19:44.145844] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.15% | Symbol ETA: 37.5s | Global ETA: 3m 56s
[2025-11-27T20:19:44.290100] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.29%, Actual: 1.21%
[2025-11-27T20:19:44.315466] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.01%, Actual: 2.48%
[2025-11-27T20:19:44.457971] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.82%, Actual: 0.43%
[2025-11-27T20:19:44.483530] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.97%, Actual: 2.79%
[2025-11-27T20:19:44.629034] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.10%, Actual: 1.66%
[2025-11-27T20:19:44.649187] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 7.06%, Actual: 4.37%
[2025-11-27T20:19:44.812497] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 0.64%
[2025-11-27T20:19:44.817456] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 2.79%
[2025-11-27T20:19:44.983646] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.80%, Actual: 0.97%
[2025-11-27T20:19:44.985876] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.16%
[2025-11-27T20:19:45.151493] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 0.59%
[2025-11-27T20:19:45.159016] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.00%, Actual: 0.81%
[2025-11-27T20:19:45.316690] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -6.78%, Actual: 4.01%
[2025-11-27T20:19:45.331765] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.81%
[2025-11-27T20:19:45.483977] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 6.20%, Actual: 0.56%
[2025-11-27T20:19:45.497249] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.99%
[2025-11-27T20:19:45.653680] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.71%, Actual: 10.83%
[2025-11-27T20:19:45.666867] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 0.13%
[2025-11-27T20:19:45.819930] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.15%, Actual: 3.84%
[2025-11-27T20:19:45.820153] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.4752%
[2025-11-27T20:19:45.820243] [INFO ] [main      ] HELE: DISCARDED add_gap_fill_state (score: 42.48%)
[2025-11-27T20:19:45.820298] [INFO ] [main      ] HELE: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:19:45.820339] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite']
[2025-11-27T20:19:45.820385] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:45.831896] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 1.52%
[2025-11-27T20:19:45.832094] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 37.6155%
[2025-11-27T20:19:45.832184] [INFO ] [main      ] HERO: DISCARDED add_fullday_parkinson_range (score: 37.62%)
[2025-11-27T20:19:45.832238] [INFO ] [main      ] HERO: Testing feature 10/53: add_gap_fill_state
[2025-11-27T20:19:45.832279] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state']
[2025-11-27T20:19:45.832323] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:45.865686] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:45.866074] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:45.866923] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:45.866993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:45.867374] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:45.867845] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:45.868858] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:45.868929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:45.871608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:45.873741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:45.874729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:45.910046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:46.204862] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:46.239736] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:46.371404] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:46.405232] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:46.470552] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.60% | Symbol ETA: 39.5s | Global ETA: 3m 57s
[2025-11-27T20:19:46.470714] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:46.471537] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:46.471625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:46.471800] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 41.3s | Global ETA: 3m 57s
[2025-11-27T20:19:46.471937] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:46.473131] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:46.473202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:46.476389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:46.477409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:46.478066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:46.515366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:46.820126] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:46.843017] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:46.988210] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:47.007508] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:47.073907] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 2.10% | Symbol ETA: 40.7s | Global ETA: 3m 57s
[2025-11-27T20:19:47.074040] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:47.074858] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:47.074927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:47.079655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:47.090006] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 39.0s | Global ETA: 3m 57s
[2025-11-27T20:19:47.090146] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:47.091021] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:47.091094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:47.096208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:47.097253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:47.117340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:47.437801] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:47.455625] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:47.603380] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:47.624145] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:47.689782] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 40.1s | Global ETA: 3m 57s
[2025-11-27T20:19:47.689915] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:47.690736] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:47.690805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:47.695453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:47.701818] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -2.05% | Symbol ETA: 38.4s | Global ETA: 3m 57s
[2025-11-27T20:19:47.701974] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:47.702887] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:47.702960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:47.708000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:47.709191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:47.734042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:48.043318] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:48.064033] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:48.209323] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:48.229781] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:48.295337] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 39.5s | Global ETA: 3m 57s
[2025-11-27T20:19:48.295469] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:48.296252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:48.296337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:48.301017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:48.305325] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 5.73% | Symbol ETA: 37.8s | Global ETA: 3m 57s
[2025-11-27T20:19:48.305460] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:48.306252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:48.306324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:48.311050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:48.312085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:48.338458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:48.648004] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:48.673403] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:48.814486] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:48.838047] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:48.903174] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.63% | Symbol ETA: 38.9s | Global ETA: 3m 57s
[2025-11-27T20:19:48.903310] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:48.904105] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:48.904175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:48.908910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:48.914116] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 37.2s | Global ETA: 3m 57s
[2025-11-27T20:19:48.914253] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:48.915077] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:48.915151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:48.919976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:48.921026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:48.945868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:49.251141] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:49.274236] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:49.415814] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:49.438424] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:49.502829] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 38.3s | Global ETA: 3m 58s
[2025-11-27T20:19:49.502959] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:49.503772] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:49.503842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:49.508439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:49.509757] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 36.6s | Global ETA: 3m 58s
[2025-11-27T20:19:49.509887] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:49.510680] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:49.510748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:49.515379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:49.516364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:49.544851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:49.850282] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:49.871658] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:50.016407] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:50.035726] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:50.098887] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 37.7s | Global ETA: 3m 58s
[2025-11-27T20:19:50.099019] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:50.099780] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:50.099851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:50.104437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:50.113161] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.71% | Symbol ETA: 35.9s | Global ETA: 3m 58s
[2025-11-27T20:19:50.113296] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:50.114106] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:50.114179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:50.119021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:50.120025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:50.141102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:50.457233] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:50.470653] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:50.625186] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:50.634390] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:50.700117] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 37.1s | Global ETA: 3m 58s
[2025-11-27T20:19:50.700251] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:50.701090] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:50.701162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:50.705822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:50.719005] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -2.51% | Symbol ETA: 35.3s | Global ETA: 3m 58s
[2025-11-27T20:19:50.719153] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:50.719926] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:50.719995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:50.724669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:50.725637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:50.745524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:51.060746] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:51.078347] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:51.227612] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:51.243248] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:51.306796] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 36.5s | Global ETA: 3m 58s
[2025-11-27T20:19:51.306928] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:51.307679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:51.307747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:51.312340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:19:51.318987] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 34.7s | Global ETA: 3m 58s
[2025-11-27T20:19:51.319119] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:51.319940] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:51.320027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:51.324696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:51.325685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:51.348775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:51.662406] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:19:51.683463] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:51.833011] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:51.848550] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:51.913678] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 35.9s | Global ETA: 3m 58s
[2025-11-27T20:19:51.928077] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.51% | Symbol ETA: 34.1s | Global ETA: 3m 58s
[2025-11-27T20:19:52.082389] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -1.23%, Actual: 1.21%
[2025-11-27T20:19:52.097282] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.60%, Actual: 2.48%
[2025-11-27T20:19:52.248452] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 2.10%, Actual: 0.43%
[2025-11-27T20:19:52.264546] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.36%, Actual: 2.79%
[2025-11-27T20:19:52.413665] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.13%, Actual: 1.66%
[2025-11-27T20:19:52.436598] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -2.05%, Actual: 4.37%
[2025-11-27T20:19:52.581050] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 0.64%
[2025-11-27T20:19:52.606366] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 5.73%, Actual: 2.79%
[2025-11-27T20:19:52.747610] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 0.16%
[2025-11-27T20:19:52.777354] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 0.97%
[2025-11-27T20:19:52.914853] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 0.81%
[2025-11-27T20:19:52.963165] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 0.59%
[2025-11-27T20:19:53.088930] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 1.81%
[2025-11-27T20:19:53.129543] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.71%, Actual: 4.01%
[2025-11-27T20:19:53.251628] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.99%
[2025-11-27T20:19:53.294250] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -2.51%, Actual: 0.56%
[2025-11-27T20:19:53.415469] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.42%, Actual: 0.13%
[2025-11-27T20:19:53.463289] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.23%, Actual: 10.83%
[2025-11-27T20:19:53.581169] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 1.52%
[2025-11-27T20:19:53.581358] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 39.0151%
[2025-11-27T20:19:53.581446] [INFO ] [main      ] HERO: DISCARDED add_gap_fill_state (score: 39.02%)
[2025-11-27T20:19:53.581497] [INFO ] [main      ] HERO: Testing feature 11/53: add_gap_morning_composite
[2025-11-27T20:19:53.581538] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite']
[2025-11-27T20:19:53.581619] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:19:53.593637] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:53.593995] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:19:53.594815] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:53.594884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:53.599562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:53.600592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:53.630671] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.51%, Actual: 3.84%
[2025-11-27T20:19:53.630929] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.2122%
[2025-11-27T20:19:53.631072] [INFO ] [main      ] HELE: DISCARDED add_gap_morning_composite (score: 48.21%)
[2025-11-27T20:19:53.631135] [INFO ] [main      ] HELE: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:19:53.631187] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state']
[2025-11-27T20:19:53.631239] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:19:53.643864] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:19:53.644290] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:19:53.645191] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:53.645263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:53.653451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:53.703776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:53.932172] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:19:54.036901] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:19:54.097458] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:54.161962] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 37.7s | Global ETA: 3m 59s
[2025-11-27T20:19:54.162095] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:19:54.162868] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:54.162937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:54.167887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:54.168879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:54.205101] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:19:54.306839] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.58% | Symbol ETA: 35.1s | Global ETA: 3m 59s
[2025-11-27T20:19:54.306979] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:19:54.307792] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:54.307861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:54.312692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:54.361859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:54.507033] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:19:54.670770] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:54.698723] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:19:54.734911] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 37.1s | Global ETA: 3m 59s
[2025-11-27T20:19:54.735048] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:19:54.735799] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:54.735870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:54.740486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:54.741439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:54.864800] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:19:54.966462] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 34.4s | Global ETA: 3m 59s
[2025-11-27T20:19:54.966619] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:19:54.967449] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:54.967521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:54.972332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:55.021190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:55.067534] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:19:55.235423] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:55.299691] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 36.5s | Global ETA: 3m 59s
[2025-11-27T20:19:55.299831] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:19:55.300557] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:55.300652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:55.305318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:55.306267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:55.362398] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:19:55.537399] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:19:55.633290] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:19:55.636385] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 8.95% | Symbol ETA: 33.8s | Global ETA: 3m 59s
[2025-11-27T20:19:55.636530] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:19:55.637410] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:55.637500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:55.643289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:55.692910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:55.796978] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:55.863200] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 35.9s | Global ETA: 3m 59s
[2025-11-27T20:19:55.863336] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:19:55.864145] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:55.864216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:55.868828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:55.869828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:56.043012] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:19:56.196417] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:19:56.211552] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:19:56.308855] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 33.1s | Global ETA: 3m 59s
[2025-11-27T20:19:56.309001] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:19:56.309857] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:56.309933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:56.314943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:56.359773] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:56.363645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:56.422148] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 35.4s | Global ETA: 3m 59s
[2025-11-27T20:19:56.422283] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:19:56.423044] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:56.423115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:56.427829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:56.428814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:56.694434] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:19:56.756656] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:19:56.859408] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:19:56.919732] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:56.957468] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.48% | Symbol ETA: 32.4s | Global ETA: 3m 59s
[2025-11-27T20:19:56.957624] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:19:56.958461] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:56.958534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:56.963355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:56.982081] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 34.8s | Global ETA: 3m 59s
[2025-11-27T20:19:56.982218] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:19:56.982980] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:56.983053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:56.987802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:56.988791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:57.010755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:57.355140] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:19:57.374222] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:19:57.520938] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:19:57.538716] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:57.603028] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 34.3s | Global ETA: 3m 60s
[2025-11-27T20:19:57.603163] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:19:57.603944] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:57.604015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:57.608859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:57.609867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:57.624815] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.78% | Symbol ETA: 31.8s | Global ETA: 3m 60s
[2025-11-27T20:19:57.624987] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:19:57.626018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:57.626105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:57.632547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:57.681783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:57.937875] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:19:58.068822] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:19:58.106362] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:58.169593] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 33.7s | Global ETA: 3m 60s
[2025-11-27T20:19:58.169729] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:19:58.170550] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:58.170640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:58.175455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:58.176463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:58.236320] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:19:58.333768] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 3.93% | Symbol ETA: 31.1s | Global ETA: 3m 60s
[2025-11-27T20:19:58.333910] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:19:58.334694] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:58.334765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:58.339439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:58.386131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:58.504156] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:19:58.668154] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:58.717087] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:19:58.729612] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 33.1s | Global ETA: 3m 60s
[2025-11-27T20:19:58.729747] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:19:58.730510] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:58.730597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:58.735158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:19:58.736118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:58.926011] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:19:59.021244] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.38% | Symbol ETA: 30.5s | Global ETA: 3m 60s
[2025-11-27T20:19:59.021389] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:19:59.022196] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:59.022268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:59.027144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:59.063237] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:19:59.073765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:59.224420] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:19:59.286239] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 32.5s | Global ETA: 4m 0s
[2025-11-27T20:19:59.402178] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:19:59.448795] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.65%, Actual: 1.21%
[2025-11-27T20:19:59.569035] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:19:59.613694] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.41%, Actual: 0.43%
[2025-11-27T20:19:59.666819] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -1.41% | Symbol ETA: 29.8s | Global ETA: 4m 0s
[2025-11-27T20:19:59.666960] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:19:59.667751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:19:59.667821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:19:59.672433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:19:59.718297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:19:59.777265] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.62%, Actual: 1.66%
[2025-11-27T20:19:59.939005] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.64%
[2025-11-27T20:20:00.047997] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:00.101448] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 0.16%
[2025-11-27T20:20:00.222697] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:00.268635] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.63%, Actual: 0.81%
[2025-11-27T20:20:00.319074] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.08% | Symbol ETA: 29.1s | Global ETA: 4m 0s
[2025-11-27T20:20:00.432491] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.81%
[2025-11-27T20:20:00.484435] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.58%, Actual: 2.48%
[2025-11-27T20:20:00.596791] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.67%, Actual: 0.99%
[2025-11-27T20:20:00.655425] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.05%, Actual: 2.79%
[2025-11-27T20:20:00.761771] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 0.13%
[2025-11-27T20:20:00.824353] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 8.95%, Actual: 4.37%
[2025-11-27T20:20:00.927815] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 1.52%
[2025-11-27T20:20:00.928015] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.6285%
[2025-11-27T20:20:00.928158] [INFO ] [main      ] HERO: DISCARDED add_gap_morning_composite (score: 38.63%)
[2025-11-27T20:20:00.928220] [INFO ] [main      ] HERO: Testing feature 12/53: add_gap_resolution_state
[2025-11-27T20:20:00.928280] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state']
[2025-11-27T20:20:00.928343] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:00.940281] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:00.940730] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:00.941557] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:00.941652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:00.946339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:00.990804] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 2.79%
[2025-11-27T20:20:00.995749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:01.154037] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 0.97%
[2025-11-27T20:20:01.328086] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:01.334362] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 0.59%
[2025-11-27T20:20:01.491911] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:01.505853] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 3.93%, Actual: 4.01%
[2025-11-27T20:20:01.556481] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 32.9s | Global ETA: 4m 1s
[2025-11-27T20:20:01.556647] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:01.557406] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:01.557478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:01.562171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:01.611087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:01.681643] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.38%, Actual: 0.56%
[2025-11-27T20:20:01.853537] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 10.83%
[2025-11-27T20:20:01.945920] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:02.021027] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 3.84%
[2025-11-27T20:20:02.021294] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 40.8247%
[2025-11-27T20:20:02.021427] [INFO ] [main      ] HELE: DISCARDED add_gap_resolution_state (score: 40.82%)
[2025-11-27T20:20:02.021551] [INFO ] [main      ] HELE: Testing feature 13/53: add_gaps
[2025-11-27T20:20:02.021615] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps']
[2025-11-27T20:20:02.021672] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:02.035211] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:02.035651] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:02.036727] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:02.036796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:02.041738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:02.042549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:02.123455] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:02.191019] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.73% | Symbol ETA: 32.4s | Global ETA: 4m 1s
[2025-11-27T20:20:02.191160] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:02.192010] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:02.192082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:02.197031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:02.246771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:02.388714] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:02.556351] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:02.621774] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:02.661608] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 33.6s | Global ETA: 4m 1s
[2025-11-27T20:20:02.661757] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:02.662660] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:02.662732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:02.667733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:02.668619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:02.799066] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:02.869886] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 31.9s | Global ETA: 4m 1s
[2025-11-27T20:20:02.870040] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:02.871293] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:02.871367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:02.876699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:02.926938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:03.029674] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:03.200834] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:03.277506] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:03.303244] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -4.38% | Symbol ETA: 33.0s | Global ETA: 4m 1s
[2025-11-27T20:20:03.303380] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:03.304153] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:03.304225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:03.308830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:03.309626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:03.442683] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:03.505899] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 31.2s | Global ETA: 4m 1s
[2025-11-27T20:20:03.506032] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:03.506835] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:03.506907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:03.511506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:03.559050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:03.636430] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:03.811357] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:03.888673] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:03.918237] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.81% | Symbol ETA: 32.4s | Global ETA: 4m 1s
[2025-11-27T20:20:03.918381] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:03.919208] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:03.919281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:03.924079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:03.924916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:04.051698] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:04.115667] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.16% | Symbol ETA: 30.6s | Global ETA: 4m 1s
[2025-11-27T20:20:04.115803] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:04.116661] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:04.116730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:04.121417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:04.170159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:04.272517] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:04.438873] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:04.499630] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:04.543331] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -3.26% | Symbol ETA: 31.7s | Global ETA: 4m 1s
[2025-11-27T20:20:04.543499] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:04.544409] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:04.544499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:04.549805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:04.550783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:04.662640] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:04.725480] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 29.9s | Global ETA: 4m 1s
[2025-11-27T20:20:04.725633] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:04.726434] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:04.726505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:04.731322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:04.779965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:04.897782] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:05.063059] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:05.108505] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:05.160325] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 4.06% | Symbol ETA: 31.1s | Global ETA: 4m 1s
[2025-11-27T20:20:05.160459] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:05.161219] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:05.161289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:05.165916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:05.166712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:05.276284] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:05.340414] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 29.3s | Global ETA: 4m 2s
[2025-11-27T20:20:05.340562] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:05.341430] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:05.341505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:05.346131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:05.395636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:05.512268] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:05.712149] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:05.761423] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:05.839549] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 30.5s | Global ETA: 4m 2s
[2025-11-27T20:20:05.839714] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:05.840596] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:05.840672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:05.845608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:05.846529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:06.017885] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:06.112683] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 28.7s | Global ETA: 4m 2s
[2025-11-27T20:20:06.112854] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:06.113989] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:06.114091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:06.121432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:06.186237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:06.287752] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:06.477931] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:06.573967] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:06.578354] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 29.9s | Global ETA: 4m 2s
[2025-11-27T20:20:06.578517] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:06.579345] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:06.579420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:06.584628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:06.585491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:06.760053] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:06.828705] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 28.0s | Global ETA: 4m 2s
[2025-11-27T20:20:06.828850] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:06.829667] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:06.829737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:06.834508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:20:06.887045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:06.932050] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:07.100779] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:07.199924] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 29.3s | Global ETA: 4m 2s
[2025-11-27T20:20:07.200062] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:07.200934] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:07.201020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:07.206546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:07.207401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:07.225157] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:07.400954] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:07.468248] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 27.4s | Global ETA: 4m 2s
[2025-11-27T20:20:07.561565] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:07.650266] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -1.06%, Actual: 1.21%
[2025-11-27T20:20:07.730519] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:07.826089] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 28.6s | Global ETA: 4m 2s
[2025-11-27T20:20:07.826228] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:07.827077] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:07.827152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:07.829434] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.73%, Actual: 0.43%
[2025-11-27T20:20:07.831965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:07.832828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:08.001271] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 1.66%
[2025-11-27T20:20:08.160081] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:08.164237] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.64%
[2025-11-27T20:20:08.326369] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:08.332419] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.16%, Actual: 0.16%
[2025-11-27T20:20:08.426307] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.54% | Symbol ETA: 28.0s | Global ETA: 4m 2s
[2025-11-27T20:20:08.495989] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.81%
[2025-11-27T20:20:08.593002] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.34%, Actual: 2.48%
[2025-11-27T20:20:08.662653] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 1.81%
[2025-11-27T20:20:08.759120] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -4.38%, Actual: 2.79%
[2025-11-27T20:20:08.827482] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 0.99%
[2025-11-27T20:20:08.935688] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.81%, Actual: 4.37%
[2025-11-27T20:20:08.994536] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 0.13%
[2025-11-27T20:20:09.116875] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -3.26%, Actual: 2.79%
[2025-11-27T20:20:09.158708] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 1.52%
[2025-11-27T20:20:09.158926] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 41.5729%
[2025-11-27T20:20:09.159017] [INFO ] [main      ] HERO: DISCARDED add_gap_resolution_state (score: 41.57%)
[2025-11-27T20:20:09.159067] [INFO ] [main      ] HERO: Testing feature 13/53: add_gaps
[2025-11-27T20:20:09.159112] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps']
[2025-11-27T20:20:09.159171] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:09.205968] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:09.206378] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:09.207230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:09.207300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:09.212379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:09.213187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:09.297062] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 4.06%, Actual: 0.97%
[2025-11-27T20:20:09.465896] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.93%, Actual: 0.59%
[2025-11-27T20:20:09.545997] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:09.634376] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 4.01%
[2025-11-27T20:20:09.721430] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:09.793789] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 32.7s | Global ETA: 4m 3s
[2025-11-27T20:20:09.793934] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:09.794767] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:09.794840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:09.799048] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 0.56%
[2025-11-27T20:20:09.799894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:09.800749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:09.963596] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 10.83%
[2025-11-27T20:20:10.126926] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.54%, Actual: 3.84%
[2025-11-27T20:20:10.127120] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 36.8951%
[2025-11-27T20:20:10.127222] [INFO ] [main      ] HELE: DISCARDED add_gaps (score: 36.90%)
[2025-11-27T20:20:10.127290] [INFO ] [main      ] HELE: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:20:10.127344] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies']
[2025-11-27T20:20:10.127408] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:10.140787] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:10.141385] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:10.142276] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:10.142349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:10.147089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:10.148404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:10.166529] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:10.332373] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:10.398834] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 32.2s | Global ETA: 4m 3s
[2025-11-27T20:20:10.398970] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:10.399754] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:10.399822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:10.404509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:10.405380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:10.476367] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:10.642120] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:10.741976] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 29.7s | Global ETA: 4m 3s
[2025-11-27T20:20:10.742112] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:10.742910] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:10.742979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:10.747673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:10.748920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:10.766011] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:10.955612] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:11.023682] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 31.7s | Global ETA: 4m 3s
[2025-11-27T20:20:11.023836] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:11.024666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:11.024738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:11.029569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:11.030376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:11.075804] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:11.240261] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:11.340208] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 29.1s | Global ETA: 4m 3s
[2025-11-27T20:20:11.340342] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:11.341118] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:11.341190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:11.345846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:11.347066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:11.378769] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:11.552733] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:11.623170] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 31.1s | Global ETA: 4m 3s
[2025-11-27T20:20:11.623312] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:11.624135] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:11.624211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:11.629239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:11.630159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:11.675295] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:11.839118] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:11.937803] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 2.19% | Symbol ETA: 28.5s | Global ETA: 4m 3s
[2025-11-27T20:20:11.937935] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:11.938749] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:11.938818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:11.943514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:11.944804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:11.982417] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:12.165635] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:12.234898] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 30.5s | Global ETA: 4m 3s
[2025-11-27T20:20:12.235039] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:12.235861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:12.235934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:12.240784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:12.241680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:12.274285] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:12.437155] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:12.538020] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -3.95% | Symbol ETA: 27.9s | Global ETA: 4m 3s
[2025-11-27T20:20:12.538134] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:12.538969] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:12.539050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:12.544239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:12.545504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:12.597059] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:12.776141] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:12.845055] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 29.9s | Global ETA: 4m 3s
[2025-11-27T20:20:12.845196] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:12.846007] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:12.846093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:12.851099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:12.851953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:12.878084] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:13.042195] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:13.137082] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 27.3s | Global ETA: 4m 3s
[2025-11-27T20:20:13.137229] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:13.138012] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:13.138084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:13.142730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:13.143954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:13.199935] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:13.372536] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:13.439037] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.01% | Symbol ETA: 29.2s | Global ETA: 4m 4s
[2025-11-27T20:20:13.439179] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:13.439982] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:13.440054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:13.445273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:13.446124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:13.468975] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:13.637825] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:13.737549] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 26.7s | Global ETA: 4m 4s
[2025-11-27T20:20:13.737702] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:13.738530] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:13.738619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:13.743390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:13.744697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:13.796108] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:13.967884] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:14.036227] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.04% | Symbol ETA: 28.6s | Global ETA: 4m 4s
[2025-11-27T20:20:14.036364] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:14.037138] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:14.037210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:14.042309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:14.043129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:14.074554] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:14.239986] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:14.339180] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 26.1s | Global ETA: 4m 4s
[2025-11-27T20:20:14.339321] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:14.340193] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:14.340268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:14.345209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:14.346530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:14.381425] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:14.546153] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:14.610915] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 28.0s | Global ETA: 4m 4s
[2025-11-27T20:20:14.611062] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:14.611848] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:14.611917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:14.616496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:20:14.617308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:14.681141] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:14.846825] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:14.941845] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -6.64% | Symbol ETA: 25.5s | Global ETA: 4m 4s
[2025-11-27T20:20:14.941982] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:14.942778] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:14.942849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:14.947753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:14.949052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:14.959999] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:15.126015] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:15.193895] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 27.4s | Global ETA: 4m 4s
[2025-11-27T20:20:15.294323] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:15.366615] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.07%, Actual: 1.21%
[2025-11-27T20:20:15.473396] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:15.530161] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.70%, Actual: 0.43%
[2025-11-27T20:20:15.570498] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 24.9s | Global ETA: 4m 4s
[2025-11-27T20:20:15.570656] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:15.571410] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:15.571480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:15.576178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:15.577412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:15.694894] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.77%, Actual: 1.66%
[2025-11-27T20:20:15.867318] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.64%
[2025-11-27T20:20:15.907620] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:16.038985] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 0.16%
[2025-11-27T20:20:16.070336] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:16.166271] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.30% | Symbol ETA: 24.3s | Global ETA: 4m 4s
[2025-11-27T20:20:16.210366] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.81%
[2025-11-27T20:20:16.329595] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.70%, Actual: 2.48%
[2025-11-27T20:20:16.379161] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 1.81%
[2025-11-27T20:20:16.491642] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.08%, Actual: 2.79%
[2025-11-27T20:20:16.558274] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.04%, Actual: 0.99%
[2025-11-27T20:20:16.655334] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 2.19%, Actual: 4.37%
[2025-11-27T20:20:16.734307] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 2.26%, Actual: 0.13%
[2025-11-27T20:20:16.818675] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -3.95%, Actual: 2.79%
[2025-11-27T20:20:16.898285] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 1.52%
[2025-11-27T20:20:16.898503] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 39.1571%
[2025-11-27T20:20:16.898615] [INFO ] [main      ] HERO: DISCARDED add_gaps (score: 39.16%)
[2025-11-27T20:20:16.898676] [INFO ] [main      ] HERO: Testing feature 14/53: add_intraday_skewness_proxies
[2025-11-27T20:20:16.898716] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies']
[2025-11-27T20:20:16.898762] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:16.912271] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:16.912678] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:16.913506] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:16.913611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:16.918231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:16.919563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:16.982382] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.97%
[2025-11-27T20:20:17.145980] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.59%
[2025-11-27T20:20:17.247627] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:17.309796] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.95%, Actual: 4.01%
[2025-11-27T20:20:17.428318] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:17.472956] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -6.64%, Actual: 0.56%
[2025-11-27T20:20:17.496892] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 28.5s | Global ETA: 4m 5s
[2025-11-27T20:20:17.497032] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:17.497794] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:17.497864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:17.502452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:17.503681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:17.637197] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 10.83%
[2025-11-27T20:20:17.801860] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 3.84%
[2025-11-27T20:20:17.802068] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 34.9850%
[2025-11-27T20:20:17.802163] [INFO ] [main      ] HELE: DISCARDED add_intraday_skewness_proxies (score: 34.98%)
[2025-11-27T20:20:17.802216] [INFO ] [main      ] HELE: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:20:17.802255] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile']
[2025-11-27T20:20:17.802298] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:17.814472] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:17.814883] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:17.815738] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:17.815808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:17.820495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:17.840994] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:17.893968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:18.004200] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:18.069700] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.27% | Symbol ETA: 27.8s | Global ETA: 4m 5s
[2025-11-27T20:20:18.069836] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:18.070600] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:18.070668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:18.075269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:18.076472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:18.226153] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:18.393527] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:18.409008] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:18.492316] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -3.04% | Symbol ETA: 26.9s | Global ETA: 4m 5s
[2025-11-27T20:20:18.492455] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:18.493231] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:18.493302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:18.497951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:18.571018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:18.572072] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:18.636860] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 27.2s | Global ETA: 4m 5s
[2025-11-27T20:20:18.637006] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:18.637782] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:18.637853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:18.642682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:18.643955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:18.904886] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:18.984698] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:19.068307] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:19.154976] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:19.167043] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 26.2s | Global ETA: 4m 5s
[2025-11-27T20:20:19.167185] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:19.167981] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:19.168052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:19.172762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:19.221944] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 26.7s | Global ETA: 4m 5s
[2025-11-27T20:20:19.222089] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:19.222928] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:19.223001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:19.227801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:19.229060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:19.244379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:19.572100] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:19.573198] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:19.738739] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:19.746449] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:19.810940] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 26.1s | Global ETA: 4m 5s
[2025-11-27T20:20:19.811078] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:19.811841] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:19.811909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:19.816530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:19.817793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:19.836743] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 25.5s | Global ETA: 4m 5s
[2025-11-27T20:20:19.836889] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:19.837671] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:19.837742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:19.842598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:19.913672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:20.172283] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:20.238504] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:20.340246] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:20.401640] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:20.404144] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 25.5s | Global ETA: 4m 5s
[2025-11-27T20:20:20.404290] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:20.405114] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:20.405185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:20.410011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:20.411234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:20.496528] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.70% | Symbol ETA: 24.9s | Global ETA: 4m 5s
[2025-11-27T20:20:20.496689] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:20.497478] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:20.497550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:20.502335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:20.573909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:20.765459] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:20.905336] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:20.929867] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:20.992272] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 25.0s | Global ETA: 4m 5s
[2025-11-27T20:20:20.992412] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:20.993162] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:20.993233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:20.997843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:20.999081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:21.068181] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:21.161188] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.09% | Symbol ETA: 24.2s | Global ETA: 4m 5s
[2025-11-27T20:20:21.161325] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:21.162109] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:21.162181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:21.166899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:21.240479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:21.334967] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:21.503340] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:21.570040] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:21.570850] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 24.4s | Global ETA: 4m 6s
[2025-11-27T20:20:21.571068] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:21.572347] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:21.572418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:21.577199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:21.578484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:21.733316] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:21.826161] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 6.45% | Symbol ETA: 23.5s | Global ETA: 4m 6s
[2025-11-27T20:20:21.826300] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:21.827091] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:21.827161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:21.831779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:21.902642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:21.909821] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:22.074408] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:22.142808] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 23.8s | Global ETA: 4m 6s
[2025-11-27T20:20:22.142968] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:22.143765] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:22.143837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:22.148651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:20:22.150005] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:22.228092] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:22.389790] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:22.481657] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 1.42% | Symbol ETA: 22.8s | Global ETA: 4m 6s
[2025-11-27T20:20:22.481796] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:22.481868] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:22.482774] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:22.482856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:22.488015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:22.560925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:22.656803] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:22.722657] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 23.2s | Global ETA: 4m 6s
[2025-11-27T20:20:22.892499] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:22.897335] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.33%, Actual: 1.21%
[2025-11-27T20:20:23.059651] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:23.076242] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.27%, Actual: 0.43%
[2025-11-27T20:20:23.153367] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 22.2s | Global ETA: 4m 6s
[2025-11-27T20:20:23.153525] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:23.154624] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:23.154695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:23.160383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:23.234028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:23.243546] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.48%, Actual: 1.66%
[2025-11-27T20:20:23.416358] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.97%, Actual: 0.64%
[2025-11-27T20:20:23.560596] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:23.588942] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 0.16%
[2025-11-27T20:20:23.727145] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:23.761708] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.81%
[2025-11-27T20:20:23.818847] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -5.20% | Symbol ETA: 21.5s | Global ETA: 4m 6s
[2025-11-27T20:20:23.818984] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:23.819801] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:23.819868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:23.824517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:23.895320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:23.932513] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 1.81%
[2025-11-27T20:20:24.109639] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 0.99%
[2025-11-27T20:20:24.221495] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:24.283488] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 0.13%
[2025-11-27T20:20:24.390194] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:24.454479] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 1.52%
[2025-11-27T20:20:24.454701] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 44.1487%
[2025-11-27T20:20:24.454792] [INFO ] [main      ] HERO: DISCARDED add_intraday_skewness_proxies (score: 44.15%)
[2025-11-27T20:20:24.454853] [INFO ] [main      ] HERO: Testing feature 15/53: add_intraday_volatility_percentile
[2025-11-27T20:20:24.454893] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile']
[2025-11-27T20:20:24.454936] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:24.468183] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:24.468604] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:24.469437] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:24.469509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:24.474506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:24.484745] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.87% | Symbol ETA: 20.8s | Global ETA: 4m 6s
[2025-11-27T20:20:24.552321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:24.651381] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -3.04%, Actual: 2.48%
[2025-11-27T20:20:24.816694] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.54%, Actual: 2.79%
[2025-11-27T20:20:24.889194] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:24.979779] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -2.38%, Actual: 4.37%
[2025-11-27T20:20:25.052606] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:25.116817] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 26.3s | Global ETA: 4m 6s
[2025-11-27T20:20:25.116955] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:25.117713] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:25.117780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:25.122380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:25.147076] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.70%, Actual: 2.79%
[2025-11-27T20:20:25.195048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:25.319238] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.09%, Actual: 0.97%
[2025-11-27T20:20:25.484497] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 6.45%, Actual: 0.59%
[2025-11-27T20:20:25.525818] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:25.650180] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 1.42%, Actual: 4.01%
[2025-11-27T20:20:25.694533] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:25.760560] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 25.7s | Global ETA: 4m 7s
[2025-11-27T20:20:25.760722] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:25.761458] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:25.761528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:25.766137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:25.818651] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.56%
[2025-11-27T20:20:25.836937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:25.983226] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -5.20%, Actual: 10.83%
[2025-11-27T20:20:26.150755] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 3.84%
[2025-11-27T20:20:26.150977] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 52.4077%
[2025-11-27T20:20:26.151111] [INFO ] [main      ] HELE: KEPT add_intraday_volatility_percentile (score: 52.41%)
[2025-11-27T20:20:26.151166] [INFO ] [main      ] HELE: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:20:26.151209] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag']
[2025-11-27T20:20:26.151254] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:26.161236] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:26.165038] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:26.165449] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:26.166307] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:26.166379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:26.171163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:26.247848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:26.248694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:26.326432] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:26.391211] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.84% | Symbol ETA: 25.0s | Global ETA: 4m 7s
[2025-11-27T20:20:26.391350] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:26.392122] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:26.392191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:26.396799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:26.468417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:26.591146] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:26.755307] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:26.800515] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:26.852556] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -10.48% | Symbol ETA: 26.8s | Global ETA: 4m 7s
[2025-11-27T20:20:26.852713] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:26.853452] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:26.853525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:26.858219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:26.933054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:26.933790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:26.964918] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:27.028867] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 24.3s | Global ETA: 4m 7s
[2025-11-27T20:20:27.029009] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:27.029791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:27.029861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:27.034460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:27.106869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:27.263960] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:27.429030] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:27.432419] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:27.526510] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -3.72% | Symbol ETA: 26.0s | Global ETA: 4m 7s
[2025-11-27T20:20:27.526669] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:27.527416] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:27.527488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:27.532133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:27.596700] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:27.607484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:27.608325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:27.660362] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 23.7s | Global ETA: 4m 7s
[2025-11-27T20:20:27.660500] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:27.661251] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:27.661323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:27.665987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:27.738743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:27.935907] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:28.065643] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:28.099481] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:28.196560] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 4.87% | Symbol ETA: 25.3s | Global ETA: 4m 7s
[2025-11-27T20:20:28.196724] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:28.197471] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:28.197541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:28.202144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:28.231025] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:28.274518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:28.275233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:28.293102] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 23.1s | Global ETA: 4m 7s
[2025-11-27T20:20:28.293243] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:28.294007] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:28.294077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:28.298681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:28.367757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:28.603955] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:28.704818] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:28.767444] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:28.865380] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.00% | Symbol ETA: 24.6s | Global ETA: 4m 7s
[2025-11-27T20:20:28.865520] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:28.866283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:28.866354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:28.870453] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:28.871104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:28.933791] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 22.4s | Global ETA: 4m 7s
[2025-11-27T20:20:28.933925] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:28.934668] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:28.934736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:28.939435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:28.943801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:28.944618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:29.011126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:29.283946] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:29.342383] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:29.454141] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:29.509845] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:29.557321] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -4.47% | Symbol ETA: 24.0s | Global ETA: 4m 8s
[2025-11-27T20:20:29.557465] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:29.558328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:29.558402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:29.563276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:29.573473] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.51% | Symbol ETA: 21.8s | Global ETA: 4m 8s
[2025-11-27T20:20:29.573632] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:29.574366] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:29.574436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:29.579089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:29.639828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:29.640800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:29.652237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:29.990593] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:29.993511] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:30.158164] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:30.172914] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:30.224950] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 21.1s | Global ETA: 4m 8s
[2025-11-27T20:20:30.225095] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:30.225890] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:30.225960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:30.230712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:30.268502] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 7.64% | Symbol ETA: 23.3s | Global ETA: 4m 8s
[2025-11-27T20:20:30.268672] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:30.269473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:30.269548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:30.274457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:30.302343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:30.349718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:30.350634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:30.635862] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:30.710889] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:30.806695] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:30.868523] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 20.5s | Global ETA: 4m 8s
[2025-11-27T20:20:30.887180] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:30.982639] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -6.06% | Symbol ETA: 22.7s | Global ETA: 4m 8s
[2025-11-27T20:20:30.982779] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:30.983628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:30.983700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:30.988593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:31.036467] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.77%, Actual: 1.21%
[2025-11-27T20:20:31.064447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:31.065373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:31.198691] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.74%, Actual: 0.43%
[2025-11-27T20:20:31.362988] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.84%, Actual: 1.66%
[2025-11-27T20:20:31.420480] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:31.527539] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.64%
[2025-11-27T20:20:31.592318] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:31.685521] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -4.65% | Symbol ETA: 22.0s | Global ETA: 4m 8s
[2025-11-27T20:20:31.685678] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:31.686419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:31.686491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:31.691165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:31.697243] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.37%, Actual: 0.16%
[2025-11-27T20:20:31.764479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:31.765430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:31.867504] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.81%
[2025-11-27T20:20:32.034449] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 1.81%
[2025-11-27T20:20:32.101667] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:32.200295] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 0.99%
[2025-11-27T20:20:32.266774] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:32.366326] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 0.13%
[2025-11-27T20:20:32.367948] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 21.3s | Global ETA: 4m 8s
[2025-11-27T20:20:32.368101] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:32.369160] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:32.369238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:32.374067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:32.445175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:32.446099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:32.534106] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.52%
[2025-11-27T20:20:32.534313] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 40.5433%
[2025-11-27T20:20:32.534400] [INFO ] [main      ] HERO: DISCARDED add_intraday_volatility_percentile (score: 40.54%)
[2025-11-27T20:20:32.534452] [INFO ] [main      ] HERO: Testing feature 16/53: add_last_hour_momentum_mag
[2025-11-27T20:20:32.534496] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_last_hour_momentum_mag']
[2025-11-27T20:20:32.534542] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:32.546507] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:32.546894] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:32.547728] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:32.547796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:32.552682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:32.553356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:32.787757] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:32.892512] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:32.967672] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:33.063048] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.16% | Symbol ETA: 20.6s | Global ETA: 4m 8s
[2025-11-27T20:20:33.065273] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:33.129249] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 25.2s | Global ETA: 4m 8s
[2025-11-27T20:20:33.129384] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:33.130155] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:33.130225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:33.135024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:33.135708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:33.233085] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -10.48%, Actual: 2.48%
[2025-11-27T20:20:33.399373] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -3.72%, Actual: 2.79%
[2025-11-27T20:20:33.464797] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:33.566558] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 4.87%, Actual: 4.37%
[2025-11-27T20:20:33.628367] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:33.691630] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 24.5s | Global ETA: 4m 9s
[2025-11-27T20:20:33.691767] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:33.692489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:33.692559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:33.697242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:33.697953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:33.730693] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 2.79%
[2025-11-27T20:20:33.900489] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -4.47%, Actual: 0.97%
[2025-11-27T20:20:34.030557] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:34.069476] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 7.64%, Actual: 0.59%
[2025-11-27T20:20:34.195972] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:34.237761] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -6.06%, Actual: 4.01%
[2025-11-27T20:20:34.260469] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 23.9s | Global ETA: 4m 9s
[2025-11-27T20:20:34.260627] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:34.261383] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:34.261453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:34.266235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:34.266942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:34.402756] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 0.56%
[2025-11-27T20:20:34.571228] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 10.83%
[2025-11-27T20:20:34.600647] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:34.737596] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.16%, Actual: 3.84%
[2025-11-27T20:20:34.737782] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 41.4342%
[2025-11-27T20:20:34.737850] [INFO ] [main      ] HELE: DISCARDED add_last_hour_momentum_mag (score: 41.43%)
[2025-11-27T20:20:34.737906] [INFO ] [main      ] HELE: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:20:34.737944] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_late_day_volatility']
[2025-11-27T20:20:34.737986] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:34.750114] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:34.750548] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:34.751722] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:34.751812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:34.756793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:34.767731] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:34.833377] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 23.4s | Global ETA: 4m 9s
[2025-11-27T20:20:34.833516] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:34.833833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:34.834331] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:34.834405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:34.835841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:34.839190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:34.839900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:35.169414] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:35.172076] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:35.340434] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:35.341996] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:35.406735] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 22.8s | Global ETA: 4m 9s
[2025-11-27T20:20:35.406881] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:35.407700] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:35.407773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:35.412689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:35.413367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:35.436695] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -11.38% | Symbol ETA: 25.5s | Global ETA: 4m 9s
[2025-11-27T20:20:35.436833] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:35.437602] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:35.437670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:35.442357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:35.518449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:35.520475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:35.760016] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:35.850506] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:35.934311] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:36.001366] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 22.2s | Global ETA: 4m 9s
[2025-11-27T20:20:36.001514] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:36.002358] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:36.002434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:36.007539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:36.008271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:36.014796] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:36.113734] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -2.88% | Symbol ETA: 24.8s | Global ETA: 4m 9s
[2025-11-27T20:20:36.113974] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:36.115049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:36.115130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:36.119978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:36.194760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:36.196860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:36.351629] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:36.524216] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:36.541284] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:36.587536] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 21.7s | Global ETA: 4m 9s
[2025-11-27T20:20:36.587697] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:36.588915] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:36.588993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:36.593892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:36.594665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:36.709320] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:36.809056] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 24.1s | Global ETA: 4m 9s
[2025-11-27T20:20:36.809199] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:36.809987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:36.810067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:36.815009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:36.889830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:36.892004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:36.922645] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:37.086850] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:37.150073] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.31% | Symbol ETA: 21.1s | Global ETA: 4m 9s
[2025-11-27T20:20:37.150210] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:37.151057] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:37.151167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:37.155792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:37.156444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:37.229007] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:37.400693] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:37.483681] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:37.499883] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 23.4s | Global ETA: 4m 10s
[2025-11-27T20:20:37.500025] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:37.500848] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:37.500921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:37.505958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:37.587686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:37.590291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:37.648251] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:37.711228] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 20.5s | Global ETA: 4m 10s
[2025-11-27T20:20:37.711369] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:37.712132] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:37.712202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:37.716834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:20:37.717481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:37.952363] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:38.045852] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:38.118103] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:38.211150] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 22.8s | Global ETA: 4m 10s
[2025-11-27T20:20:38.211294] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:38.212028] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:38.212164] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:38.212251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:38.217588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:38.274779] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 19.9s | Global ETA: 4m 10s
[2025-11-27T20:20:38.294960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:38.296964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:38.439863] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.61%, Actual: 1.21%
[2025-11-27T20:20:38.611139] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 0.43%
[2025-11-27T20:20:38.636263] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:38.786257] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.91%, Actual: 1.66%
[2025-11-27T20:20:38.802972] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:38.898941] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 22.1s | Global ETA: 4m 10s
[2025-11-27T20:20:38.899082] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:38.899944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:38.900015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:38.904813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:38.960433] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.64%
[2025-11-27T20:20:38.977621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:38.979605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:39.133460] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 0.16%
[2025-11-27T20:20:39.306478] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.51%, Actual: 0.81%
[2025-11-27T20:20:39.311376] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:39.474040] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.81%
[2025-11-27T20:20:39.480174] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:39.577447] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.06% | Symbol ETA: 21.4s | Global ETA: 4m 10s
[2025-11-27T20:20:39.577607] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:39.578430] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:39.578501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:39.583349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:39.645322] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 0.99%
[2025-11-27T20:20:39.657492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:39.659559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:39.811815] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.13%
[2025-11-27T20:20:39.981274] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 1.52%
[2025-11-27T20:20:39.981477] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.7331%
[2025-11-27T20:20:39.981600] [INFO ] [main      ] HERO: DISCARDED add_last_hour_momentum_mag (score: 36.73%)
[2025-11-27T20:20:39.981653] [INFO ] [main      ] HERO: Testing feature 17/53: add_late_day_volatility
[2025-11-27T20:20:39.981689] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_day_volatility']
[2025-11-27T20:20:39.981732] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:39.993995] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:39.994406] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:39.995256] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:39.995326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:39.995686] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:40.000224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:40.002189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:40.159450] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:40.251785] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.08% | Symbol ETA: 20.7s | Global ETA: 4m 10s
[2025-11-27T20:20:40.251961] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:40.253307] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:40.253394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:40.258603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:40.332677] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:40.333042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:40.335143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:40.499658] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:40.564305] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 21.9s | Global ETA: 4m 10s
[2025-11-27T20:20:40.564441] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:40.565224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:40.565294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:40.570155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:40.572022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:40.668764] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:40.836817] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:40.906168] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:40.928744] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.49% | Symbol ETA: 20.0s | Global ETA: 4m 10s
[2025-11-27T20:20:40.928884] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:40.929782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:40.929864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:40.934736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:41.010638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:41.012775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:41.076335] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:41.143466] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 21.4s | Global ETA: 4m 10s
[2025-11-27T20:20:41.143616] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:41.144401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:41.144479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:41.149261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:41.151086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:41.349441] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:41.488381] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:41.515515] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:41.612500] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.05% | Symbol ETA: 19.3s | Global ETA: 4m 11s
[2025-11-27T20:20:41.651997] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:41.716363] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.81% | Symbol ETA: 20.8s | Global ETA: 4m 11s
[2025-11-27T20:20:41.716500] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:41.717344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:41.717415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:41.722203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:41.724069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:41.783694] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -11.38%, Actual: 2.48%
[2025-11-27T20:20:41.954165] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -2.88%, Actual: 2.79%
[2025-11-27T20:20:42.071333] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:42.120320] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 2.06%, Actual: 4.37%
[2025-11-27T20:20:42.236277] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:42.286191] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.93%, Actual: 2.79%
[2025-11-27T20:20:42.298986] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 20.2s | Global ETA: 4m 11s
[2025-11-27T20:20:42.299127] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:42.299929] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:42.299999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:42.304594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:42.306394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:42.452234] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 0.97%
[2025-11-27T20:20:42.623615] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 0.59%
[2025-11-27T20:20:42.633299] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:42.796603] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.06%, Actual: 4.01%
[2025-11-27T20:20:42.797898] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:42.863402] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 19.6s | Global ETA: 4m 11s
[2025-11-27T20:20:42.863560] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:42.864395] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:42.864469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:42.869293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:42.871183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:42.971728] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.08%, Actual: 0.56%
[2025-11-27T20:20:43.143343] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 10.83%
[2025-11-27T20:20:43.213655] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:43.318833] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.05%, Actual: 3.84%
[2025-11-27T20:20:43.319146] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.4303%
[2025-11-27T20:20:43.319306] [INFO ] [main      ] HELE: DISCARDED add_late_day_volatility (score: 42.43%)
[2025-11-27T20:20:43.319367] [INFO ] [main      ] HELE: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:20:43.319416] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure']
[2025-11-27T20:20:43.319466] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:43.334142] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:43.334810] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:43.335897] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:43.336165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:43.341563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:43.381357] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:43.417792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:43.420974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:43.445628] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 19.1s | Global ETA: 4m 11s
[2025-11-27T20:20:43.445759] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:43.446544] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:43.446634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:43.451488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:43.453360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:43.761730] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:43.800035] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:43.926816] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:43.964812] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:44.023259] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -8.69% | Symbol ETA: 23.9s | Global ETA: 4m 11s
[2025-11-27T20:20:44.023398] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:44.024177] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:44.024246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:44.028942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:44.030510] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 18.5s | Global ETA: 4m 11s
[2025-11-27T20:20:44.030670] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:44.031410] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:44.031479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:44.036090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:44.037846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:44.101560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:44.104370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:44.370165] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:44.439798] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:44.533039] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:44.596460] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.47% | Symbol ETA: 17.9s | Global ETA: 4m 11s
[2025-11-27T20:20:44.596620] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:44.597357] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:44.597426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:44.602104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:44.603884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:44.605642] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:44.711984] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 23.2s | Global ETA: 4m 11s
[2025-11-27T20:20:44.712122] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:44.712908] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:44.712985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:44.717832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:44.791810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:44.794636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:44.991180] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:45.127450] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:45.155767] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:45.217986] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.70% | Symbol ETA: 17.3s | Global ETA: 4m 12s
[2025-11-27T20:20:45.218119] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:45.218942] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:45.219012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:45.223612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:20:45.225372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:45.296856] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:45.393870] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 22.5s | Global ETA: 4m 12s
[2025-11-27T20:20:45.394006] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:45.394877] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:45.394958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:45.399906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:45.474561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:45.477452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:45.555744] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:45.720609] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:45.782591] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 16.8s | Global ETA: 4m 12s
[2025-11-27T20:20:45.813466] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:45.948331] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.81%, Actual: 1.21%
[2025-11-27T20:20:45.979834] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:46.075457] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.73% | Symbol ETA: 21.8s | Global ETA: 4m 12s
[2025-11-27T20:20:46.075616] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:46.076376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:46.076447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:46.081141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:46.113442] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.66%, Actual: 0.43%
[2025-11-27T20:20:46.153053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:46.155813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:46.276700] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.81%, Actual: 1.66%
[2025-11-27T20:20:46.442775] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.64%
[2025-11-27T20:20:46.498498] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:46.609380] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.66%, Actual: 0.16%
[2025-11-27T20:20:46.663686] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:46.762489] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 4.74% | Symbol ETA: 21.1s | Global ETA: 4m 12s
[2025-11-27T20:20:46.762658] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:46.763444] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:46.763521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:46.768355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:46.774179] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.81%
[2025-11-27T20:20:46.845600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:46.848735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:46.938180] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 1.81%
[2025-11-27T20:20:47.105700] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.47%, Actual: 0.99%
[2025-11-27T20:20:47.184086] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:47.271253] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.70%, Actual: 0.13%
[2025-11-27T20:20:47.354396] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:47.435103] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 1.52%
[2025-11-27T20:20:47.435307] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.5862%
[2025-11-27T20:20:47.435396] [INFO ] [main      ] HERO: DISCARDED add_late_day_volatility (score: 38.59%)
[2025-11-27T20:20:47.435446] [INFO ] [main      ] HERO: Testing feature 18/53: add_late_hour_microstructure
[2025-11-27T20:20:47.435486] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_hour_microstructure']
[2025-11-27T20:20:47.435531] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:47.448072] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:47.448507] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:47.449367] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:47.449437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:47.454067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:47.455519] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.45% | Symbol ETA: 20.4s | Global ETA: 4m 12s
[2025-11-27T20:20:47.455679] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:47.456537] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:47.456634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:47.456696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:47.462142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:47.543854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:47.547061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:47.787964] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:47.885452] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:47.956983] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:48.022486] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 20.5s | Global ETA: 4m 12s
[2025-11-27T20:20:48.022650] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:48.023393] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:48.023464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:48.028075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:48.030749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:48.048272] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:48.142429] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 19.7s | Global ETA: 4m 12s
[2025-11-27T20:20:48.142566] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:48.143325] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:48.143396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:48.148448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:48.220865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:48.223533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:48.374931] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:48.545534] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:48.556427] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:48.615026] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 2.28% | Symbol ETA: 20.0s | Global ETA: 4m 12s
[2025-11-27T20:20:48.615173] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:48.615951] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:48.616023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:48.620929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:48.623741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:48.728338] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:48.824168] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -6.32% | Symbol ETA: 19.0s | Global ETA: 4m 12s
[2025-11-27T20:20:48.824301] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:48.825100] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:48.825174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:48.830037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:48.903627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:48.906330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:49.011898] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:49.177207] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:49.242935] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 19.5s | Global ETA: 4m 13s
[2025-11-27T20:20:49.243080] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:49.243862] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:49.243932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:49.248749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:49.251570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:49.291512] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:49.460291] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:49.555612] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -6.50% | Symbol ETA: 18.4s | Global ETA: 4m 13s
[2025-11-27T20:20:49.555747] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:49.556514] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:49.556602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:49.561337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:49.602637] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:49.632256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:49.634944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:49.767184] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:49.833613] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 18.9s | Global ETA: 4m 13s
[2025-11-27T20:20:49.833756] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:49.834523] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:49.834612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:49.839306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:49.841983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:49.964257] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:50.134054] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:50.177739] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:50.231106] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 11.91% | Symbol ETA: 17.7s | Global ETA: 4m 13s
[2025-11-27T20:20:50.343986] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:50.394269] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -8.69%, Actual: 2.48%
[2025-11-27T20:20:50.409642] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.81% | Symbol ETA: 18.3s | Global ETA: 4m 13s
[2025-11-27T20:20:50.409775] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:50.410503] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:50.410593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:50.415114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:50.417722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:50.560401] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.30%, Actual: 2.79%
[2025-11-27T20:20:50.727327] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.48%, Actual: 4.37%
[2025-11-27T20:20:50.747524] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:50.894390] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.73%, Actual: 2.79%
[2025-11-27T20:20:50.910875] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:50.977256] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 17.7s | Global ETA: 4m 13s
[2025-11-27T20:20:50.977392] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:50.978199] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:50.978268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:50.982870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:50.985454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:51.062412] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 4.74%, Actual: 0.97%
[2025-11-27T20:20:51.226159] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.45%, Actual: 0.59%
[2025-11-27T20:20:51.308085] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:51.390057] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 4.01%
[2025-11-27T20:20:51.472220] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:51.536877] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 17.1s | Global ETA: 4m 13s
[2025-11-27T20:20:51.537014] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:51.537781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:51.537849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:51.542597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:51.545248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:51.554228] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -6.32%, Actual: 0.56%
[2025-11-27T20:20:51.727497] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -6.50%, Actual: 10.83%
[2025-11-27T20:20:51.891026] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:51.894924] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 11.91%, Actual: 3.84%
[2025-11-27T20:20:51.895151] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 31.9895%
[2025-11-27T20:20:51.895271] [INFO ] [main      ] HELE: DISCARDED add_late_hour_microstructure (score: 31.99%)
[2025-11-27T20:20:51.895322] [INFO ] [main      ] HELE: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:20:51.895362] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_late_session_pressure']
[2025-11-27T20:20:51.895400] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:20:51.907753] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:51.908198] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:20:51.909049] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:51.909122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:51.913835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:51.987398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:51.988668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:52.057886] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:52.124433] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 16.5s | Global ETA: 4m 13s
[2025-11-27T20:20:52.124594] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:52.125325] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:52.125394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:52.130347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:52.132932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:52.319164] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:20:52.455977] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:20:52.485068] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:52.580358] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.98% | Symbol ETA: 22.2s | Global ETA: 4m 13s
[2025-11-27T20:20:52.580495] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:20:52.581262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:52.581333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:52.586026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:52.622787] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:52.659012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:52.660102] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:52.686926] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 15.9s | Global ETA: 4m 13s
[2025-11-27T20:20:52.687077] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:20:52.687831] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:52.687901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:52.692620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:20:52.695219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:52.991478] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:20:53.024186] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:20:53.157726] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:53.206857] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:53.253916] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 7.96% | Symbol ETA: 21.6s | Global ETA: 4m 14s
[2025-11-27T20:20:53.254055] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:20:53.254832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:53.254902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:53.259531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:53.275407] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 15.3s | Global ETA: 4m 14s
[2025-11-27T20:20:53.331488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:53.332642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:53.438859] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.43%, Actual: 1.21%
[2025-11-27T20:20:53.601250] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 2.28%, Actual: 0.43%
[2025-11-27T20:20:53.661105] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:20:53.765209] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.24%, Actual: 1.66%
[2025-11-27T20:20:53.826096] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:53.920475] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 20.9s | Global ETA: 4m 14s
[2025-11-27T20:20:53.920632] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:20:53.921370] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:53.921441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:53.926169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:53.930543] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.64%
[2025-11-27T20:20:54.000699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:54.001922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:54.099705] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.81%, Actual: 0.16%
[2025-11-27T20:20:54.266247] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.81%
[2025-11-27T20:20:54.332718] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:20:54.432636] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 1.81%
[2025-11-27T20:20:54.498646] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:54.591546] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 20.2s | Global ETA: 4m 14s
[2025-11-27T20:20:54.591698] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:20:54.592430] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:54.592501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:54.597221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:54.604599] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.99%
[2025-11-27T20:20:54.669262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:54.670347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:54.770240] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.13%
[2025-11-27T20:20:54.940135] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 1.52%
[2025-11-27T20:20:54.940339] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 33.6912%
[2025-11-27T20:20:54.940447] [INFO ] [main      ] HERO: DISCARDED add_late_hour_microstructure (score: 33.69%)
[2025-11-27T20:20:54.940498] [INFO ] [main      ] HERO: Testing feature 19/53: add_late_session_pressure
[2025-11-27T20:20:54.940534] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_session_pressure']
[2025-11-27T20:20:54.940594] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:20:54.952587] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:20:54.952957] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:20:54.953796] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:54.953867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:54.958489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:54.959497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:55.002474] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:20:55.168060] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:55.262477] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 19.6s | Global ETA: 4m 14s
[2025-11-27T20:20:55.262637] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:20:55.263378] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:55.263450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:55.268162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:55.292811] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:20:55.340430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:55.341674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:55.458865] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:20:55.524551] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 19.3s | Global ETA: 4m 14s
[2025-11-27T20:20:55.524721] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:20:55.525487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:55.525564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:55.530259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:55.531308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:55.673378] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:20:55.839063] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:55.862264] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:20:55.930791] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 5.17% | Symbol ETA: 18.9s | Global ETA: 4m 14s
[2025-11-27T20:20:55.930927] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:20:55.931689] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:55.931762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:55.936384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:56.007308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:56.008563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:56.026345] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:20:56.092000] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 18.7s | Global ETA: 4m 14s
[2025-11-27T20:20:56.092143] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:20:56.092910] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:56.092980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:56.097567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:56.098659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:56.339594] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:20:56.433570] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:20:56.505335] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:56.599988] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -2.97% | Symbol ETA: 18.2s | Global ETA: 4m 14s
[2025-11-27T20:20:56.600128] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:20:56.600911] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:56.600983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:56.602726] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:20:56.605685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:56.667668] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 18.2s | Global ETA: 4m 14s
[2025-11-27T20:20:56.667805] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:20:56.668625] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:56.668695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:56.673489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:56.674568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:56.677416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:56.678699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:57.010058] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:20:57.026752] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:20:57.178702] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:57.208848] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:20:57.269634] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -9.60% | Symbol ETA: 17.5s | Global ETA: 4m 15s
[2025-11-27T20:20:57.269786] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:20:57.270529] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:57.270643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:57.275292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:57.279301] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 17.7s | Global ETA: 4m 15s
[2025-11-27T20:20:57.279445] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:20:57.280274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:57.280349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:57.285314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:57.286392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:57.347646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:57.348902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:57.621377] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:20:57.680392] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:20:57.791487] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:20:57.847319] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:20:57.860025] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 17.1s | Global ETA: 4m 15s
[2025-11-27T20:20:57.860190] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:20:57.861027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:57.861102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:57.866069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:57.867190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:57.939161] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 16.9s | Global ETA: 4m 15s
[2025-11-27T20:20:57.939314] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:20:57.940098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:20:57.940173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:57.944940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:20:58.015768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:58.017015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:58.207094] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:20:58.345546] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:20:58.374127] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:20:58.440607] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 16.5s | Global ETA: 4m 15s
[2025-11-27T20:20:58.440747] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:20:58.441615] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:58.441683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:58.446386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:58.447449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:58.513476] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:20:58.624932] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 13.94% | Symbol ETA: 16.2s | Global ETA: 4m 15s
[2025-11-27T20:20:58.805082] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:20:58.883006] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.98%, Actual: 2.48%
[2025-11-27T20:20:59.035966] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:20:59.126211] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 16.0s | Global ETA: 4m 15s
[2025-11-27T20:20:59.126372] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:20:59.127428] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:59.127520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:59.132368] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 7.96%, Actual: 2.79%
[2025-11-27T20:20:59.134318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:59.135953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:59.370005] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -2.18%, Actual: 4.37%
[2025-11-27T20:20:59.565604] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:20:59.605969] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.79%
[2025-11-27T20:20:59.742686] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:20:59.803664] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.97%
[2025-11-27T20:20:59.809900] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 15.4s | Global ETA: 4m 15s
[2025-11-27T20:20:59.810061] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:20:59.811006] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:20:59.811094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:20:59.816398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:20:59.817712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:20:59.979471] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 5.17%, Actual: 0.59%
[2025-11-27T20:21:00.151011] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -2.97%, Actual: 4.01%
[2025-11-27T20:21:00.168377] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:00.319239] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -9.60%, Actual: 0.56%
[2025-11-27T20:21:00.337778] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:00.402124] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.38% | Symbol ETA: 14.8s | Global ETA: 4m 15s
[2025-11-27T20:21:00.402263] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:00.403070] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:00.403145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:00.408133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:21:00.409290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:00.485240] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 10.83%
[2025-11-27T20:21:00.652630] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 13.94%, Actual: 3.84%
[2025-11-27T20:21:00.652822] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 33.3728%
[2025-11-27T20:21:00.652929] [INFO ] [main      ] HELE: DISCARDED add_late_session_pressure (score: 33.37%)
[2025-11-27T20:21:00.652994] [INFO ] [main      ] HELE: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:21:00.653056] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity']
[2025-11-27T20:21:00.653108] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:00.665279] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:00.665726] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:00.666566] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:00.666669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:00.671367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:00.744655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:00.744749] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:00.746861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:00.910611] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:00.977851] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 14.2s | Global ETA: 4m 15s
[2025-11-27T20:21:01.087346] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:01.142446] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.41%, Actual: 1.21%
[2025-11-27T20:21:01.259088] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:01.312032] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.33%, Actual: 0.43%
[2025-11-27T20:21:01.369869] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -8.86% | Symbol ETA: 21.5s | Global ETA: 4m 16s
[2025-11-27T20:21:01.370007] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:01.370845] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:01.370921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:01.375683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:01.450023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:01.452245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:01.490357] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.76%, Actual: 1.66%
[2025-11-27T20:21:01.668621] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.64%
[2025-11-27T20:21:01.787334] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:01.842158] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 0.16%
[2025-11-27T20:21:01.950816] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:02.011555] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.81%
[2025-11-27T20:21:02.055049] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 20.8s | Global ETA: 4m 16s
[2025-11-27T20:21:02.055183] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:02.055984] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:02.056057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:02.060745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:02.132175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:02.134145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:02.179913] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.90%, Actual: 1.81%
[2025-11-27T20:21:02.348394] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.99%
[2025-11-27T20:21:02.463739] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:02.523861] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.38%, Actual: 0.13%
[2025-11-27T20:21:02.630108] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:02.697268] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 1.52%
[2025-11-27T20:21:02.697514] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.5991%
[2025-11-27T20:21:02.697637] [INFO ] [main      ] HERO: DISCARDED add_late_session_pressure (score: 36.60%)
[2025-11-27T20:21:02.697693] [INFO ] [main      ] HERO: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-11-27T20:21:02.697735] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity']
[2025-11-27T20:21:02.697779] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:02.711504] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:02.711978] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:02.712970] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:02.713047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:02.718807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:02.721110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:02.733121] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 7.27% | Symbol ETA: 20.0s | Global ETA: 4m 16s
[2025-11-27T20:21:02.733239] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:02.734021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:02.734094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:02.738783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:02.810737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:02.812789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:03.097800] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:03.145149] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:03.265741] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:03.309907] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:03.336053] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 19.1s | Global ETA: 4m 16s
[2025-11-27T20:21:03.336196] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:03.337145] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:03.337215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:03.342038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:03.344176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:03.411961] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.42% | Symbol ETA: 19.3s | Global ETA: 4m 16s
[2025-11-27T20:21:03.412093] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:03.412883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:03.412954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:03.417560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:03.488630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:03.490600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:03.671478] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:03.815883] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:03.835257] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:03.904832] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 18.2s | Global ETA: 4m 16s
[2025-11-27T20:21:03.904972] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:03.905737] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:03.905808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:03.910378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:03.912330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:03.978231] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:04.079288] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.42% | Symbol ETA: 18.6s | Global ETA: 4m 16s
[2025-11-27T20:21:04.079417] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:04.080178] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:04.080254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:04.084894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:04.156106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:04.158109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:04.272176] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:04.436886] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:04.485066] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:04.507860] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 17.7s | Global ETA: 4m 16s
[2025-11-27T20:21:04.508032] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:04.509153] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:04.509227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:04.514513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:04.516531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:04.647996] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:04.746917] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 17.9s | Global ETA: 4m 16s
[2025-11-27T20:21:04.747049] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:04.747830] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:04.747901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:04.752570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:04.823991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:04.825992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:04.860822] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:05.028997] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:05.099341] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -2.56% | Symbol ETA: 17.1s | Global ETA: 4m 16s
[2025-11-27T20:21:05.099507] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:05.100308] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:05.100402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:05.105361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:05.107437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:05.151997] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:05.316355] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:05.415340] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -1.96% | Symbol ETA: 17.2s | Global ETA: 4m 17s
[2025-11-27T20:21:05.415474] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:05.416249] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:05.416321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:05.421027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:05.457215] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:05.492163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:05.494264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:05.632226] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:05.703264] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 16.5s | Global ETA: 4m 17s
[2025-11-27T20:21:05.703408] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:05.704242] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:05.704328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:05.709257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:05.711448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:05.820492] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:05.981786] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:06.050728] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:06.081752] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -4.74% | Symbol ETA: 16.6s | Global ETA: 4m 17s
[2025-11-27T20:21:06.081897] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:06.082709] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:06.082781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:06.087437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:06.158392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:06.160481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:06.232266] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:06.303165] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 15.9s | Global ETA: 4m 17s
[2025-11-27T20:21:06.303308] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:06.304079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:06.304168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:06.308844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:06.310892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:06.485618] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:06.639813] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:06.647538] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:06.745912] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.71% | Symbol ETA: 15.9s | Global ETA: 4m 17s
[2025-11-27T20:21:06.746043] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:06.746829] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:06.746900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:06.751506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:06.818339] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:06.821385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:06.823358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:06.883911] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 15.3s | Global ETA: 4m 17s
[2025-11-27T20:21:06.884051] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:06.884812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:06.884883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:06.889518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:06.891462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:07.149782] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:07.239395] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:07.313265] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:07.413006] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.93% | Symbol ETA: 15.2s | Global ETA: 4m 17s
[2025-11-27T20:21:07.418190] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:07.487079] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 14.7s | Global ETA: 4m 17s
[2025-11-27T20:21:07.487222] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:07.488102] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:07.488189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:07.492810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:07.494768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:07.578316] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -8.86%, Actual: 2.48%
[2025-11-27T20:21:07.742654] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 0.68%, Actual: 2.79%
[2025-11-27T20:21:07.823904] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:07.907349] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 7.27%, Actual: 4.37%
[2025-11-27T20:21:07.987880] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:08.052742] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 14.1s | Global ETA: 4m 17s
[2025-11-27T20:21:08.052881] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:08.053844] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:08.053916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:08.059267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:21:08.061456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:08.072956] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 2.79%
[2025-11-27T20:21:08.240910] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.42%, Actual: 0.97%
[2025-11-27T20:21:08.398564] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:08.408081] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.32%, Actual: 0.59%
[2025-11-27T20:21:08.563896] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:08.570960] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 4.01%
[2025-11-27T20:21:08.629841] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 13.5s | Global ETA: 4m 17s
[2025-11-27T20:21:08.733588] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -4.74%, Actual: 0.56%
[2025-11-27T20:21:08.803686] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.05%, Actual: 1.21%
[2025-11-27T20:21:08.896823] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.71%, Actual: 10.83%
[2025-11-27T20:21:08.977985] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.35%, Actual: 0.43%
[2025-11-27T20:21:09.063540] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.93%, Actual: 3.84%
[2025-11-27T20:21:09.063775] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 39.1111%
[2025-11-27T20:21:09.063897] [INFO ] [main      ] HELE: DISCARDED add_micro_gap_fill_velocity (score: 39.11%)
[2025-11-27T20:21:09.063958] [INFO ] [main      ] HELE: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:21:09.064002] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:21:09.064044] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:09.076436] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:09.076843] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:09.077730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:09.077806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:09.082565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:09.141374] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 1.66%
[2025-11-27T20:21:09.167376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:09.168473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:09.306304] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 0.64%
[2025-11-27T20:21:09.468611] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 0.16%
[2025-11-27T20:21:09.509457] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:09.634638] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.81%
[2025-11-27T20:21:09.676300] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:09.776085] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -7.80% | Symbol ETA: 19.7s | Global ETA: 4m 18s
[2025-11-27T20:21:09.776217] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:09.777074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:09.777149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:09.781864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:09.799418] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 1.81%
[2025-11-27T20:21:09.854828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:09.855776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:09.963989] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.99%
[2025-11-27T20:21:10.127005] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.95%, Actual: 0.13%
[2025-11-27T20:21:10.193646] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:10.292142] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 1.52%
[2025-11-27T20:21:10.292374] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 35.0977%
[2025-11-27T20:21:10.292468] [INFO ] [main      ] HERO: DISCARDED add_micro_gap_fill_velocity (score: 35.10%)
[2025-11-27T20:21:10.292520] [INFO ] [main      ] HERO: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-11-27T20:21:10.292563] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_followthrough_mag_T0']
[2025-11-27T20:21:10.292647] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:10.304792] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:10.305177] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:10.306027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:10.306098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:10.310891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:10.311724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:10.368311] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:10.465620] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -11.10% | Symbol ETA: 19.0s | Global ETA: 4m 18s
[2025-11-27T20:21:10.465758] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:10.466507] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:10.466597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:10.471946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:10.548612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:10.549442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:10.638440] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:10.804092] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:10.867995] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 17.2s | Global ETA: 4m 18s
[2025-11-27T20:21:10.868135] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:10.868958] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:10.869029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:10.873664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:10.874445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:10.888411] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:11.057787] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:11.155688] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.11% | Symbol ETA: 18.3s | Global ETA: 4m 18s
[2025-11-27T20:21:11.155829] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:11.156662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:11.156733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:11.161404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:11.200667] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:11.235950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:11.236984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:11.365394] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:11.430216] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 16.7s | Global ETA: 4m 18s
[2025-11-27T20:21:11.430351] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:11.431106] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:11.431175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:11.435733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:11.436437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:11.572921] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:11.741102] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:11.765254] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:11.839598] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -3.09% | Symbol ETA: 17.6s | Global ETA: 4m 18s
[2025-11-27T20:21:11.839733] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:11.840483] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:11.840556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:11.846418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:11.921449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:11.922339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:11.932274] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:11.995783] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 16.1s | Global ETA: 4m 18s
[2025-11-27T20:21:11.995922] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:11.996689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:11.996758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:12.001553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:12.002390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:12.259760] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:12.329057] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:12.436350] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:12.495314] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:12.533695] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 16.9s | Global ETA: 4m 18s
[2025-11-27T20:21:12.533837] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:12.534621] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:12.534692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:12.539349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:12.561127] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 15.5s | Global ETA: 4m 18s
[2025-11-27T20:21:12.561280] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:12.562128] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:12.562211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:12.567837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:12.568741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:12.611907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:12.612763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:12.920589] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:12.947456] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:13.087039] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:13.135510] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:13.149808] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 15.0s | Global ETA: 4m 18s
[2025-11-27T20:21:13.149951] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:13.150700] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:13.150772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:13.155292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:13.156013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:13.229284] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 5.99% | Symbol ETA: 16.2s | Global ETA: 4m 19s
[2025-11-27T20:21:13.229420] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:13.230189] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:13.230259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:13.234950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:13.307276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:13.308210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:13.483844] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:13.640731] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:13.654926] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:13.717640] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 14.4s | Global ETA: 4m 19s
[2025-11-27T20:21:13.717775] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:13.718560] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:13.718649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:13.723468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:13.724222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:13.807891] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:13.901290] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -4.50% | Symbol ETA: 15.5s | Global ETA: 4m 19s
[2025-11-27T20:21:13.901427] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:13.902232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:13.902303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:13.907161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:13.979540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:13.980381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:14.062848] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:14.227475] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:14.289403] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 13.9s | Global ETA: 4m 19s
[2025-11-27T20:21:14.289537] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:14.290291] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:14.290360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:14.294964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:14.295680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:14.313732] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:14.479309] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:14.573271] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.23% | Symbol ETA: 14.8s | Global ETA: 4m 19s
[2025-11-27T20:21:14.573428] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:14.574266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:14.574349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:14.579087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:14.625678] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:14.650057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:14.651018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:14.793677] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:14.856122] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 13.3s | Global ETA: 4m 19s
[2025-11-27T20:21:14.856259] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:14.857049] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:14.857121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:14.861789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:14.862517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:14.987355] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:15.155432] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:15.204784] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:15.248207] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 14.1s | Global ETA: 4m 19s
[2025-11-27T20:21:15.248363] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:15.249210] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:15.249292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:15.254144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:15.326739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:15.327623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:15.378989] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:15.441127] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 12.7s | Global ETA: 4m 19s
[2025-11-27T20:21:15.441266] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:15.442058] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:15.442131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:15.446915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:21:15.447674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:15.658300] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:15.792958] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:15.829312] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:15.925872] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 13.5s | Global ETA: 4m 19s
[2025-11-27T20:21:15.962301] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:16.023905] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 12.2s | Global ETA: 4m 19s
[2025-11-27T20:21:16.094885] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -7.80%, Actual: 2.48%
[2025-11-27T20:21:16.201440] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.45%, Actual: 1.21%
[2025-11-27T20:21:16.262980] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -11.10%, Actual: 2.79%
[2025-11-27T20:21:16.368018] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.45%, Actual: 0.43%
[2025-11-27T20:21:16.434175] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.11%, Actual: 4.37%
[2025-11-27T20:21:16.532243] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.60%, Actual: 1.66%
[2025-11-27T20:21:16.598340] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -3.09%, Actual: 2.79%
[2025-11-27T20:21:16.697602] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.64%
[2025-11-27T20:21:16.761764] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 0.97%
[2025-11-27T20:21:16.861638] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.16%
[2025-11-27T20:21:16.925587] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 5.99%, Actual: 0.59%
[2025-11-27T20:21:17.025046] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.81%
[2025-11-27T20:21:17.090121] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -4.50%, Actual: 4.01%
[2025-11-27T20:21:17.189436] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.81%
[2025-11-27T20:21:17.258818] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 0.56%
[2025-11-27T20:21:17.357785] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.99%
[2025-11-27T20:21:17.444125] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 10.83%
[2025-11-27T20:21:17.532661] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.30%, Actual: 0.13%
[2025-11-27T20:21:17.615427] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 3.84%
[2025-11-27T20:21:17.615683] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 35.6600%
[2025-11-27T20:21:17.615793] [INFO ] [main      ] HELE: DISCARDED add_morning_followthrough_mag_T0 (score: 35.66%)
[2025-11-27T20:21:17.615852] [INFO ] [main      ] HELE: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:21:17.615893] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_morning_range_expansion']
[2025-11-27T20:21:17.615938] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:17.628283] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:17.628656] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:17.629497] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:17.629594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:17.634494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:17.701502] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 1.52%
[2025-11-27T20:21:17.701755] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 41.5696%
[2025-11-27T20:21:17.701845] [INFO ] [main      ] HERO: DISCARDED add_morning_followthrough_mag_T0 (score: 41.57%)
[2025-11-27T20:21:17.701903] [INFO ] [main      ] HERO: Testing feature 22/53: add_morning_range_expansion
[2025-11-27T20:21:17.701948] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_range_expansion']
[2025-11-27T20:21:17.701996] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:17.711325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:17.713855] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:17.714234] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:17.715091] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:17.715165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:17.715702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:17.719991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:17.724303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:18.059116] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:18.082081] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:18.227747] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:18.247197] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:18.314462] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 16.3s | Global ETA: 4m 20s
[2025-11-27T20:21:18.314635] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:18.315414] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:18.315490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:18.320358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:18.324615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:18.329401] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -3.67% | Symbol ETA: 18.9s | Global ETA: 4m 20s
[2025-11-27T20:21:18.329536] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:18.330306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:18.330378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:18.335145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:18.411242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:18.415788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:18.669813] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:18.755747] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:18.845531] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:18.910387] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 3.39% | Symbol ETA: 15.7s | Global ETA: 4m 20s
[2025-11-27T20:21:18.910524] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:18.911271] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:18.911342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:18.915974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:18.920258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:18.924886] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:19.022462] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -3.44% | Symbol ETA: 18.2s | Global ETA: 4m 20s
[2025-11-27T20:21:19.022623] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:19.023396] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:19.023471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:19.028410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:19.104284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:19.108769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:19.270122] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:19.440878] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:19.444862] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:19.509693] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 15.1s | Global ETA: 4m 20s
[2025-11-27T20:21:19.509835] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:19.510627] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:19.510698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:19.515657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:19.519892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:19.605556] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:19.703412] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.52% | Symbol ETA: 17.5s | Global ETA: 4m 20s
[2025-11-27T20:21:19.703547] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:19.704346] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:19.704418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:19.709102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:19.784922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:19.789431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:19.866056] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:20.029807] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:20.093472] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 14.5s | Global ETA: 4m 20s
[2025-11-27T20:21:20.093641] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:20.094373] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:20.094445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:20.099279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:20.103346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:20.137778] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:20.306058] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:20.400835] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 16.8s | Global ETA: 4m 20s
[2025-11-27T20:21:20.400982] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:20.401771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:20.401846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:20.406766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:20.440296] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:20.480549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:20.484965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:20.611432] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:20.677046] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 13.9s | Global ETA: 4m 20s
[2025-11-27T20:21:20.677178] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:20.677935] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:20.678004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:20.682592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:20.686674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:20.828292] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:20.995553] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:21.021446] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:21.092759] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -1.50% | Symbol ETA: 16.1s | Global ETA: 4m 20s
[2025-11-27T20:21:21.092900] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:21.093698] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:21.093769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:21.098671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:21.172033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:21.176381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:21.186265] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:21.250413] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 13.3s | Global ETA: 4m 21s
[2025-11-27T20:21:21.250591] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:21.251352] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:21.251422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:21.256021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:21.260057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:21.509807] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:21.600309] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:21.679242] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:21.776890] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 15.4s | Global ETA: 4m 21s
[2025-11-27T20:21:21.777030] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:21.777842] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:21.777818] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:21.777925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:21.782862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:21.844516] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.70% | Symbol ETA: 12.7s | Global ETA: 4m 21s
[2025-11-27T20:21:21.844678] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:21.845464] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:21.845537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:21.850410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:21.854685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:21.858744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:21.863348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:22.197341] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:22.204802] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:22.366030] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:22.383287] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:22.450671] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.51% | Symbol ETA: 12.1s | Global ETA: 4m 21s
[2025-11-27T20:21:22.450808] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:22.451599] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:22.451673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:22.456612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:22.460842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:22.462178] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -2.46% | Symbol ETA: 14.7s | Global ETA: 4m 21s
[2025-11-27T20:21:22.462307] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:22.463072] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:22.463143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:22.467808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:22.542283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:22.546900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:22.807662] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:22.875870] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:22.985056] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:23.037671] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:23.051203] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 2.27% | Symbol ETA: 11.5s | Global ETA: 4m 21s
[2025-11-27T20:21:23.051343] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:23.052156] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:23.052230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:23.057346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:23.061765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:23.131906] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -6.53% | Symbol ETA: 14.0s | Global ETA: 4m 21s
[2025-11-27T20:21:23.132051] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:23.132828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:23.132898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:23.137491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:23.208055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:23.212171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:23.407344] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:23.538332] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:23.584565] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:23.659205] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 10.9s | Global ETA: 4m 21s
[2025-11-27T20:21:23.699495] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:23.790034] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 13.3s | Global ETA: 4m 21s
[2025-11-27T20:21:23.790174] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:23.790930] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:23.791000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:23.795602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:23.835142] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.85%, Actual: 1.21%
[2025-11-27T20:21:23.865180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:21:23.869213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:24.004164] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 3.39%, Actual: 0.43%
[2025-11-27T20:21:24.171829] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.63%, Actual: 1.66%
[2025-11-27T20:21:24.195784] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:24.344923] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.64%
[2025-11-27T20:21:24.357398] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:24.454522] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 4.57% | Symbol ETA: 12.6s | Global ETA: 4m 21s
[2025-11-27T20:21:24.511755] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 0.16%
[2025-11-27T20:21:24.618363] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -3.67%, Actual: 2.48%
[2025-11-27T20:21:24.679182] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 0.81%
[2025-11-27T20:21:24.780853] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -3.44%, Actual: 2.79%
[2025-11-27T20:21:24.848321] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 1.81%
[2025-11-27T20:21:24.942827] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 4.37%
[2025-11-27T20:21:25.010350] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 0.99%
[2025-11-27T20:21:25.105195] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 2.79%
[2025-11-27T20:21:25.174212] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 2.27%, Actual: 0.13%
[2025-11-27T20:21:25.265599] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 0.97%
[2025-11-27T20:21:25.340694] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 1.52%
[2025-11-27T20:21:25.340912] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 42.1180%
[2025-11-27T20:21:25.341005] [INFO ] [main      ] HERO: DISCARDED add_morning_range_expansion (score: 42.12%)
[2025-11-27T20:21:25.341057] [INFO ] [main      ] HERO: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:21:25.341097] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_11_elasticity']
[2025-11-27T20:21:25.341142] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:25.353568] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:25.353945] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:25.354817] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:25.354889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:25.359694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:25.360876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:25.431816] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.59%
[2025-11-27T20:21:25.595501] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -2.46%, Actual: 4.01%
[2025-11-27T20:21:25.692755] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:25.759888] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -6.53%, Actual: 0.56%
[2025-11-27T20:21:25.859042] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:25.923325] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 15.5s | Global ETA: 4m 22s
[2025-11-27T20:21:25.923464] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:25.924087] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 10.83%
[2025-11-27T20:21:25.924244] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:25.924315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:25.929130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:25.930321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:26.089952] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 4.57%, Actual: 3.84%
[2025-11-27T20:21:26.090171] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 38.6079%
[2025-11-27T20:21:26.090272] [INFO ] [main      ] HELE: DISCARDED add_morning_range_expansion (score: 38.61%)
[2025-11-27T20:21:26.090324] [INFO ] [main      ] HELE: Testing feature 23/53: add_open_11_elasticity
[2025-11-27T20:21:26.090364] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_11_elasticity']
[2025-11-27T20:21:26.090407] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:26.102370] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:26.102742] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:26.103594] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:26.103665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:26.108350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:26.181725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:26.183137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:26.265158] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:26.442020] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:26.506084] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 15.0s | Global ETA: 4m 22s
[2025-11-27T20:21:26.506221] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:26.507024] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:26.507097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:26.511862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:26.513022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:26.515670] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:26.682200] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:26.782972] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -10.08% | Symbol ETA: 17.7s | Global ETA: 4m 22s
[2025-11-27T20:21:26.783107] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:26.783873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:26.783944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:26.788601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:26.848683] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:26.861555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:26.862755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:27.020610] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:27.083381] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 14.5s | Global ETA: 4m 22s
[2025-11-27T20:21:27.083522] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:27.084301] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:27.084374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:27.088964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:27.090084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:27.188627] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:27.357215] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:27.419424] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:27.460909] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -2.74% | Symbol ETA: 17.0s | Global ETA: 4m 22s
[2025-11-27T20:21:27.461049] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:27.461844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:27.461927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:27.466608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:27.539696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:27.540820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:27.587709] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:27.653038] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 13.9s | Global ETA: 4m 22s
[2025-11-27T20:21:27.653178] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:27.654018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:27.654093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:27.658889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:27.660117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:27.869385] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:27.991910] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:28.032368] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:28.126697] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -3.72% | Symbol ETA: 16.3s | Global ETA: 4m 22s
[2025-11-27T20:21:28.126834] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:28.127592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:28.127662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:28.132326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:28.156864] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:28.208133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:28.209372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:28.222608] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 13.3s | Global ETA: 4m 22s
[2025-11-27T20:21:28.222751] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:28.223501] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:28.223588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:28.228171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:28.229299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:28.540332] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:28.586561] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:28.706202] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:28.756165] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:28.800247] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 15.6s | Global ETA: 4m 22s
[2025-11-27T20:21:28.800380] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:28.801150] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:28.801222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:28.805903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:28.820939] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 12.7s | Global ETA: 4m 22s
[2025-11-27T20:21:28.821074] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:28.821834] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:28.821902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:28.826494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:28.827654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:28.876556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:28.877705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:29.173964] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:29.237745] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:29.341199] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:29.400339] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:29.405696] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 12.2s | Global ETA: 4m 23s
[2025-11-27T20:21:29.405844] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:29.406673] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:29.406746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:29.411468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:29.412673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:29.497566] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 4.35% | Symbol ETA: 15.0s | Global ETA: 4m 23s
[2025-11-27T20:21:29.497725] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:29.498561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:29.498654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:29.503593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:29.578110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:29.579658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:29.753466] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:29.908622] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:29.925965] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:29.988735] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 11.6s | Global ETA: 4m 23s
[2025-11-27T20:21:29.988883] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:29.989690] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:29.989759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:29.994379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:29.995567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:30.073842] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:30.166812] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 4.49% | Symbol ETA: 14.3s | Global ETA: 4m 23s
[2025-11-27T20:21:30.166942] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:30.167704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:30.167776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:30.172437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:30.243555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:30.244745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:30.332070] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:30.508769] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:30.574065] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 11.0s | Global ETA: 4m 23s
[2025-11-27T20:21:30.574206] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:30.575051] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:30.575130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:30.580324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:30.581669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:30.582543] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:30.754186] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:30.847857] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -4.44% | Symbol ETA: 13.6s | Global ETA: 4m 23s
[2025-11-27T20:21:30.847993] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:30.848803] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:30.848877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:30.853778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:30.928451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:30.928982] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:30.929943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:31.102305] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:31.168981] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 10.4s | Global ETA: 4m 23s
[2025-11-27T20:21:31.266135] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:31.333249] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.33%, Actual: 1.21%
[2025-11-27T20:21:31.435093] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:31.498099] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.43%
[2025-11-27T20:21:31.530620] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 12.9s | Global ETA: 4m 23s
[2025-11-27T20:21:31.530761] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:31.531606] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:31.531680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:31.536433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:31.610890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:31.612347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:31.663163] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.47%, Actual: 1.66%
[2025-11-27T20:21:31.831207] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 0.64%
[2025-11-27T20:21:31.953596] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:31.996658] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 0.16%
[2025-11-27T20:21:32.116768] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:32.161814] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 0.81%
[2025-11-27T20:21:32.208559] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.47% | Symbol ETA: 12.2s | Global ETA: 4m 23s
[2025-11-27T20:21:32.208711] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:32.209452] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:32.209524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:32.214762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:32.286467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:21:32.287820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:32.333927] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.81%
[2025-11-27T20:21:32.507471] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.32%, Actual: 0.99%
[2025-11-27T20:21:32.627863] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:32.673641] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.36%, Actual: 0.13%
[2025-11-27T20:21:32.797502] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:32.849305] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 1.52%
[2025-11-27T20:21:32.849594] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.7553%
[2025-11-27T20:21:32.849729] [INFO ] [main      ] HERO: DISCARDED add_open_11_elasticity (score: 38.76%)
[2025-11-27T20:21:32.849802] [INFO ] [main      ] HERO: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:21:32.849858] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_reversal_intensity']
[2025-11-27T20:21:32.849919] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:32.862875] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:32.863294] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:32.864220] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:32.864296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:32.869136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:32.870610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:32.897724] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 11.6s | Global ETA: 4m 23s
[2025-11-27T20:21:33.071125] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -10.08%, Actual: 2.48%
[2025-11-27T20:21:33.219711] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:33.244427] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -2.74%, Actual: 2.79%
[2025-11-27T20:21:33.388997] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:33.412721] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -3.72%, Actual: 4.37%
[2025-11-27T20:21:33.453700] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 14.8s | Global ETA: 4m 24s
[2025-11-27T20:21:33.453837] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:33.454617] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:33.454688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:33.459645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:33.461049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:33.578848] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 2.79%
[2025-11-27T20:21:33.748867] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 4.35%, Actual: 0.97%
[2025-11-27T20:21:33.805898] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:33.917806] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 4.49%, Actual: 0.59%
[2025-11-27T20:21:33.973376] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:34.040025] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 14.2s | Global ETA: 4m 24s
[2025-11-27T20:21:34.040162] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:34.040937] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:34.041009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:34.045930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:34.047241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:34.089591] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -4.44%, Actual: 4.01%
[2025-11-27T20:21:34.265364] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -2.53%, Actual: 0.56%
[2025-11-27T20:21:34.408044] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:34.436443] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.47%, Actual: 10.83%
[2025-11-27T20:21:34.584470] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:34.622545] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 3.84%
[2025-11-27T20:21:34.622803] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 36.9214%
[2025-11-27T20:21:34.622922] [INFO ] [main      ] HELE: DISCARDED add_open_11_elasticity (score: 36.92%)
[2025-11-27T20:21:34.622978] [INFO ] [main      ] HELE: Testing feature 24/53: add_open_reversal_intensity
[2025-11-27T20:21:34.623017] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-27T20:21:34.623096] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:34.635895] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:34.636265] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:34.637190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:34.637269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:34.645815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:34.651392] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 13.6s | Global ETA: 4m 24s
[2025-11-27T20:21:34.651527] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:34.652313] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:34.652386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:34.657260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:34.658627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:34.720929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:34.722541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:34.993478] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:35.060644] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:35.159012] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:35.223036] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 13.0s | Global ETA: 4m 24s
[2025-11-27T20:21:35.223170] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:35.223952] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:35.224042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:35.224111] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:35.228895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:35.230194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:35.324188] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.46% | Symbol ETA: 16.9s | Global ETA: 4m 24s
[2025-11-27T20:21:35.324334] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:35.325142] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:35.325215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:35.329989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:35.408281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:35.410084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:35.567443] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:35.732955] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:35.759802] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:35.806408] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 12.4s | Global ETA: 4m 24s
[2025-11-27T20:21:35.806541] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:35.807292] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:35.807365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:35.812399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:35.813748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:35.933255] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:36.038745] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 16.4s | Global ETA: 4m 24s
[2025-11-27T20:21:36.038886] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:36.039711] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:36.039784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:36.044950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:36.121187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:36.122764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:36.148928] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:36.316597] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:36.379734] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 11.8s | Global ETA: 4m 24s
[2025-11-27T20:21:36.379868] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:36.380622] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:36.380691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:36.385282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:36.386550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:36.457176] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:36.624224] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:36.719922] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:36.721008] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 4.69% | Symbol ETA: 15.6s | Global ETA: 4m 24s
[2025-11-27T20:21:36.721145] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:36.721916] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:36.721987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:36.726631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:36.798758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:36.801537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:36.898749] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:36.961924] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 11.2s | Global ETA: 4m 24s
[2025-11-27T20:21:36.962072] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:36.962832] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:36.962900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:36.967510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:36.968887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:37.129764] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:37.297915] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:37.302375] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:37.397799] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 14.9s | Global ETA: 4m 25s
[2025-11-27T20:21:37.397938] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:37.398800] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:37.398878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:37.403640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:37.469515] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:37.477706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:37.479265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:37.532695] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 10.6s | Global ETA: 4m 25s
[2025-11-27T20:21:37.532832] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:37.533561] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:37.533651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:37.538449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:37.539814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:37.824908] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:37.874612] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:37.989957] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:38.042642] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:38.089155] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 14.2s | Global ETA: 4m 25s
[2025-11-27T20:21:38.089294] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:38.090098] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:38.090171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:38.094947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:38.105533] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 10.0s | Global ETA: 4m 25s
[2025-11-27T20:21:38.105699] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:38.106481] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:38.106554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:38.111213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:38.112502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:38.168729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:38.170204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:38.443457] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:38.506504] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:38.610856] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:38.672862] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 9.5s | Global ETA: 4m 25s
[2025-11-27T20:21:38.676344] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:38.784935] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -5.35% | Symbol ETA: 13.5s | Global ETA: 4m 25s
[2025-11-27T20:21:38.785073] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:38.785872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:38.785948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:38.790870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:38.844602] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.27%, Actual: 1.21%
[2025-11-27T20:21:38.867832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:38.869639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:39.016093] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.13%, Actual: 0.43%
[2025-11-27T20:21:39.186119] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.39%, Actual: 1.66%
[2025-11-27T20:21:39.208435] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:39.360685] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.64%
[2025-11-27T20:21:39.380570] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:39.481829] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -5.16% | Symbol ETA: 12.8s | Global ETA: 4m 25s
[2025-11-27T20:21:39.481967] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:39.482739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:39.482811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:39.487535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:39.538616] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 0.16%
[2025-11-27T20:21:39.560299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:39.561877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:39.709502] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 0.81%
[2025-11-27T20:21:39.887720] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 1.81%
[2025-11-27T20:21:39.899523] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:40.052310] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 0.99%
[2025-11-27T20:21:40.064781] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:40.160326] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.82% | Symbol ETA: 12.1s | Global ETA: 4m 25s
[2025-11-27T20:21:40.160462] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:40.161217] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:40.161288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:40.165991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:40.216655] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 0.13%
[2025-11-27T20:21:40.239736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:40.241190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:40.382615] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 1.52%
[2025-11-27T20:21:40.382815] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 31.2914%
[2025-11-27T20:21:40.382899] [INFO ] [main      ] HERO: DISCARDED add_open_reversal_intensity (score: 31.29%)
[2025-11-27T20:21:40.382976] [INFO ] [main      ] HERO: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:40.383023] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:21:40.383065] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:40.395092] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:40.395477] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:40.396380] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:40.396466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:40.401327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:40.402952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:40.570037] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:40.736931] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:40.739607] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:40.830797] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -9.55% | Symbol ETA: 11.4s | Global ETA: 4m 25s
[2025-11-27T20:21:40.830926] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:40.831685] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:21:40.831756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:40.836388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:40.904591] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:40.907924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:40.909264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:40.968880] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 13.9s | Global ETA: 4m 25s
[2025-11-27T20:21:40.969023] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:40.969812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:40.969884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:40.974705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:40.976260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:41.235729] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:41.305684] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:41.398257] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:41.469696] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:41.492145] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 4.99% | Symbol ETA: 10.8s | Global ETA: 4m 26s
[2025-11-27T20:21:41.535662] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 13.3s | Global ETA: 4m 26s
[2025-11-27T20:21:41.535803] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:41.536586] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:41.536658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:41.541319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:41.542863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:41.657667] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.46%, Actual: 2.48%
[2025-11-27T20:21:41.822734] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.77%, Actual: 2.79%
[2025-11-27T20:21:41.873774] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:41.989544] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 4.69%, Actual: 4.37%
[2025-11-27T20:21:42.040717] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:42.104468] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 12.8s | Global ETA: 4m 26s
[2025-11-27T20:21:42.104630] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:42.105376] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:42.105461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:42.110100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:42.111646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:42.152772] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 2.79%
[2025-11-27T20:21:42.318545] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.97%
[2025-11-27T20:21:42.439532] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:42.481416] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -5.35%, Actual: 0.59%
[2025-11-27T20:21:42.604318] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:42.647128] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -5.16%, Actual: 4.01%
[2025-11-27T20:21:42.668528] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 12.2s | Global ETA: 4m 26s
[2025-11-27T20:21:42.668685] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:42.669466] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:42.669540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:42.674239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:42.675797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:42.811462] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.82%, Actual: 0.56%
[2025-11-27T20:21:42.984887] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -9.55%, Actual: 10.83%
[2025-11-27T20:21:43.019643] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:43.153679] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 4.99%, Actual: 3.84%
[2025-11-27T20:21:43.153895] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 55.3642%
[2025-11-27T20:21:43.154029] [INFO ] [main      ] HELE: KEPT add_open_reversal_intensity (score: 55.36%)
[2025-11-27T20:21:43.154083] [INFO ] [main      ] HELE: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:43.154123] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio']
[2025-11-27T20:21:43.154169] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:43.166379] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:43.166749] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:43.167610] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:43.167683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:43.172430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:43.189645] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:43.247797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:43.249376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:43.250922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:43.255139] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 11.6s | Global ETA: 4m 26s
[2025-11-27T20:21:43.255282] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:43.256049] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:43.256119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:43.260930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:43.262463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:43.586652] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:43.599470] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:43.755423] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:43.768776] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:43.831404] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 11.1s | Global ETA: 4m 26s
[2025-11-27T20:21:43.831539] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:43.832288] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:43.832358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:43.836984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:43.838543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:43.854322] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.92% | Symbol ETA: 16.1s | Global ETA: 4m 26s
[2025-11-27T20:21:43.854458] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:43.855239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:43.855314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:43.860355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:43.936611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:43.938134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:43.939843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:44.172639] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:44.327019] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:44.337400] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:44.399762] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 10.5s | Global ETA: 4m 26s
[2025-11-27T20:21:44.399902] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:44.400652] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:44.400720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:44.405293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:44.406797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:44.490673] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:44.587588] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 3.17% | Symbol ETA: 15.6s | Global ETA: 4m 26s
[2025-11-27T20:21:44.587720] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:44.588470] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:44.588542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:44.593159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:44.664803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:44.666170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:44.667681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:44.736740] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:44.904705] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:44.968294] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 9.9s | Global ETA: 4m 26s
[2025-11-27T20:21:44.968430] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:44.969231] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:44.969303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:44.974098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:44.975662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:44.995608] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:45.163001] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:45.266836] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 14.9s | Global ETA: 4m 27s
[2025-11-27T20:21:45.266962] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:45.267723] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:45.267796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:45.272497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:45.313375] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:45.348834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:45.350317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:45.352211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:45.476249] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:45.539124] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 9.4s | Global ETA: 4m 27s
[2025-11-27T20:21:45.539261] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:45.540018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:45.540087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:45.544706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:45.546201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:45.685104] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:45.853790] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:45.877843] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:45.946142] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 14.1s | Global ETA: 4m 27s
[2025-11-27T20:21:45.946274] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:45.947036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:45.947108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:45.951718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:46.022947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:46.024742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:46.026254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:46.046893] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:46.114947] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 8.8s | Global ETA: 4m 27s
[2025-11-27T20:21:46.294928] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.89%, Actual: 1.21%
[2025-11-27T20:21:46.394023] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:46.472532] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.45%, Actual: 0.43%
[2025-11-27T20:21:46.605390] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:46.658188] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.82%, Actual: 1.66%
[2025-11-27T20:21:46.726157] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -4.21% | Symbol ETA: 13.5s | Global ETA: 4m 27s
[2025-11-27T20:21:46.726302] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:46.727152] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:46.727227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:46.732088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:46.810505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:46.812147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:46.813856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:46.861743] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.64%
[2025-11-27T20:21:47.051350] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 0.16%
[2025-11-27T20:21:47.233780] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.81%
[2025-11-27T20:21:47.307784] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:47.470392] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.81%
[2025-11-27T20:21:47.496981] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:47.601069] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 2.60% | Symbol ETA: 12.9s | Global ETA: 4m 27s
[2025-11-27T20:21:47.601211] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:47.602109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:47.602187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:47.607554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:47.644061] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.99%
[2025-11-27T20:21:47.688182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:47.689923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:47.691609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:47.819113] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 0.13%
[2025-11-27T20:21:47.986879] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 1.52%
[2025-11-27T20:21:47.987125] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 45.7895%
[2025-11-27T20:21:47.987241] [INFO ] [main      ] HERO: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.79%)
[2025-11-27T20:21:47.987313] [INFO ] [main      ] HERO: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:21:47.987373] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_prev_range_position']
[2025-11-27T20:21:47.987432] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:48.001214] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:48.001695] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:48.002637] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:48.002719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:48.007495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:48.010451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:48.055740] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:48.225607] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:48.323113] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 12.2s | Global ETA: 4m 27s
[2025-11-27T20:21:48.323245] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:48.324013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:48.324084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:48.328724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:48.337561] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:48.399751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:48.401357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:48.402934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:48.500195] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:48.565405] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 13.3s | Global ETA: 4m 27s
[2025-11-27T20:21:48.565538] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:48.566310] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:48.566395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:48.570985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:48.573800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:48.748369] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:48.904068] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:48.922616] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:49.017897] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -2.95% | Symbol ETA: 11.4s | Global ETA: 4m 27s
[2025-11-27T20:21:49.018034] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:49.018854] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:49.018926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:49.024624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:49.068876] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:49.099060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:49.100489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:49.102059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:49.133908] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 2.55% | Symbol ETA: 12.7s | Global ETA: 4m 27s
[2025-11-27T20:21:49.134041] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:49.134820] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:49.134888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:49.139475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:49.142258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:49.429727] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:49.465806] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:49.597721] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:49.627953] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:49.691357] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.37% | Symbol ETA: 10.7s | Global ETA: 4m 28s
[2025-11-27T20:21:49.691490] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:49.692262] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:49.692339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:49.693264] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 12.2s | Global ETA: 4m 28s
[2025-11-27T20:21:49.693393] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:49.694159] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:49.694230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:49.696988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:49.698828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:49.701604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:49.768769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:49.770143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:21:49.771655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:50.028322] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:50.103821] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:50.194269] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:50.259720] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 11.6s | Global ETA: 4m 28s
[2025-11-27T20:21:50.259852] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:50.260640] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:50.260711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:50.265443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:50.267510] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:50.268360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:50.362250] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.93% | Symbol ETA: 10.0s | Global ETA: 4m 28s
[2025-11-27T20:21:50.528360] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.92%, Actual: 2.48%
[2025-11-27T20:21:50.600184] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:50.693549] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 3.17%, Actual: 2.79%
[2025-11-27T20:21:50.767697] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:50.833743] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 11.0s | Global ETA: 4m 28s
[2025-11-27T20:21:50.833870] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:50.834644] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:50.834712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:50.839357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:50.842170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:50.863448] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 4.37%
[2025-11-27T20:21:51.044798] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 2.79%
[2025-11-27T20:21:51.196618] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:51.221620] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -4.21%, Actual: 0.97%
[2025-11-27T20:21:51.366882] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:51.387191] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 2.60%, Actual: 0.59%
[2025-11-27T20:21:51.432959] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 10.5s | Global ETA: 4m 28s
[2025-11-27T20:21:51.433098] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:51.433895] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:51.433963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:51.438559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:51.441320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:51.551032] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 4.01%
[2025-11-27T20:21:51.717052] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -2.95%, Actual: 0.56%
[2025-11-27T20:21:51.770831] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:51.881631] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 10.83%
[2025-11-27T20:21:51.937798] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:52.001518] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 9.9s | Global ETA: 4m 28s
[2025-11-27T20:21:52.001671] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:52.002398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:52.002468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:52.007413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:52.010676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:52.046675] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.93%, Actual: 3.84%
[2025-11-27T20:21:52.046822] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 32.2305%
[2025-11-27T20:21:52.046882] [INFO ] [main      ] HELE: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.23%)
[2025-11-27T20:21:52.046927] [INFO ] [main      ] HELE: Testing feature 26/53: add_open_vs_prev_range_position
[2025-11-27T20:21:52.046966] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position']
[2025-11-27T20:21:52.047008] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:21:52.058893] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:52.059228] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:21:52.060049] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:52.060120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:52.064696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:52.136518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:52.137977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:52.140850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:52.343654] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:52.469568] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:21:52.511565] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:52.579129] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 9.4s | Global ETA: 4m 28s
[2025-11-27T20:21:52.579268] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:21:52.580047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:52.580116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:52.584843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:52.587762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:52.635105] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:52.739615] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.54% | Symbol ETA: 15.7s | Global ETA: 4m 28s
[2025-11-27T20:21:52.739751] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:21:52.740536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:52.740626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:52.745206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:52.819108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:52.820491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:52.823258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:52.921642] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:21:53.088163] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:53.148388] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:21:53.150956] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 8.8s | Global ETA: 4m 28s
[2025-11-27T20:21:53.151094] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:21:53.151875] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:53.151944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:53.156502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:53.159268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:53.309024] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:53.410171] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 3.84% | Symbol ETA: 15.0s | Global ETA: 4m 29s
[2025-11-27T20:21:53.410309] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:21:53.411091] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:53.411162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:53.415810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:53.489514] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:21:53.489761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:53.491108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:53.493817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:53.654394] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:53.718707] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 8.2s | Global ETA: 4m 29s
[2025-11-27T20:21:53.828093] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:21:53.886770] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.88%, Actual: 1.21%
[2025-11-27T20:21:53.992671] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:54.053620] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 2.55%, Actual: 0.43%
[2025-11-27T20:21:54.097820] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 14.4s | Global ETA: 4m 29s
[2025-11-27T20:21:54.097953] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:21:54.098775] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:54.098849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:54.104066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:54.183693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:54.185747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:54.189357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:54.219731] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.78%, Actual: 1.66%
[2025-11-27T20:21:54.395092] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.64%
[2025-11-27T20:21:54.539491] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:21:54.560905] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.16%
[2025-11-27T20:21:54.709671] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:54.725820] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.81%
[2025-11-27T20:21:54.812051] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 13.7s | Global ETA: 4m 29s
[2025-11-27T20:21:54.812185] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:21:54.812948] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:54.813020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:54.817730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:54.891276] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.81%
[2025-11-27T20:21:54.891734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:54.893253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:54.896199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:55.060908] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.99%
[2025-11-27T20:21:55.232563] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.13%
[2025-11-27T20:21:55.236601] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:21:55.403369] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 1.52%
[2025-11-27T20:21:55.403653] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 42.7268%
[2025-11-27T20:21:55.403767] [INFO ] [main      ] HERO: DISCARDED add_open_vs_prev_range_position (score: 42.73%)
[2025-11-27T20:21:55.403840] [INFO ] [main      ] HERO: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:21:55.403789] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:55.403901] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_amplitude']
[2025-11-27T20:21:55.403965] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:21:55.417018] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:21:55.417407] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:21:55.418483] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:55.418599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:55.424053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:55.424783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:55.511698] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 9.97% | Symbol ETA: 13.1s | Global ETA: 4m 29s
[2025-11-27T20:21:55.511837] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:21:55.512605] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:55.512676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:55.517887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:55.593341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:55.595109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:55.597978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:55.773138] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:21:55.935831] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:21:55.945894] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:21:56.013006] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 12.8s | Global ETA: 4m 29s
[2025-11-27T20:21:56.013140] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:21:56.013944] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:56.014016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:56.018833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:56.019514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:56.107431] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:56.224978] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 9.33% | Symbol ETA: 12.4s | Global ETA: 4m 29s
[2025-11-27T20:21:56.225118] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:21:56.225919] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:56.225994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:56.231034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:56.306094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:56.307713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:56.311002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:56.369311] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:21:56.545611] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:21:56.616422] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 12.2s | Global ETA: 4m 29s
[2025-11-27T20:21:56.616599] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:21:56.617643] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:56.617726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:56.622410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:56.623118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:56.651086] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:21:56.820864] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:56.917211] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 11.7s | Global ETA: 4m 29s
[2025-11-27T20:21:56.917349] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:21:56.918110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:56.918197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:56.922747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:56.959109] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:21:56.992886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:56.994393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:56.997197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:57.123854] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:21:57.190229] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 11.6s | Global ETA: 4m 29s
[2025-11-27T20:21:57.190363] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:21:57.191326] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:57.191395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:57.196153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:57.196824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:57.349006] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:21:57.517881] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:21:57.529454] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:21:57.615150] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -10.02% | Symbol ETA: 11.0s | Global ETA: 4m 30s
[2025-11-27T20:21:57.615289] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:21:57.616171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:57.616242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:57.620917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:57.692081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:57.693632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:57.696517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:57.697304] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:21:57.762171] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 10.9s | Global ETA: 4m 30s
[2025-11-27T20:21:57.762296] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:21:57.763082] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:57.763161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:57.767931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:57.768644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:58.031394] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:21:58.102152] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:21:58.200136] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:21:58.265758] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:21:58.296256] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -1.92% | Symbol ETA: 10.3s | Global ETA: 4m 30s
[2025-11-27T20:21:58.296408] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:21:58.297199] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:21:58.297269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:58.302002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:21:58.331262] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 10.3s | Global ETA: 4m 30s
[2025-11-27T20:21:58.331420] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:21:58.332296] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:58.332377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:58.337404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:58.338295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:58.373829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:21:58.375133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:21:58.377876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:58.675716] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:21:58.715472] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:21:58.840897] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:21:58.881145] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:21:58.903811] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 9.7s | Global ETA: 4m 30s
[2025-11-27T20:21:58.903968] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:21:58.904781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:58.904863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:58.909786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:58.910508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:58.976447] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.67% | Symbol ETA: 9.6s | Global ETA: 4m 30s
[2025-11-27T20:21:59.203032] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.54%, Actual: 2.48%
[2025-11-27T20:21:59.241318] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:21:59.371818] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 3.84%, Actual: 2.79%
[2025-11-27T20:21:59.414926] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:21:59.481997] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 9.2s | Global ETA: 4m 30s
[2025-11-27T20:21:59.482150] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:21:59.482991] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:21:59.483074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:21:59.487963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:21:59.488713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:21:59.545102] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 2.06%, Actual: 4.37%
[2025-11-27T20:21:59.714367] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 2.79%
[2025-11-27T20:21:59.823942] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:21:59.882592] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 9.97%, Actual: 0.97%
[2025-11-27T20:21:59.993194] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:00.053439] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 9.33%, Actual: 0.59%
[2025-11-27T20:22:00.057980] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.95% | Symbol ETA: 8.6s | Global ETA: 4m 30s
[2025-11-27T20:22:00.058108] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:00.058920] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:00.058989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:00.063766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:00.064468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:00.229544] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 4.01%
[2025-11-27T20:22:00.393871] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -10.02%, Actual: 0.56%
[2025-11-27T20:22:00.395044] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:00.563937] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -1.92%, Actual: 10.83%
[2025-11-27T20:22:00.571399] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:00.634491] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 8.0s | Global ETA: 4m 30s
[2025-11-27T20:22:00.634641] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:00.635385] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:00.635456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:00.640108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:00.640801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:00.728366] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.67%, Actual: 3.84%
[2025-11-27T20:22:00.728617] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 30.3747%
[2025-11-27T20:22:00.728848] [INFO ] [main      ] HELE: DISCARDED add_open_vs_prev_range_position (score: 30.37%)
[2025-11-27T20:22:00.728950] [INFO ] [main      ] HELE: Testing feature 27/53: add_overnight_gap_amplitude
[2025-11-27T20:22:00.729040] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude']
[2025-11-27T20:22:00.729132] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:00.742762] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:00.743409] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:00.744313] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:00.744435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:00.749509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:00.822297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:00.823962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:00.824664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:01.040366] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:01.178039] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:01.215310] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:01.277328] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 7.4s | Global ETA: 4m 31s
[2025-11-27T20:22:01.350759] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:01.443787] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.44%, Actual: 1.21%
[2025-11-27T20:22:01.453460] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 15.1s | Global ETA: 4m 31s
[2025-11-27T20:22:01.453623] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:01.454561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:01.454650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:01.459506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:01.532644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:01.534172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:01.534827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:01.607786] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.75%, Actual: 0.43%
[2025-11-27T20:22:01.778231] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.80%, Actual: 1.66%
[2025-11-27T20:22:01.887176] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:01.952921] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.64%
[2025-11-27T20:22:02.077222] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:02.119958] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 0.16%
[2025-11-27T20:22:02.178791] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 3.06% | Symbol ETA: 14.4s | Global ETA: 4m 31s
[2025-11-27T20:22:02.178938] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:02.179743] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:02.179818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:02.184662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:02.264664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:02.266319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:02.267018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:02.286799] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.81%
[2025-11-27T20:22:02.455797] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.81%
[2025-11-27T20:22:02.600953] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:02.624149] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 0.99%
[2025-11-27T20:22:02.775909] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:02.796614] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 0.13%
[2025-11-27T20:22:02.873933] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.27% | Symbol ETA: 13.7s | Global ETA: 4m 31s
[2025-11-27T20:22:02.874069] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:02.874851] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:02.874923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:02.879612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:02.953354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:02.954939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:02.955564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:02.963889] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 1.52%
[2025-11-27T20:22:02.964096] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.1543%
[2025-11-27T20:22:02.964217] [INFO ] [main      ] HERO: DISCARDED add_overnight_gap_amplitude (score: 36.15%)
[2025-11-27T20:22:02.964296] [INFO ] [main      ] HERO: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:22:02.964358] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag']
[2025-11-27T20:22:02.964421] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:02.976150] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:02.976546] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:02.977464] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:02.977548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:02.982507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:02.983364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:03.293617] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:03.313251] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:03.469421] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:03.477516] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:03.541932] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 12.1s | Global ETA: 4m 31s
[2025-11-27T20:22:03.542078] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:03.542891] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:03.542964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:03.547784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:03.548538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:03.566094] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 12.9s | Global ETA: 4m 31s
[2025-11-27T20:22:03.566232] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:03.567031] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:03.567104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:03.571912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:03.648058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:03.649717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:03.650353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:03.878453] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:03.997423] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:04.063943] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:04.129053] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 11.6s | Global ETA: 4m 31s
[2025-11-27T20:22:04.129204] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:04.129997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:04.130068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:04.134892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:04.135657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:04.163788] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:04.260476] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.69% | Symbol ETA: 12.2s | Global ETA: 4m 31s
[2025-11-27T20:22:04.260656] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:04.261416] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:04.261489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:04.266242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:04.340497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:04.342113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:04.342820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:04.464053] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:04.632447] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:04.691037] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:04.698697] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 11.0s | Global ETA: 4m 31s
[2025-11-27T20:22:04.698838] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:04.699610] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:04.699683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:04.704296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:04.705041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:04.868224] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:04.968037] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -5.92% | Symbol ETA: 11.5s | Global ETA: 4m 31s
[2025-11-27T20:22:04.968198] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:04.968997] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:04.969071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:04.973753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:05.045594] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:05.046135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:05.047698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:05.048356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:05.225593] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:05.293646] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 10.5s | Global ETA: 4m 32s
[2025-11-27T20:22:05.293787] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:05.294644] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:05.294717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:05.300363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:05.301191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:05.411751] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:05.576100] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:05.671091] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.33% | Symbol ETA: 10.8s | Global ETA: 4m 32s
[2025-11-27T20:22:05.671226] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:05.671858] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:05.671990] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:05.672065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:05.676713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:05.746554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:05.747839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:05.748445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:05.857696] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:05.922428] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 9.9s | Global ETA: 4m 32s
[2025-11-27T20:22:05.922594] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:05.923335] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:05.923406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:05.928397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:05.929109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:06.074964] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:06.244825] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:06.271420] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:06.344102] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.00% | Symbol ETA: 10.1s | Global ETA: 4m 32s
[2025-11-27T20:22:06.344237] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:06.344996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:06.345069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:06.350055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:06.419737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:06.421078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:06.421703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:06.440638] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:06.506005] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 9.4s | Global ETA: 4m 32s
[2025-11-27T20:22:06.506153] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:06.506932] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:06.507005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:06.514068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:06.514873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:06.757514] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:06.851924] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:06.926889] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:07.017501] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:07.022471] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.81% | Symbol ETA: 9.4s | Global ETA: 4m 32s
[2025-11-27T20:22:07.022638] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:07.023389] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:07.023467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:07.028137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:07.080832] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 8.8s | Global ETA: 4m 32s
[2025-11-27T20:22:07.080992] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:07.081765] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:07.081835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:07.086515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:07.087276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:07.100455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:07.101790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:22:07.102599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:07.427041] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:07.439442] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:07.594907] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:07.604457] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:07.658518] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.98% | Symbol ETA: 8.2s | Global ETA: 4m 32s
[2025-11-27T20:22:07.658678] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:07.659409] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:07.659479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:07.664124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:07.664879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:07.706129] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.57% | Symbol ETA: 8.7s | Global ETA: 4m 32s
[2025-11-27T20:22:07.871819] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -1.69%, Actual: 2.48%
[2025-11-27T20:22:07.995955] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:08.040372] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 3.06%, Actual: 2.79%
[2025-11-27T20:22:08.161403] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:08.208534] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.27%, Actual: 4.37%
[2025-11-27T20:22:08.224603] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.76% | Symbol ETA: 7.6s | Global ETA: 4m 32s
[2025-11-27T20:22:08.224739] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:08.225477] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:08.225546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:08.230231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:08.230988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:08.377734] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 2.79%
[2025-11-27T20:22:08.547322] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 0.97%
[2025-11-27T20:22:08.567443] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:08.717722] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -5.92%, Actual: 0.59%
[2025-11-27T20:22:08.741848] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:08.803281] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 7.0s | Global ETA: 4m 32s
[2025-11-27T20:22:08.880948] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.33%, Actual: 4.01%
[2025-11-27T20:22:08.972068] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.63%, Actual: 1.21%
[2025-11-27T20:22:09.059029] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.00%, Actual: 0.56%
[2025-11-27T20:22:09.141303] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.24%, Actual: 0.43%
[2025-11-27T20:22:09.235270] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.81%, Actual: 10.83%
[2025-11-27T20:22:09.306317] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.83%, Actual: 1.66%
[2025-11-27T20:22:09.406662] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.57%, Actual: 3.84%
[2025-11-27T20:22:09.406888] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 45.7871%
[2025-11-27T20:22:09.406984] [INFO ] [main      ] HELE: DISCARDED add_overnight_gap_amplitude (score: 45.79%)
[2025-11-27T20:22:09.407034] [INFO ] [main      ] HELE: Testing feature 28/53: add_overnight_gap_mag
[2025-11-27T20:22:09.407071] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_overnight_gap_mag']
[2025-11-27T20:22:09.407113] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:09.419845] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:09.420256] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:09.421131] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:09.421210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:09.425896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:09.475966] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.64%
[2025-11-27T20:22:09.500072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:09.501620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:09.502293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:09.641081] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.16%
[2025-11-27T20:22:09.805000] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 0.81%
[2025-11-27T20:22:09.829301] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:09.971190] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.81%
[2025-11-27T20:22:09.996589] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:10.096612] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.64% | Symbol ETA: 14.1s | Global ETA: 4m 33s
[2025-11-27T20:22:10.096741] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:10.097463] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:10.097534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:10.102093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:10.146463] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.98%, Actual: 0.99%
[2025-11-27T20:22:10.173783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:10.175365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:10.176113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:10.319223] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 0.13%
[2025-11-27T20:22:10.494947] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.41%, Actual: 1.52%
[2025-11-27T20:22:10.495157] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 39.9147%
[2025-11-27T20:22:10.495252] [INFO ] [main      ] HERO: DISCARDED add_overnight_gap_mag (score: 39.91%)
[2025-11-27T20:22:10.495301] [INFO ] [main      ] HERO: Testing feature 29/53: add_pct_change
[2025-11-27T20:22:10.495340] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change']
[2025-11-27T20:22:10.495403] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:10.506376] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:10.508448] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:10.508819] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:10.509657] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:10.509731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:10.514675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:10.516865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:10.672317] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:10.777045] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 13.5s | Global ETA: 4m 33s
[2025-11-27T20:22:10.777194] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:10.777958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:10.778028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:10.783086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:10.860836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:10.862551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:10.863279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:10.869785] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:11.041077] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:11.113094] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 11.9s | Global ETA: 4m 33s
[2025-11-27T20:22:11.113236] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:11.114020] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:11.114092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:11.118989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:11.121098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:11.211884] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:11.374388] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:11.469851] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:11.473357] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 12.8s | Global ETA: 4m 33s
[2025-11-27T20:22:11.473510] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:11.474395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:11.474480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:11.479507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:11.551710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:11.553179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:11.553897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:11.646280] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:11.720072] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 11.3s | Global ETA: 4m 33s
[2025-11-27T20:22:11.720219] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:11.721029] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:11.721102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:11.726488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:11.728802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:11.898984] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:12.065868] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:12.083486] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:12.174454] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.21% | Symbol ETA: 12.2s | Global ETA: 4m 33s
[2025-11-27T20:22:12.174603] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:12.175382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:12.175457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:12.181515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:12.254944] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:12.268745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:12.270354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:12.271297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:12.325062] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 10.7s | Global ETA: 4m 33s
[2025-11-27T20:22:12.325200] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:12.325967] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:12.326040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:12.331035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:12.332999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:12.630096] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:12.684801] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:12.798731] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:12.857756] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:12.898855] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -2.85% | Symbol ETA: 11.5s | Global ETA: 4m 33s
[2025-11-27T20:22:12.898996] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:12.899957] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:12.900030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:12.904931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:12.930682] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 10.1s | Global ETA: 4m 33s
[2025-11-27T20:22:12.930824] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:12.931665] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:12.931739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:12.936646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:12.938654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:12.980365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:12.981993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:12.982712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:13.293956] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:13.320032] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:13.492433] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:13.504105] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:13.578249] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 9.5s | Global ETA: 4m 34s
[2025-11-27T20:22:13.578401] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:13.580069] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:13.580146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:13.584998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:13.587003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:13.590081] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.70% | Symbol ETA: 10.8s | Global ETA: 4m 34s
[2025-11-27T20:22:13.590218] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:13.590981] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:13.591055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:13.595853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:13.674732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:13.676322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:13.677046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:13.935856] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:14.012657] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:14.108120] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:14.179761] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 8.9s | Global ETA: 4m 34s
[2025-11-27T20:22:14.179917] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:14.180786] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:14.180870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:14.181908] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:14.186142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:14.188603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:14.278990] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 10.1s | Global ETA: 4m 34s
[2025-11-27T20:22:14.279123] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:14.279885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:14.279955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:14.284671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:14.355283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:14.356652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:14.357322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:14.540042] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:14.693364] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:14.712550] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:14.780170] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 8.3s | Global ETA: 4m 34s
[2025-11-27T20:22:14.780329] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:14.781150] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:14.781223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:14.785813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:14.787828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:14.859368] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:14.954851] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.66% | Symbol ETA: 9.4s | Global ETA: 4m 34s
[2025-11-27T20:22:14.954991] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:14.955777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:14.955860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:14.960566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:15.037364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:15.038933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:15.039639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:15.130343] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:15.295765] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:15.367520] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 7.7s | Global ETA: 4m 34s
[2025-11-27T20:22:15.367671] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:15.368512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:15.368608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:15.373328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:15.375341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:15.377484] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:15.543042] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:15.638079] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 8.7s | Global ETA: 4m 34s
[2025-11-27T20:22:15.638237] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:15.638992] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:15.639063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:15.643722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:15.703630] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:15.716840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:15.718394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:22:15.719121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:15.867419] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:15.934677] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 7.1s | Global ETA: 4m 34s
[2025-11-27T20:22:15.934825] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:15.935634] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:22:15.935704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:15.940428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:15.942450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:16.050950] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:16.218824] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:16.281234] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:16.314866] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 8.0s | Global ETA: 4m 34s
[2025-11-27T20:22:16.445327] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:16.482218] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.64%, Actual: 2.48%
[2025-11-27T20:22:16.512757] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 6.5s | Global ETA: 4m 34s
[2025-11-27T20:22:16.651238] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 2.90%, Actual: 2.79%
[2025-11-27T20:22:16.681303] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.21%, Actual: 1.21%
[2025-11-27T20:22:16.816780] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 4.37%
[2025-11-27T20:22:16.846837] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 0.43%
[2025-11-27T20:22:16.985362] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 2.79%
[2025-11-27T20:22:17.024788] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.78%, Actual: 1.66%
[2025-11-27T20:22:17.154629] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -2.85%, Actual: 0.97%
[2025-11-27T20:22:17.186706] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 0.64%
[2025-11-27T20:22:17.323949] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.70%, Actual: 0.59%
[2025-11-27T20:22:17.347972] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.16%
[2025-11-27T20:22:17.487908] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 4.01%
[2025-11-27T20:22:17.530827] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.81%
[2025-11-27T20:22:17.655532] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.66%, Actual: 0.56%
[2025-11-27T20:22:17.696687] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.81%
[2025-11-27T20:22:17.821813] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 10.83%
[2025-11-27T20:22:17.862953] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.09%, Actual: 0.99%
[2025-11-27T20:22:18.000688] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 3.84%
[2025-11-27T20:22:18.000960] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 33.6554%
[2025-11-27T20:22:18.001107] [INFO ] [main      ] HELE: DISCARDED add_overnight_gap_mag (score: 33.66%)
[2025-11-27T20:22:18.001172] [INFO ] [main      ] HELE: Testing feature 29/53: add_pct_change
[2025-11-27T20:22:18.001224] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_pct_change']
[2025-11-27T20:22:18.001285] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:18.017630] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:18.018050] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:18.019158] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:18.019237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:18.024721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:18.028525] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 0.13%
[2025-11-27T20:22:18.098629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:18.100236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:18.102189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:18.190113] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 1.52%
[2025-11-27T20:22:18.190308] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 47.2306%
[2025-11-27T20:22:18.190421] [INFO ] [main      ] HERO: KEPT add_pct_change (score: 47.23%)
[2025-11-27T20:22:18.190469] [INFO ] [main      ] HERO: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:22:18.190510] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_preclose_acceleration_mag']
[2025-11-27T20:22:18.190553] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:18.202326] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:18.202696] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:18.203504] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:18.203591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:18.208380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:18.210350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:18.211399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:18.432028] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:18.539504] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:18.595524] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:18.701802] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 13.5s | Global ETA: 4m 35s
[2025-11-27T20:22:18.701927] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:18.702736] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:18.702809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:18.704558] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:18.707396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:18.775138] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 11.3s | Global ETA: 4m 35s
[2025-11-27T20:22:18.775277] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:18.776051] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:18.776124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:18.780467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:18.780793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:18.782028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:18.782798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:18.783845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:18.784017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:19.115152] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:19.138977] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:19.280488] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:19.315376] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:19.354012] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 10.7s | Global ETA: 4m 35s
[2025-11-27T20:22:19.354144] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:19.354905] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:19.354976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:19.359569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:19.361504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:19.362530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:19.432057] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -5.44% | Symbol ETA: 13.0s | Global ETA: 4m 35s
[2025-11-27T20:22:19.432187] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:19.432952] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:19.433024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:19.437658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:19.509652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:19.511059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:19.512995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:19.691223] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:19.844115] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:19.860943] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:19.931440] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.32% | Symbol ETA: 10.1s | Global ETA: 4m 35s
[2025-11-27T20:22:19.931597] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:19.932340] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:19.932415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:19.937088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:19.939129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:19.940205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:20.012090] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:20.120179] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 7.31% | Symbol ETA: 12.3s | Global ETA: 4m 35s
[2025-11-27T20:22:20.120313] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:20.121095] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:20.121167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:20.125793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:20.198519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:20.200042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:20.201973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:20.271794] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:20.436726] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:20.506641] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 9.6s | Global ETA: 4m 35s
[2025-11-27T20:22:20.506776] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:20.507505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:20.507594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:20.512208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:20.514171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:20.515234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:20.531247] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:20.695176] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:20.807324] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -4.44% | Symbol ETA: 11.5s | Global ETA: 4m 35s
[2025-11-27T20:22:20.807454] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:20.808213] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:20.808284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:20.812960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:20.845969] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:20.887077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:20.888452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:20.890364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:21.009629] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:21.081258] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 9.0s | Global ETA: 4m 35s
[2025-11-27T20:22:21.081392] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:21.082143] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:21.082213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:21.086833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:21.088807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:21.089850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:21.228359] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:21.393047] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:21.420587] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:21.502055] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -4.36% | Symbol ETA: 10.8s | Global ETA: 4m 36s
[2025-11-27T20:22:21.502187] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:21.502940] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:21.503011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:21.507647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:21.580673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:21.582088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:21.584014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:21.592501] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:21.665795] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 8.4s | Global ETA: 4m 36s
[2025-11-27T20:22:21.665932] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:21.666715] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:21.666788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:21.671714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:21.673786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:21.674906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:21.923267] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:22.035379] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:22.088717] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:22.212769] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -2.35% | Symbol ETA: 10.2s | Global ETA: 4m 36s
[2025-11-27T20:22:22.212910] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:22.213893] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:22.213980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:22.217938] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:22.219594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:22.287039] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 7.9s | Global ETA: 4m 36s
[2025-11-27T20:22:22.287180] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:22.287939] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:22.288009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:22.291465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:22.292780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:22.292819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:22.294733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:22.294749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:22.295767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:22.635320] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:22.637029] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:22.799813] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:22.804519] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:22.869035] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -3.10% | Symbol ETA: 7.3s | Global ETA: 4m 36s
[2025-11-27T20:22:22.869184] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:22.869933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:22.870003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:22.874635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:22.876628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:22.877662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:22.911403] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 4.10% | Symbol ETA: 9.5s | Global ETA: 4m 36s
[2025-11-27T20:22:22.911542] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:22.912330] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:22.912406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:22.917161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:22.989815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:22.991542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:22.993629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:23.207637] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:23.337863] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:23.378894] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:23.449225] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 6.7s | Global ETA: 4m 36s
[2025-11-27T20:22:23.449359] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:23.450107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:23.450178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:23.454759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:23.456716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:23.457754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:23.511760] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:23.624712] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -7.64% | Symbol ETA: 8.8s | Global ETA: 4m 36s
[2025-11-27T20:22:23.624865] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:23.625627] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:23.625697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:23.630314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:23.702993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:23.704898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:23.707041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:23.796134] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:23.966682] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:24.036055] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 6.1s | Global ETA: 4m 36s
[2025-11-27T20:22:24.039040] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:24.205006] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.01%, Actual: 1.21%
[2025-11-27T20:22:24.225421] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:24.334713] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -2.25% | Symbol ETA: 8.1s | Global ETA: 4m 36s
[2025-11-27T20:22:24.334850] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:24.335634] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:24.335706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:24.340453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:24.373380] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: -0.10%, Actual: 0.43%
[2025-11-27T20:22:24.411264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:24.412637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:24.414548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:24.542037] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.32%, Actual: 1.66%
[2025-11-27T20:22:24.708204] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.64%
[2025-11-27T20:22:24.761239] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:24.878417] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 0.16%
[2025-11-27T20:22:24.928994] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:25.037320] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.36% | Symbol ETA: 7.4s | Global ETA: 4m 36s
[2025-11-27T20:22:25.044619] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.81%
[2025-11-27T20:22:25.204704] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.99%, Actual: 2.48%
[2025-11-27T20:22:25.208271] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 1.81%
[2025-11-27T20:22:25.372338] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -3.10%, Actual: 0.99%
[2025-11-27T20:22:25.378822] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -5.44%, Actual: 2.79%
[2025-11-27T20:22:25.537147] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.79%, Actual: 0.13%
[2025-11-27T20:22:25.545906] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 7.31%, Actual: 4.37%
[2025-11-27T20:22:25.703556] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 1.52%
[2025-11-27T20:22:25.703778] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 33.1685%
[2025-11-27T20:22:25.703845] [INFO ] [main      ] HERO: DISCARDED add_preclose_acceleration_mag (score: 33.17%)
[2025-11-27T20:22:25.703893] [INFO ] [main      ] HERO: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:22:25.703927] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_prev_1100_to_open']
[2025-11-27T20:22:25.703971] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:25.713326] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -4.44%, Actual: 2.79%
[2025-11-27T20:22:25.719339] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:25.719774] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:25.720635] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:25.720739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:25.725312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:25.727267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:25.727985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:25.879771] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -4.36%, Actual: 0.97%
[2025-11-27T20:22:26.043641] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -2.35%, Actual: 0.59%
[2025-11-27T20:22:26.058141] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:26.205403] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 4.10%, Actual: 4.01%
[2025-11-27T20:22:26.221405] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:26.293107] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 10.7s | Global ETA: 4m 37s
[2025-11-27T20:22:26.293248] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:26.294077] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:26.294148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:26.299212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:26.301236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:26.301969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:26.367962] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -7.64%, Actual: 0.56%
[2025-11-27T20:22:26.530872] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 10.83%
[2025-11-27T20:22:26.641654] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:26.695552] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.36%, Actual: 3.84%
[2025-11-27T20:22:26.695760] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.1981%
[2025-11-27T20:22:26.695866] [INFO ] [main      ] HELE: DISCARDED add_pct_change (score: 42.20%)
[2025-11-27T20:22:26.695925] [INFO ] [main      ] HELE: Testing feature 30/53: add_preclose_acceleration_mag
[2025-11-27T20:22:26.695993] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_preclose_acceleration_mag']
[2025-11-27T20:22:26.696043] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:26.709869] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:26.710239] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:26.711125] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:26.711201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:26.715796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:26.788105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:26.789497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:26.790491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:26.813811] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:26.888063] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 10.2s | Global ETA: 4m 37s
[2025-11-27T20:22:26.888213] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:26.889013] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:26.889084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:26.894210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:26.896163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:26.897026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:27.120347] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:27.285891] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:27.298342] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:27.388402] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 13.0s | Global ETA: 4m 37s
[2025-11-27T20:22:27.388541] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:27.389311] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:27.389382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:27.393969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:27.466140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:27.467744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:27.468781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:27.470374] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:27.546442] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 9.8s | Global ETA: 4m 37s
[2025-11-27T20:22:27.546596] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:27.547375] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:27.547445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:27.552960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:27.554923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:27.555636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:27.811335] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:27.900537] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:27.978569] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:28.066457] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:28.077792] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 2.93% | Symbol ETA: 12.4s | Global ETA: 4m 37s
[2025-11-27T20:22:28.077954] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:28.078799] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:28.078881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:28.083639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:28.138543] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 9.1s | Global ETA: 4m 37s
[2025-11-27T20:22:28.138706] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:28.139464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:28.139538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:28.144420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:28.146478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:28.147218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:28.155776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:28.157331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:28.158441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:28.491954] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:28.533939] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:28.658933] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:28.702959] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:28.757839] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -4.11% | Symbol ETA: 11.7s | Global ETA: 4m 37s
[2025-11-27T20:22:28.757973] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:28.758829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:28.758902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:28.763570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:28.783847] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 8.6s | Global ETA: 4m 37s
[2025-11-27T20:22:28.783983] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:28.785208] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:28.785285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:28.790478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:28.792597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:28.793357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:28.837107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:28.838673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:28.839695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:29.130158] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:29.173361] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:29.301282] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:29.340486] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:29.370805] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 7.9s | Global ETA: 4m 38s
[2025-11-27T20:22:29.370940] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:29.371742] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:29.371812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:29.376470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:29.378491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:29.379219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:29.439217] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 5.34% | Symbol ETA: 11.0s | Global ETA: 4m 38s
[2025-11-27T20:22:29.439368] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:29.440284] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:29.440359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:29.445833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:29.519003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:29.520661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:29.521708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:29.733350] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:29.865675] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:29.894563] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:29.967835] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 7.3s | Global ETA: 4m 38s
[2025-11-27T20:22:29.967979] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:29.968907] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:29.968979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:29.973587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:29.975524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:29.976236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:30.043149] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:30.154008] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.06% | Symbol ETA: 10.3s | Global ETA: 4m 38s
[2025-11-27T20:22:30.154161] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:30.155090] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:30.155173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:30.160541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:30.234394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:30.235992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:30.237018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:30.306351] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:30.471073] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:30.540676] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 6.7s | Global ETA: 4m 38s
[2025-11-27T20:22:30.540811] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:30.541768] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:30.541850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:30.546564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:30.548609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:30.549298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:30.571191] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:30.738903] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:30.836693] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.30% | Symbol ETA: 9.6s | Global ETA: 4m 38s
[2025-11-27T20:22:30.836835] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:30.837662] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:30.837735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:30.842397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:30.880564] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:30.915865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:30.917357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:30.918450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:31.044205] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:31.111026] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 6.1s | Global ETA: 4m 38s
[2025-11-27T20:22:31.111161] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:31.111933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:31.112004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:31.116940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:31.118880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:31.119569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:31.247807] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:31.412158] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:31.443888] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:31.505928] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 9.0s | Global ETA: 4m 38s
[2025-11-27T20:22:31.506068] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:31.506866] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:31.506938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:31.511614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:31.585209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:31.586771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:31.587824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:31.607384] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:31.675146] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 5.5s | Global ETA: 4m 38s
[2025-11-27T20:22:31.843988] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.26%, Actual: 1.21%
[2025-11-27T20:22:31.918169] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:32.007721] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.26%, Actual: 0.43%
[2025-11-27T20:22:32.085176] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:32.173155] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.00%, Actual: 1.66%
[2025-11-27T20:22:32.179674] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 8.3s | Global ETA: 4m 38s
[2025-11-27T20:22:32.179816] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:32.180630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:32.180699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:32.185304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:32.260064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:32.261854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:32.262920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:32.338196] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 0.64%
[2025-11-27T20:22:32.499829] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.16%
[2025-11-27T20:22:32.597677] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:32.667833] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.81%
[2025-11-27T20:22:32.763737] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:32.835705] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 1.81%
[2025-11-27T20:22:32.861136] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.58% | Symbol ETA: 7.6s | Global ETA: 4m 38s
[2025-11-27T20:22:32.861282] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:32.862136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:32.862212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:32.867110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:32.941989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:32.943833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:22:32.944939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:33.001762] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.92%, Actual: 0.99%
[2025-11-27T20:22:33.171832] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 0.13%
[2025-11-27T20:22:33.293794] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:33.337215] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 1.09%, Actual: 1.52%
[2025-11-27T20:22:33.337388] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.4791%
[2025-11-27T20:22:33.337478] [INFO ] [main      ] HERO: DISCARDED add_prev_1100_to_open (score: 38.48%)
[2025-11-27T20:22:33.337530] [INFO ] [main      ] HERO: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:22:33.337587] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_prev_close_to_1100']
[2025-11-27T20:22:33.337642] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:33.350676] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:33.351024] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:33.351865] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:33.351935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:33.356542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:33.358530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:33.359249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:33.466821] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:33.565692] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.71% | Symbol ETA: 6.9s | Global ETA: 4m 39s
[2025-11-27T20:22:33.693045] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:33.743729] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.60%, Actual: 2.48%
[2025-11-27T20:22:33.858066] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:33.913135] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 2.93%, Actual: 2.79%
[2025-11-27T20:22:33.927984] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 10.4s | Global ETA: 4m 39s
[2025-11-27T20:22:33.928117] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:33.928916] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:33.928988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:33.933623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:33.935553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:33.936268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:34.080021] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -4.11%, Actual: 4.37%
[2025-11-27T20:22:34.245290] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 5.34%, Actual: 2.79%
[2025-11-27T20:22:34.263199] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:34.413715] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.06%, Actual: 0.97%
[2025-11-27T20:22:34.432862] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:34.507172] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 9.8s | Global ETA: 4m 39s
[2025-11-27T20:22:34.507308] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:34.508179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:34.508255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:34.512986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:34.514998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:34.515726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:34.586711] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 0.59%
[2025-11-27T20:22:34.756425] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 4.01%
[2025-11-27T20:22:34.852022] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:34.924042] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.56%
[2025-11-27T20:22:35.016964] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:35.093368] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 9.2s | Global ETA: 4m 39s
[2025-11-27T20:22:35.093518] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:35.093883] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.58%, Actual: 10.83%
[2025-11-27T20:22:35.094357] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:35.094429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:35.099268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:35.101413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:35.102126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:35.279758] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.71%, Actual: 3.84%
[2025-11-27T20:22:35.280020] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 46.3840%
[2025-11-27T20:22:35.280159] [INFO ] [main      ] HELE: DISCARDED add_preclose_acceleration_mag (score: 46.38%)
[2025-11-27T20:22:35.280222] [INFO ] [main      ] HELE: Testing feature 31/53: add_prev_1100_to_open
[2025-11-27T20:22:35.280275] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_prev_1100_to_open']
[2025-11-27T20:22:35.280320] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:35.293733] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:35.294136] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:35.295079] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:35.295155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:35.300017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:35.377734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:35.379370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:35.380119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:35.432539] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:35.596442] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:35.667405] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 8.6s | Global ETA: 4m 39s
[2025-11-27T20:22:35.667542] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:35.668415] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:35.668491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:35.673290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:35.675284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:35.676020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:35.710076] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:35.876725] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:35.989534] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -5.04% | Symbol ETA: 12.5s | Global ETA: 4m 39s
[2025-11-27T20:22:35.989688] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:35.990430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:35.990505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:35.995114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:36.016780] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:36.066827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:36.068231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:36.068927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:36.177888] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:36.246222] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 8.1s | Global ETA: 4m 39s
[2025-11-27T20:22:36.246359] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:36.247163] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:36.247234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:36.260840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:36.262823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:36.263529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:36.395920] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:36.570036] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:36.591540] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:36.669071] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 6.43% | Symbol ETA: 11.8s | Global ETA: 4m 39s
[2025-11-27T20:22:36.669210] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:36.669968] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:36.670042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:36.674705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:36.753568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:36.753943] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:36.755473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:36.756204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:36.821608] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 7.5s | Global ETA: 4m 39s
[2025-11-27T20:22:36.821746] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:36.822589] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:36.822659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:36.827269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:36.829264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:36.829994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:37.110047] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:37.157392] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:37.280725] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:37.325159] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:37.378938] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 11.2s | Global ETA: 4m 40s
[2025-11-27T20:22:37.379091] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:37.379949] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:37.380026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:37.384826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:37.393557] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 6.9s | Global ETA: 4m 40s
[2025-11-27T20:22:37.393720] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:37.394486] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:37.394589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:37.399281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:37.401213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:37.401943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:37.466763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:37.468381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:37.469143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:37.727044] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:37.801315] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:37.891464] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:37.960390] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 6.3s | Global ETA: 4m 40s
[2025-11-27T20:22:37.960531] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:37.961305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:37.961376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:37.964535] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:37.965991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:37.968010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:37.968781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:38.057446] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 10.4s | Global ETA: 4m 40s
[2025-11-27T20:22:38.057605] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:38.058355] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:38.058427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:38.063002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:38.135210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:38.137176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:38.138197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:38.302730] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:38.466619] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:38.472763] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:38.537158] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 5.7s | Global ETA: 4m 40s
[2025-11-27T20:22:38.537308] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:38.538193] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:38.538268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:38.543118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:38.545201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:38.545948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:38.640640] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:38.737703] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.29% | Symbol ETA: 9.7s | Global ETA: 4m 40s
[2025-11-27T20:22:38.737845] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:38.738647] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:38.738720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:38.743505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:38.817415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:38.818994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:38.819731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:38.892749] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:39.066984] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:39.139303] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 1.38% | Symbol ETA: 5.2s | Global ETA: 4m 40s
[2025-11-27T20:22:39.163279] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:39.310864] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.25%, Actual: 1.21%
[2025-11-27T20:22:39.335155] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:39.431646] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 9.1s | Global ETA: 4m 40s
[2025-11-27T20:22:39.431792] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:39.432622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:39.432698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:39.438227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:39.472972] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.31%, Actual: 0.43%
[2025-11-27T20:22:39.514997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:39.516518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:39.517249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:39.639125] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.54%, Actual: 1.66%
[2025-11-27T20:22:39.801319] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.64%
[2025-11-27T20:22:39.866742] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:39.965914] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.16%
[2025-11-27T20:22:40.039620] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:40.131956] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.81%
[2025-11-27T20:22:40.138895] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 8.4s | Global ETA: 4m 40s
[2025-11-27T20:22:40.139062] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:40.139936] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:40.140015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:40.144863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:40.220985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:40.222536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:40.223294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:40.295237] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 1.81%
[2025-11-27T20:22:40.458674] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 0.99%
[2025-11-27T20:22:40.567494] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:40.626521] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 0.13%
[2025-11-27T20:22:40.791278] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 1.52%
[2025-11-27T20:22:40.791529] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 41.6793%
[2025-11-27T20:22:40.791642] [INFO ] [main      ] HERO: DISCARDED add_prev_close_to_1100 (score: 41.68%)
[2025-11-27T20:22:40.791698] [INFO ] [main      ] HERO: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:22:40.791743] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_prev_close_to_open']
[2025-11-27T20:22:40.791806] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:40.796773] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:40.804270] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:40.804671] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:40.805491] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:40.805563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:40.810303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:40.812380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:40.813130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:40.892121] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 7.7s | Global ETA: 4m 40s
[2025-11-27T20:22:40.892263] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:40.893047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:40.893122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:40.897867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:40.970733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:40.972313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:40.973057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:41.146032] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:41.311650] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:41.313169] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:41.381438] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 9.8s | Global ETA: 4m 41s
[2025-11-27T20:22:41.381591] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:41.382412] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:41.382482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:41.387183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:41.389174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:41.389899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:41.478458] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:41.570349] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -2.41% | Symbol ETA: 7.0s | Global ETA: 4m 41s
[2025-11-27T20:22:41.570486] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:41.571432] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:41.571503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:41.576867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:41.647548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:41.649099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:22:41.649927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:41.724795] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:41.893884] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:41.973635] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 9.3s | Global ETA: 4m 41s
[2025-11-27T20:22:41.973777] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:41.974713] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:41.974789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:41.979882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:41.980834] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:41.982136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:41.983040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:42.148906] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:42.243986] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 6.3s | Global ETA: 4m 41s
[2025-11-27T20:22:42.324997] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:42.409619] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -5.04%, Actual: 2.48%
[2025-11-27T20:22:42.503869] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:42.574882] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 6.43%, Actual: 2.79%
[2025-11-27T20:22:42.576032] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 8.8s | Global ETA: 4m 41s
[2025-11-27T20:22:42.576168] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:42.576948] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:42.577017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:42.581691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:42.583654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:42.584378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:42.737979] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.87%, Actual: 4.37%
[2025-11-27T20:22:42.905283] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 2.79%
[2025-11-27T20:22:42.934248] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:43.073958] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 0.97%
[2025-11-27T20:22:43.105486] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:43.176752] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 8.2s | Global ETA: 4m 41s
[2025-11-27T20:22:43.176897] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:43.177663] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:43.177732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:43.182315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:43.184252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:43.184962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:43.239545] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.59%
[2025-11-27T20:22:43.404315] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.30%, Actual: 4.01%
[2025-11-27T20:22:43.518484] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:43.576363] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.56%
[2025-11-27T20:22:43.691210] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:43.742102] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -2.41%, Actual: 10.83%
[2025-11-27T20:22:43.760946] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 7.6s | Global ETA: 4m 41s
[2025-11-27T20:22:43.761082] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:43.761878] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:43.761948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:43.766546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:43.768608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:43.769354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:43.908789] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 3.84%
[2025-11-27T20:22:43.909019] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 32.9945%
[2025-11-27T20:22:43.909138] [INFO ] [main      ] HELE: DISCARDED add_prev_1100_to_open (score: 32.99%)
[2025-11-27T20:22:43.909185] [INFO ] [main      ] HELE: Testing feature 32/53: add_prev_close_to_1100
[2025-11-27T20:22:43.909223] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_prev_close_to_1100']
[2025-11-27T20:22:43.909263] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:43.921336] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:43.921711] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:43.922523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:43.922612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:43.927194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:43.999199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:44.000832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:44.001504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:44.105071] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:44.286386] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:44.330983] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:44.353428] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 7.0s | Global ETA: 4m 41s
[2025-11-27T20:22:44.353560] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:44.354311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:44.354389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:44.359027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:44.360986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:44.361700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:44.495429] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:44.593823] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 11.9s | Global ETA: 4m 41s
[2025-11-27T20:22:44.593982] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:44.594830] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:44.594910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:44.599561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:44.674965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:44.676402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:44.677183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:44.715368] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:44.879392] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:44.951419] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 6.4s | Global ETA: 4m 41s
[2025-11-27T20:22:44.951557] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:44.952311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:44.952380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:44.957032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:44.959048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:44.959764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:45.009997] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:45.175362] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:45.275929] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.16% | Symbol ETA: 11.3s | Global ETA: 4m 42s
[2025-11-27T20:22:45.276085] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:45.276942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:45.277024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:45.281861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:45.290613] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:45.355312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:45.356819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:45.357518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:45.453829] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:45.522605] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.87% | Symbol ETA: 5.8s | Global ETA: 4m 42s
[2025-11-27T20:22:45.522746] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:45.523490] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:45.523561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:45.528543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:45.530721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:45.531611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:45.689669] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:45.853023] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:45.863369] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:45.949716] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 6.32% | Symbol ETA: 10.6s | Global ETA: 4m 42s
[2025-11-27T20:22:45.949865] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:45.950701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:45.950781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:45.955608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:46.029237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:46.030037] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:46.030783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:46.031489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:46.097509] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 5.2s | Global ETA: 4m 42s
[2025-11-27T20:22:46.097678] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:46.098430] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:46.098499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:46.103142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:46.105096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:46.105802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:46.361364] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:46.434321] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:46.526864] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:46.605872] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:46.622027] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.86% | Symbol ETA: 9.9s | Global ETA: 4m 42s
[2025-11-27T20:22:46.622165] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:46.622921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:46.622992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:46.627565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:46.673082] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 4.7s | Global ETA: 4m 42s
[2025-11-27T20:22:46.698855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:46.700210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:46.700895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:46.836761] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.22%, Actual: 1.21%
[2025-11-27T20:22:47.003752] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.43%
[2025-11-27T20:22:47.026721] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:47.168981] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.38%, Actual: 1.66%
[2025-11-27T20:22:47.189533] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:47.286916] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.58% | Symbol ETA: 9.2s | Global ETA: 4m 42s
[2025-11-27T20:22:47.287057] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:47.287845] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:47.287918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:47.292561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:47.335402] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 0.64%
[2025-11-27T20:22:47.366532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:47.367912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:47.368660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:47.500919] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.16%
[2025-11-27T20:22:47.672014] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 0.81%
[2025-11-27T20:22:47.696883] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:47.839979] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 1.81%
[2025-11-27T20:22:47.860813] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:47.953392] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -4.25% | Symbol ETA: 8.5s | Global ETA: 4m 42s
[2025-11-27T20:22:47.953545] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:47.954318] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:47.954390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:47.959006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:48.006938] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 0.99%
[2025-11-27T20:22:48.029612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:48.031142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:48.031834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:48.179854] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 0.13%
[2025-11-27T20:22:48.345101] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 1.52%
[2025-11-27T20:22:48.345361] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 47.1888%
[2025-11-27T20:22:48.345454] [INFO ] [main      ] HERO: DISCARDED add_prev_close_to_open (score: 47.19%)
[2025-11-27T20:22:48.345503] [INFO ] [main      ] HERO: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:22:48.345539] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_prior_day_tail_pressure']
[2025-11-27T20:22:48.345600] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:48.361081] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:48.367232] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:48.367629] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:48.368501] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:48.368605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:48.373192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:48.375147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:48.377810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:48.524077] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:48.621790] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 3.06% | Symbol ETA: 7.9s | Global ETA: 4m 42s
[2025-11-27T20:22:48.621930] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:48.622689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:48.622762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:48.627888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:48.699213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:48.700725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:48.701379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:48.706339] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:48.872540] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:48.943986] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 9.5s | Global ETA: 4m 42s
[2025-11-27T20:22:48.944127] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:48.944898] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:48.944969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:48.949615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:48.951564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:48.954596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:49.033289] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:49.197087] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:49.286742] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:49.293699] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.18% | Symbol ETA: 7.2s | Global ETA: 4m 43s
[2025-11-27T20:22:49.293848] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:49.294644] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:49.294725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:49.299365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:49.371971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:49.373478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:49.374385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:49.464313] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:49.541646] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 9.0s | Global ETA: 4m 43s
[2025-11-27T20:22:49.541785] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:49.542534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:49.542629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:49.547302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:49.549297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:49.551962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:49.712762] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:49.880021] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:49.881752] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:49.974823] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -5.17% | Symbol ETA: 6.5s | Global ETA: 4m 43s
[2025-11-27T20:22:49.974981] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:49.975829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:49.975909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:49.980729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:50.054810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:50.056434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:22:50.057220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:50.059368] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:50.133985] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -3.43% | Symbol ETA: 8.5s | Global ETA: 4m 43s
[2025-11-27T20:22:50.134124] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:50.134953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:50.135037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:50.139889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:50.141923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:50.144707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:50.419088] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:50.505767] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:50.599234] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:50.671834] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:50.698330] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.60% | Symbol ETA: 5.8s | Global ETA: 4m 43s
[2025-11-27T20:22:50.747477] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 7.9s | Global ETA: 4m 43s
[2025-11-27T20:22:50.747644] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:50.748435] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:50.748509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:50.753252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:50.755738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:50.758724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:50.877843] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.00%, Actual: 2.48%
[2025-11-27T20:22:51.069510] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.16%, Actual: 2.79%
[2025-11-27T20:22:51.104192] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:51.246368] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 6.32%, Actual: 4.37%
[2025-11-27T20:22:51.270388] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:51.342520] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 7.3s | Global ETA: 4m 43s
[2025-11-27T20:22:51.342678] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:51.343431] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:51.343505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:51.348254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:51.350246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:51.352948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:51.421990] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 2.79%
[2025-11-27T20:22:51.602533] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.58%, Actual: 0.97%
[2025-11-27T20:22:51.701492] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:51.773494] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -4.25%, Actual: 0.59%
[2025-11-27T20:22:51.869450] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:51.942487] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 4.01%
[2025-11-27T20:22:51.948803] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 6.7s | Global ETA: 4m 43s
[2025-11-27T20:22:51.948940] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:51.949721] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:51.949793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:51.954884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:51.956957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:51.959678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:52.110361] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.18%, Actual: 0.56%
[2025-11-27T20:22:52.301590] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:22:52.301847] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -5.17%, Actual: 10.83%
[2025-11-27T20:22:52.468498] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.60%, Actual: 3.84%
[2025-11-27T20:22:52.468752] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 40.7742%
[2025-11-27T20:22:52.468856] [INFO ] [main      ] HELE: DISCARDED add_prev_close_to_1100 (score: 40.77%)
[2025-11-27T20:22:52.468909] [INFO ] [main      ] HELE: Testing feature 33/53: add_prev_close_to_open
[2025-11-27T20:22:52.468947] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_prev_close_to_open']
[2025-11-27T20:22:52.468991] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:22:52.479398] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:52.482201] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:52.482635] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:22:52.483497] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:52.483587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:52.488254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:52.551422] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 6.1s | Global ETA: 4m 43s
[2025-11-27T20:22:52.551555] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:22:52.552505] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:52.552598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:52.557806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:52.560347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:52.563190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:52.568453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:52.570264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:52.571000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:52.895781] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:22:52.916112] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:22:53.059744] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:53.088716] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:53.132198] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.71% | Symbol ETA: 5.5s | Global ETA: 4m 43s
[2025-11-27T20:22:53.132333] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:22:53.133112] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:53.133184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:53.137808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:53.139792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:53.142643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:53.194409] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.64% | Symbol ETA: 11.8s | Global ETA: 4m 43s
[2025-11-27T20:22:53.194546] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:22:53.195307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:53.195379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:53.200078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:53.272166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:53.273754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:53.274468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:53.477072] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:22:53.617058] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:22:53.656176] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:53.740598] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 4.9s | Global ETA: 4m 44s
[2025-11-27T20:22:53.740741] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:22:53.741617] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:53.741695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:53.746973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:53.749496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:22:53.752459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:53.786897] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:53.898020] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 11.0s | Global ETA: 4m 44s
[2025-11-27T20:22:53.898198] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:22:53.899356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:53.899440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:53.905453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:53.996340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:53.998313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:53.999213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:54.094124] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:22:54.259948] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:54.334184] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 4.3s | Global ETA: 4m 44s
[2025-11-27T20:22:54.444273] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:22:54.505632] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.09%, Actual: 1.21%
[2025-11-27T20:22:54.614295] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:54.672229] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.57%, Actual: 0.43%
[2025-11-27T20:22:54.721810] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 10.6s | Global ETA: 4m 44s
[2025-11-27T20:22:54.721944] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:22:54.722701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:54.722768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:54.727543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:54.799750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:54.801434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:54.802105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:54.850214] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -3.43%, Actual: 1.66%
[2025-11-27T20:22:55.014396] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 0.64%
[2025-11-27T20:22:55.144885] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:22:55.178652] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.16%
[2025-11-27T20:22:55.311146] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:55.346250] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.81%
[2025-11-27T20:22:55.410109] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.21% | Symbol ETA: 9.7s | Global ETA: 4m 44s
[2025-11-27T20:22:55.410265] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:22:55.411034] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:55.411104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:55.415747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:55.487855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:55.489350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:55.490067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:55.515723] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 1.81%
[2025-11-27T20:22:55.681196] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.71%, Actual: 0.99%
[2025-11-27T20:22:55.835498] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:22:55.846744] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.95%, Actual: 0.13%
[2025-11-27T20:22:56.004498] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:56.008315] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 1.52%
[2025-11-27T20:22:56.008520] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 34.1696%
[2025-11-27T20:22:56.008623] [INFO ] [main      ] HERO: DISCARDED add_prior_day_tail_pressure (score: 34.17%)
[2025-11-27T20:22:56.008674] [INFO ] [main      ] HERO: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:22:56.008714] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_prior_mag_lag']
[2025-11-27T20:22:56.008757] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:22:56.021968] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:22:56.022478] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:22:56.023500] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:56.023587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:56.031479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:56.033549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:56.035108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:56.104877] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -2.85% | Symbol ETA: 9.0s | Global ETA: 4m 44s
[2025-11-27T20:22:56.105018] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:22:56.105781] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:56.105850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:56.110483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:56.183125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:56.184518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:56.185209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:56.361619] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:22:56.525711] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:22:56.540847] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:22:56.599685] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 9.2s | Global ETA: 4m 44s
[2025-11-27T20:22:56.599823] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:22:56.600561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:56.600647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:56.605266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:56.607202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:56.608763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:56.711669] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:56.807042] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.70% | Symbol ETA: 8.2s | Global ETA: 4m 44s
[2025-11-27T20:22:56.807175] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:22:56.807926] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:56.807995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:56.812539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:56.883852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:56.885187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:56.885868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:56.945611] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:22:57.112249] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:22:57.186678] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 8.7s | Global ETA: 4m 44s
[2025-11-27T20:22:57.186813] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:22:57.187550] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:57.187636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:57.192299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:57.194266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:57.195827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:57.214370] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:22:57.381407] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:22:57.476687] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 7.5s | Global ETA: 4m 45s
[2025-11-27T20:22:57.476822] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:22:57.477558] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:57.477642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:57.482922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:57.535268] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:22:57.556164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:57.557949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:57.558675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:57.707923] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:22:57.785726] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.85% | Symbol ETA: 8.2s | Global ETA: 4m 45s
[2025-11-27T20:22:57.785886] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:22:57.786670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:57.786739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:57.791468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:57.793447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:57.795155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:57.907421] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:22:58.092834] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:22:58.146758] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:22:58.190782] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.66% | Symbol ETA: 6.8s | Global ETA: 4m 45s
[2025-11-27T20:22:58.190924] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:22:58.191720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:58.191790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:58.196407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:58.266941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:58.268510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:58.269240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:58.325226] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:22:58.398622] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 7.6s | Global ETA: 4m 45s
[2025-11-27T20:22:58.398755] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:22:58.399500] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:58.399588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:58.404184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:58.406146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:58.407708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:58.599672] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:22:58.769639] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:22:58.779962] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:22:58.863989] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 6.1s | Global ETA: 4m 45s
[2025-11-27T20:22:58.864124] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:22:58.864881] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:22:58.864951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:58.869794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:22:58.941279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:22:58.942797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:22:58.943458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:58.945905] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:22:59.025610] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 7.1s | Global ETA: 4m 45s
[2025-11-27T20:22:59.025768] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:22:59.026700] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:59.026796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:59.032760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:59.035240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:59.037214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:59.273760] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:22:59.388468] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:22:59.440178] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:22:59.536514] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 5.3s | Global ETA: 4m 45s
[2025-11-27T20:22:59.556434] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:22:59.630994] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 6.5s | Global ETA: 4m 45s
[2025-11-27T20:22:59.631130] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:22:59.631882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:22:59.631951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:22:59.636895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:22:59.638969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:22:59.640568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:22:59.702406] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.64%, Actual: 2.48%
[2025-11-27T20:22:59.869107] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 2.90%, Actual: 2.79%
[2025-11-27T20:22:59.994175] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:00.034858] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 0.02%, Actual: 4.37%
[2025-11-27T20:23:00.171295] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:00.204183] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 2.79%
[2025-11-27T20:23:00.245333] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5.9s | Global ETA: 4m 45s
[2025-11-27T20:23:00.245469] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:00.246464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:00.246538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:00.251568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:00.253909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:00.255548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:00.373825] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -2.85%, Actual: 0.97%
[2025-11-27T20:23:00.555200] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.70%, Actual: 0.59%
[2025-11-27T20:23:00.604209] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:00.746660] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 4.01%
[2025-11-27T20:23:00.779537] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:00.857717] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 5.3s | Global ETA: 4m 45s
[2025-11-27T20:23:00.857888] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:00.858853] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:00.858925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:00.864017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:00.866224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:00.867890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:00.951314] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.66%, Actual: 0.56%
[2025-11-27T20:23:01.189965] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 10.83%
[2025-11-27T20:23:01.309134] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:01.449901] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 3.84%
[2025-11-27T20:23:01.450278] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 33.6554%
[2025-11-27T20:23:01.450710] [INFO ] [main      ] HELE: DISCARDED add_prev_close_to_open (score: 33.66%)
[2025-11-27T20:23:01.450848] [INFO ] [main      ] HELE: Testing feature 34/53: add_prior_day_tail_pressure
[2025-11-27T20:23:01.450973] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_prior_day_tail_pressure']
[2025-11-27T20:23:01.451100] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:01.468958] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:01.469529] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:01.471017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:01.471183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:01.479338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:01.534804] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:01.591694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:01.594000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:01.597987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:01.635149] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.61% | Symbol ETA: 4.7s | Global ETA: 4m 46s
[2025-11-27T20:23:01.635299] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:01.636386] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:01.636496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:01.642256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:01.644834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:01.647026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:02.035470] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:02.102080] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:02.217439] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:02.282697] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:02.323077] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 12.8s | Global ETA: 4m 46s
[2025-11-27T20:23:02.323222] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:02.324002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:02.324074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:02.329342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:02.359934] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 4.1s | Global ETA: 4m 46s
[2025-11-27T20:23:02.401783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:02.403381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:02.406163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:02.536889] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.42%, Actual: 1.21%
[2025-11-27T20:23:02.746851] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.31%, Actual: 0.43%
[2025-11-27T20:23:02.760921] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:02.922910] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.85%, Actual: 1.66%
[2025-11-27T20:23:02.946413] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:03.057429] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -6.61% | Symbol ETA: 11.5s | Global ETA: 4m 46s
[2025-11-27T20:23:03.057590] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:03.058628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:03.058701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:03.064485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:03.105410] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.64%
[2025-11-27T20:23:03.144395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:03.146103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:03.149285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:03.280313] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.16%
[2025-11-27T20:23:03.449930] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.81%
[2025-11-27T20:23:03.509644] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:03.618887] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.81%
[2025-11-27T20:23:03.693527] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:03.789449] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.99%
[2025-11-27T20:23:03.805011] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 10.6s | Global ETA: 4m 46s
[2025-11-27T20:23:03.805158] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:03.805944] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:03.806017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:03.811129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:03.891405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:03.893114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:03.896072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:03.962092] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 0.13%
[2025-11-27T20:23:04.139209] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.52%
[2025-11-27T20:23:04.139428] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 44.9546%
[2025-11-27T20:23:04.139527] [INFO ] [main      ] HERO: DISCARDED add_prior_mag_lag (score: 44.95%)
[2025-11-27T20:23:04.139598] [INFO ] [main      ] HERO: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:23:04.139642] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day']
[2025-11-27T20:23:04.139691] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:04.152775] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:04.153190] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:04.154060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:04.154133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:04.158821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:04.160820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:04.163189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:04.258856] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:04.441400] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:04.507097] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:04.552072] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 9.8s | Global ETA: 4m 46s
[2025-11-27T20:23:04.552225] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:04.552978] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:04.553063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:04.558179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:04.633407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:04.634957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:04.637665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:04.682544] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:04.758848] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 9.4s | Global ETA: 4m 46s
[2025-11-27T20:23:04.758991] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:04.759801] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:04.759869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:04.764613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:04.766747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:04.769318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:04.998457] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:05.104075] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:05.190040] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:05.286138] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:05.299049] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.87% | Symbol ETA: 9.0s | Global ETA: 4m 47s
[2025-11-27T20:23:05.299192] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:05.299994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:05.300075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:05.305531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:05.363241] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.62% | Symbol ETA: 8.8s | Global ETA: 4m 47s
[2025-11-27T20:23:05.363381] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:05.364231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:05.364308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:05.369449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:05.371893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:05.375170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:05.388510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:05.390104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:05.393094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:05.728871] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:05.763213] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:05.904343] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:05.941381] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:05.978929] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 8.2s | Global ETA: 4m 47s
[2025-11-27T20:23:05.979072] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:05.979841] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:05.979909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:05.984472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:05.986404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:05.988710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:06.045929] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.78% | Symbol ETA: 8.2s | Global ETA: 4m 47s
[2025-11-27T20:23:06.046070] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:06.047119] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:06.047196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:06.052590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:06.130523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:06.132181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:06.135227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:06.326382] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:06.481630] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:06.509747] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:06.579628] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 7.6s | Global ETA: 4m 47s
[2025-11-27T20:23:06.579763] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:06.580506] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:06.580593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:06.585424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:06.587443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:06.589834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:06.650807] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:06.751964] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 7.4s | Global ETA: 4m 47s
[2025-11-27T20:23:06.752105] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:06.752857] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:06.752927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:06.757518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:06.831794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:06.833754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:06.836492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:06.926058] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:07.096263] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:07.172434] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 7.0s | Global ETA: 4m 47s
[2025-11-27T20:23:07.172603] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:07.173364] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:07.173437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:07.176096] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:07.178201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:07.180207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:07.182684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:07.342259] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:07.444108] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -8.99% | Symbol ETA: 6.7s | Global ETA: 4m 47s
[2025-11-27T20:23:07.444247] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:07.445074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:07.445147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:07.450020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:07.512860] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:07.524354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:07.525870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:07.528694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:07.681499] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:07.752282] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.90% | Symbol ETA: 6.3s | Global ETA: 4m 47s
[2025-11-27T20:23:07.752413] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:07.753186] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:07.753271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:07.757929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:07.759929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:07.762234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:07.868680] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:08.035544] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:08.099990] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:08.130845] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 5.9s | Global ETA: 4m 47s
[2025-11-27T20:23:08.130985] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:08.131753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:08.131825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:08.136652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:08.213037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:08.214491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:23:08.217267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:08.275321] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:08.349740] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 5.7s | Global ETA: 4m 47s
[2025-11-27T20:23:08.349896] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:08.350723] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:08.350795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:08.355813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:08.357943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:08.360322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:08.563369] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:08.703518] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:08.729691] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:08.832486] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 10.12% | Symbol ETA: 5.2s | Global ETA: 4m 47s
[2025-11-27T20:23:08.871567] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:08.941927] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 5.1s | Global ETA: 4m 47s
[2025-11-27T20:23:08.942071] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:08.942833] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:08.942902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:08.947731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:08.949757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:08.952074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:08.999802] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.93%, Actual: 2.48%
[2025-11-27T20:23:09.173474] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -6.61%, Actual: 2.79%
[2025-11-27T20:23:09.302895] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:09.344028] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.30%, Actual: 4.37%
[2025-11-27T20:23:09.492751] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:09.508961] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 2.79%
[2025-11-27T20:23:09.560384] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 4.6s | Global ETA: 4m 48s
[2025-11-27T20:23:09.560517] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:09.561326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:23:09.561412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:09.566210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:09.568365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:09.570722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:09.676109] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.87%, Actual: 0.97%
[2025-11-27T20:23:09.842379] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 0.59%
[2025-11-27T20:23:09.904855] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:10.008951] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 4.01%
[2025-11-27T20:23:10.077476] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:10.160897] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 3.9s | Global ETA: 4m 48s
[2025-11-27T20:23:10.172771] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -8.99%, Actual: 0.56%
[2025-11-27T20:23:10.335885] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.94%, Actual: 10.83%
[2025-11-27T20:23:10.384649] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.59%, Actual: 1.21%
[2025-11-27T20:23:10.499591] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 10.12%, Actual: 3.84%
[2025-11-27T20:23:10.499817] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 29.9032%
[2025-11-27T20:23:10.499921] [INFO ] [main      ] HELE: DISCARDED add_prior_day_tail_pressure (score: 29.90%)
[2025-11-27T20:23:10.499972] [INFO ] [main      ] HELE: Testing feature 35/53: add_prior_mag_lag
[2025-11-27T20:23:10.500014] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_prior_mag_lag']
[2025-11-27T20:23:10.500060] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:10.512509] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:10.512889] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:10.513742] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:10.513812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:10.518482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:10.552951] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.62%, Actual: 0.43%
[2025-11-27T20:23:10.590934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:10.592394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:10.593935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:10.724267] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 1.66%
[2025-11-27T20:23:10.894970] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.64%
[2025-11-27T20:23:10.923543] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:11.065974] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.16%
[2025-11-27T20:23:11.089267] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:11.190391] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -5.53% | Symbol ETA: 10.9s | Global ETA: 4m 48s
[2025-11-27T20:23:11.190531] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:11.191284] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:11.191356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:11.195932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:11.233172] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.81%
[2025-11-27T20:23:11.268495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:11.270028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:11.271535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:11.399217] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.81%
[2025-11-27T20:23:11.566811] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.62%, Actual: 0.99%
[2025-11-27T20:23:11.623672] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:11.739100] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 0.13%
[2025-11-27T20:23:11.797756] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:11.904248] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -5.49% | Symbol ETA: 10.4s | Global ETA: 4m 48s
[2025-11-27T20:23:11.904392] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:11.905197] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:11.905272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:11.906098] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 1.52%
[2025-11-27T20:23:11.906330] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 48.9021%
[2025-11-27T20:23:11.906479] [INFO ] [main      ] HERO: KEPT add_range_overlap_v_prior_day (score: 48.90%)
[2025-11-27T20:23:11.906543] [INFO ] [main      ] HERO: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:23:11.906616] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency']
[2025-11-27T20:23:11.906675] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:11.910138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:11.918280] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:11.918636] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:11.919435] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:11.919505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:11.924106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:11.926171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:11.928607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:11.930612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:11.987421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:11.989065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:11.990656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:12.262467] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:12.319201] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:12.439099] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:12.489624] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:12.518126] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.58% | Symbol ETA: 8.8s | Global ETA: 4m 48s
[2025-11-27T20:23:12.518288] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:12.519158] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:12.519242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:12.524210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:12.526330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:12.529089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:12.531174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:12.592399] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 8.69% | Symbol ETA: 9.6s | Global ETA: 4m 48s
[2025-11-27T20:23:12.592546] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:12.593511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:12.593602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:12.598603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:12.675828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:12.677463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:12.679159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:12.873685] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:13.023183] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:13.040671] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:13.113323] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 8.2s | Global ETA: 4m 48s
[2025-11-27T20:23:13.113454] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:13.114200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:13.114272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:13.118942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:13.120908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:13.123216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:13.125225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:13.192670] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:13.292221] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -5.65% | Symbol ETA: 9.0s | Global ETA: 4m 49s
[2025-11-27T20:23:13.292361] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:13.293124] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:13.293195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:13.297808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:13.377799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:13.379341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:13.381237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:13.456003] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:13.626354] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:13.700740] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 7.6s | Global ETA: 4m 49s
[2025-11-27T20:23:13.700874] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:13.701666] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:13.701737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:13.706428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:13.708401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:13.710779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:13.712908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:13.734029] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:13.906656] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:14.010884] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 8.3s | Global ETA: 4m 49s
[2025-11-27T20:23:14.011026] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:14.011785] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:14.011858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:14.016532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:14.047418] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:14.091837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:14.093569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:14.095244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:14.217424] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:14.289596] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 7.0s | Global ETA: 4m 49s
[2025-11-27T20:23:14.289732] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:14.290465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:14.290536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:14.295145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:14.297157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:14.299467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:14.301477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:14.443004] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:14.622531] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:14.637217] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:14.720765] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 7.6s | Global ETA: 4m 49s
[2025-11-27T20:23:14.720908] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:14.721714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:14.721789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:14.726946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:14.801077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:14.803046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:14.803370] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:14.804699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:14.876776] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 6.4s | Global ETA: 4m 49s
[2025-11-27T20:23:14.876929] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:14.877744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:14.877824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:14.882459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:14.884450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:14.886806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:14.888881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:15.148299] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:15.234114] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:15.314132] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:15.405243] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:15.418994] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 6.9s | Global ETA: 4m 49s
[2025-11-27T20:23:15.419137] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:15.420065] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:15.420141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:15.425059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:15.477765] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 5.8s | Global ETA: 4m 49s
[2025-11-27T20:23:15.477902] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:15.478704] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:15.478773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:15.483488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:15.485481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:15.487800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:15.489817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:15.503204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:15.504779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:15.506344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:15.826208] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:15.858098] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:15.997174] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:16.031408] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:16.069139] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 5.2s | Global ETA: 4m 49s
[2025-11-27T20:23:16.069280] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:16.070108] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:16.070182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:16.075307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:16.077445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:16.080017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:16.082143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:16.133228] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 6.2s | Global ETA: 4m 49s
[2025-11-27T20:23:16.133361] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:16.134130] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:16.134201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:16.139434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:16.210150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:16.211518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:16.213103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:16.420588] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:16.544590] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:16.587065] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:16.660756] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 4.6s | Global ETA: 4m 49s
[2025-11-27T20:23:16.660893] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:16.661641] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:16.661730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:16.666292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:16.668256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:16.670531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:16.672518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:16.710906] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:16.806243] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -5.94% | Symbol ETA: 5.5s | Global ETA: 4m 49s
[2025-11-27T20:23:16.806381] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:16.807138] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:16.807209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:16.811840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:16.882060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:16.883410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:23:16.884931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:16.997699] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:17.167676] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:17.231838] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:17.239109] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 4.0s | Global ETA: 4m 50s
[2025-11-27T20:23:17.239251] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:17.240055] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:17.240126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:17.244782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:17.246719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:17.249418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:17.251441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:17.404966] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:17.505880] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 6.59% | Symbol ETA: 4.8s | Global ETA: 4m 50s
[2025-11-27T20:23:17.589746] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:17.674644] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -5.53%, Actual: 2.48%
[2025-11-27T20:23:17.761623] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:17.833993] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 3.5s | Global ETA: 4m 50s
[2025-11-27T20:23:17.840948] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -5.49%, Actual: 2.79%
[2025-11-27T20:23:18.001619] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.58%, Actual: 1.21%
[2025-11-27T20:23:18.004962] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 8.69%, Actual: 4.37%
[2025-11-27T20:23:18.167749] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.82%, Actual: 0.43%
[2025-11-27T20:23:18.170673] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -5.65%, Actual: 2.79%
[2025-11-27T20:23:18.336370] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.97%
[2025-11-27T20:23:18.338906] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.53%, Actual: 1.66%
[2025-11-27T20:23:18.502100] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 0.59%
[2025-11-27T20:23:18.509441] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 0.64%
[2025-11-27T20:23:18.668903] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 4.01%
[2025-11-27T20:23:18.676107] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.16%
[2025-11-27T20:23:18.837617] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.56%
[2025-11-27T20:23:18.842738] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.81%
[2025-11-27T20:23:19.004311] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -5.94%, Actual: 10.83%
[2025-11-27T20:23:19.011238] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.81%
[2025-11-27T20:23:19.166503] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 6.59%, Actual: 3.84%
[2025-11-27T20:23:19.166703] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 41.1955%
[2025-11-27T20:23:19.166792] [INFO ] [main      ] HELE: DISCARDED add_prior_mag_lag (score: 41.20%)
[2025-11-27T20:23:19.166842] [INFO ] [main      ] HELE: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-11-27T20:23:19.166876] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_range_overlap_v_prior_day']
[2025-11-27T20:23:19.166919] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:19.175851] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.69%, Actual: 0.99%
[2025-11-27T20:23:19.211962] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:19.212298] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:19.213130] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:19.213201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:19.217962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:19.290915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:19.292253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:19.294635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:19.344319] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 0.13%
[2025-11-27T20:23:19.509156] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.52%
[2025-11-27T20:23:19.509393] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 48.7020%
[2025-11-27T20:23:19.509491] [INFO ] [main      ] HERO: DISCARDED add_range_volume_efficiency (score: 48.70%)
[2025-11-27T20:23:19.509567] [INFO ] [main      ] HERO: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:23:19.509642] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:23:19.509709] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:19.521345] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:19.521734] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:19.522659] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:19.522741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:19.527617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:19.529747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:19.532223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:19.536158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:19.632215] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:19.805641] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:19.868739] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:19.908430] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -5.85% | Symbol ETA: 10.5s | Global ETA: 4m 50s
[2025-11-27T20:23:19.908595] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:19.909343] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:19.909416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:19.914097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:19.990435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:19.992048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:19.994536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:20.034489] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:20.108108] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 8.4s | Global ETA: 4m 50s
[2025-11-27T20:23:20.108286] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:20.109108] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:20.109191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:20.114008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:20.116057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:20.118445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:20.122269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:20.358105] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:20.449796] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:20.526649] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:20.615243] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:20.625011] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -4.70% | Symbol ETA: 9.9s | Global ETA: 4m 50s
[2025-11-27T20:23:20.625156] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:20.625926] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:20.625996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:20.630859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:20.689996] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 7.8s | Global ETA: 4m 50s
[2025-11-27T20:23:20.690147] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:20.691424] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:20.691511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:20.696277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:20.698352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:20.700778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:20.702469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:20.703976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:20.704771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:20.706348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:21.034747] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:21.036161] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:21.199553] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:21.205648] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:21.278607] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.28% | Symbol ETA: 7.2s | Global ETA: 4m 51s
[2025-11-27T20:23:21.278741] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:21.279559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:21.279660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:21.284512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:21.286691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:21.289158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:21.293083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:21.300777] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.57% | Symbol ETA: 9.1s | Global ETA: 4m 51s
[2025-11-27T20:23:21.300914] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:21.301711] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:21.301799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:21.306673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:21.382013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:21.383500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:21.386064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:21.621652] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:21.729459] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:21.785496] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:21.858818] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 6.6s | Global ETA: 4m 51s
[2025-11-27T20:23:21.858966] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:21.859827] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:21.859910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:21.864831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:21.866903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:21.869374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:21.873313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:21.902643] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:22.001953] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 5.86% | Symbol ETA: 8.4s | Global ETA: 4m 51s
[2025-11-27T20:23:22.002089] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:22.002874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:22.002946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:22.007730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:22.082600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:22.084188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:22.086785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:22.207618] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:22.372171] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:22.424040] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:22.446453] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 6.0s | Global ETA: 4m 51s
[2025-11-27T20:23:22.446625] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:22.447402] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:22.447485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:22.452344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:22.454429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:22.456776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:22.460559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:22.590500] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:22.686249] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 6.05% | Symbol ETA: 7.7s | Global ETA: 4m 51s
[2025-11-27T20:23:22.686381] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:22.687139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:22.687212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:22.692067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:22.763930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:22.765271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:22.767560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:22.791646] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:22.954017] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:23.025682] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 5.4s | Global ETA: 4m 51s
[2025-11-27T20:23:23.025814] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:23.026544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:23.026641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:23.031265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:23.033225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:23.035542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:23.039250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:23.114067] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:23.290098] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:23.368284] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:23.383427] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 7.0s | Global ETA: 4m 51s
[2025-11-27T20:23:23.383564] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:23.384328] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:23.384403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:23.389046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:23.460267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:23.461634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:23.463937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:23.531134] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:23.602498] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 4.8s | Global ETA: 4m 51s
[2025-11-27T20:23:23.602657] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:23.603390] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:23.603464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:23.608094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:23.610070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:23.612371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:23.616060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:23.790878] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:23.954345] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:23.978066] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:24.050191] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 6.3s | Global ETA: 4m 51s
[2025-11-27T20:23:24.050332] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:24.051121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:24.051192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:24.055827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:24.128852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:24.130497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:24.133545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:24.148997] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:24.226556] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -3.43% | Symbol ETA: 4.3s | Global ETA: 4m 51s
[2025-11-27T20:23:24.226731] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:24.227559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:24.227658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:24.232382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:24.234633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:24.237516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:24.241905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:24.487439] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:24.569699] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:24.654140] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:24.734373] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:24.749711] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -4.90% | Symbol ETA: 5.6s | Global ETA: 4m 51s
[2025-11-27T20:23:24.749851] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:24.750619] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:24.750706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:24.755425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:24.806436] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 3.7s | Global ETA: 4m 51s
[2025-11-27T20:23:24.806613] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:24.807385] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:24.807468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:24.812149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:24.814130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:24.816477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:24.820317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:24.828377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:24.829909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:24.832254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:25.156923] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:25.159181] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:25.322148] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:25.322673] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:25.395969] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 3.1s | Global ETA: 4m 52s
[2025-11-27T20:23:25.412560] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -4.02% | Symbol ETA: 4.9s | Global ETA: 4m 52s
[2025-11-27T20:23:25.412712] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:25.413437] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:25.413507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:25.418120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:25.488756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:25.490102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:25.492558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:25.560066] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.13%, Actual: 1.21%
[2025-11-27T20:23:25.738166] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.04%, Actual: 0.43%
[2025-11-27T20:23:25.821094] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:25.904043] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.28%, Actual: 1.66%
[2025-11-27T20:23:25.985496] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:26.073392] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 0.64%
[2025-11-27T20:23:26.080676] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.90% | Symbol ETA: 4.2s | Global ETA: 4m 52s
[2025-11-27T20:23:26.245618] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 0.16%
[2025-11-27T20:23:26.247544] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -5.85%, Actual: 2.48%
[2025-11-27T20:23:26.412266] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.81%
[2025-11-27T20:23:26.413538] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -4.70%, Actual: 2.79%
[2025-11-27T20:23:26.579348] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.57%, Actual: 4.37%
[2025-11-27T20:23:26.579634] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 1.81%
[2025-11-27T20:23:26.742070] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -3.43%, Actual: 0.99%
[2025-11-27T20:23:26.745011] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 5.86%, Actual: 2.79%
[2025-11-27T20:23:26.907264] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 0.13%
[2025-11-27T20:23:26.909546] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 6.05%, Actual: 0.97%
[2025-11-27T20:23:27.071483] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 1.52%
[2025-11-27T20:23:27.071707] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.6494%
[2025-11-27T20:23:27.071804] [INFO ] [main      ] HERO: DISCARDED add_range_volume_efficiency_refinements (score: 36.65%)
[2025-11-27T20:23:27.071857] [INFO ] [main      ] HERO: Testing feature 39/53: add_regime
[2025-11-27T20:23:27.071896] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_regime']
[2025-11-27T20:23:27.071941] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:27.074749] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.25%, Actual: 0.59%
[2025-11-27T20:23:27.084161] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:27.084506] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:27.085333] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:27.085405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:27.090013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:27.091966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:27.094260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:27.108214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:27.238753] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 4.01%
[2025-11-27T20:23:27.406727] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -4.90%, Actual: 0.56%
[2025-11-27T20:23:27.454239] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:27.574567] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -4.02%, Actual: 10.83%
[2025-11-27T20:23:27.619052] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:27.697491] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 8.3s | Global ETA: 4m 52s
[2025-11-27T20:23:27.697655] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:27.698452] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:27.698524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:27.704993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:27.707145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:27.709741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:27.723770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:27.741286] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.90%, Actual: 3.84%
[2025-11-27T20:23:27.741489] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 36.1914%
[2025-11-27T20:23:27.741623] [INFO ] [main      ] HELE: DISCARDED add_range_overlap_v_prior_day (score: 36.19%)
[2025-11-27T20:23:27.741688] [INFO ] [main      ] HELE: Testing feature 37/53: add_range_volume_efficiency
[2025-11-27T20:23:27.741732] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_range_volume_efficiency']
[2025-11-27T20:23:27.741810] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:27.753983] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:27.754362] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:27.755310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:27.755387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:27.760147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:27.832621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:27.834142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:27.836256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:28.050649] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:28.164764] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:28.212934] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:28.290841] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 7.6s | Global ETA: 4m 52s
[2025-11-27T20:23:28.291134] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:28.292969] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:28.293056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:28.298686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:28.300946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:28.303469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:28.318907] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:28.343313] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:28.459980] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -8.65% | Symbol ETA: 10.2s | Global ETA: 4m 52s
[2025-11-27T20:23:28.460126] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:28.460938] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:28.461011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:28.465716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:28.539041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:28.540671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:28.542854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:28.663482] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:28.827821] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:28.878211] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:28.906645] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 7.0s | Global ETA: 4m 52s
[2025-11-27T20:23:28.906794] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:28.907653] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:28.907732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:28.912710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:28.914908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:28.917604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:28.932548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:29.045700] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:29.144603] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 9.4s | Global ETA: 4m 52s
[2025-11-27T20:23:29.144739] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:29.145502] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:29.145594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:29.150270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:29.222056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:29.223510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:29.225599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:29.262772] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:29.426717] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:29.503969] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6.4s | Global ETA: 4m 53s
[2025-11-27T20:23:29.504110] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:29.504909] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:29.504981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:29.509691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:29.511650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:29.513922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:29.527963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:29.554258] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:29.718703] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:29.814155] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -2.21% | Symbol ETA: 8.6s | Global ETA: 4m 53s
[2025-11-27T20:23:29.814295] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:29.815130] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:29.815204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:29.819825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:29.854595] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:29.890238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:29.891809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:29.893928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:30.017831] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:30.093704] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 5.8s | Global ETA: 4m 53s
[2025-11-27T20:23:30.093837] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:30.094596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:30.094668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:30.099349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:30.101308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:30.103569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:30.117282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:30.222325] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:30.385855] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:30.450128] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:30.480858] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -2.87% | Symbol ETA: 7.9s | Global ETA: 4m 53s
[2025-11-27T20:23:30.480996] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:30.481819] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:30.481891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:30.487914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:30.561722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:30.563167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:30.565261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:30.616114] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:30.690249] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 5.2s | Global ETA: 4m 53s
[2025-11-27T20:23:30.690393] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:30.691175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:30.691250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:30.695903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:30.697855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:30.700154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:30.714221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:30.949535] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:31.043623] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:31.113400] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:31.206157] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:31.208369] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.13% | Symbol ETA: 7.3s | Global ETA: 4m 53s
[2025-11-27T20:23:31.208521] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:31.209291] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:31.209366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:31.214007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:31.281987] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 4.6s | Global ETA: 4m 53s
[2025-11-27T20:23:31.282131] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:31.282933] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:31.283007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:31.284705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:31.286032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:31.287675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:31.288111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:31.289722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:31.292019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:31.305656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:31.627859] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:31.643909] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:31.792059] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:31.815729] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:31.886365] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 4.83% | Symbol ETA: 6.6s | Global ETA: 4m 53s
[2025-11-27T20:23:31.886503] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:31.887257] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:31.887331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:31.891911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:31.894364] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 4.0s | Global ETA: 4m 53s
[2025-11-27T20:23:31.894508] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:31.895282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:31.895355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:31.901063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:31.903209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:31.905677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:31.920379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:31.963029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:31.964362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:31.966436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:32.264418] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:32.295931] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:32.431087] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:32.472951] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:32.506047] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 3.4s | Global ETA: 4m 53s
[2025-11-27T20:23:32.506184] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:32.507042] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:32.507118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:32.511968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:32.514022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:32.516451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:32.530645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:32.566487] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 5.9s | Global ETA: 4m 53s
[2025-11-27T20:23:32.566650] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:32.567415] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:32.567490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:32.572538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:32.654488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:32.656049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:32.658143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:32.868034] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:32.989110] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:33.037440] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:33.113814] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 2.8s | Global ETA: 4m 53s
[2025-11-27T20:23:33.156879] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:33.252108] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 3.47% | Symbol ETA: 5.2s | Global ETA: 4m 54s
[2025-11-27T20:23:33.252244] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:33.253069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:33.253142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:33.257763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:33.280796] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.43%, Actual: 1.21%
[2025-11-27T20:23:33.327118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:33.328477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:33.330528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:33.450141] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.94%, Actual: 0.43%
[2025-11-27T20:23:33.618419] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.93%, Actual: 1.66%
[2025-11-27T20:23:33.673195] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:33.784737] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 0.64%
[2025-11-27T20:23:33.836984] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:33.929478] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 4.5s | Global ETA: 4m 54s
[2025-11-27T20:23:33.929634] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:33.930454] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:33.930528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:33.935160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:33.951144] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 0.16%
[2025-11-27T20:23:34.004969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:34.006383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:23:34.008480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:34.115711] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.81%
[2025-11-27T20:23:34.283638] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.81%
[2025-11-27T20:23:34.335129] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:34.449119] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.53%, Actual: 0.99%
[2025-11-27T20:23:34.500565] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:34.594452] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.71% | Symbol ETA: 3.8s | Global ETA: 4m 54s
[2025-11-27T20:23:34.614241] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 0.13%
[2025-11-27T20:23:34.758373] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -8.65%, Actual: 2.48%
[2025-11-27T20:23:34.778834] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 1.52%
[2025-11-27T20:23:34.779051] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 42.6723%
[2025-11-27T20:23:34.779165] [INFO ] [main      ] HERO: DISCARDED add_regime (score: 42.67%)
[2025-11-27T20:23:34.779251] [INFO ] [main      ] HERO: Testing feature 40/53: add_regime_flags
[2025-11-27T20:23:34.779307] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_regime_flags']
[2025-11-27T20:23:34.779364] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:34.792126] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:34.792517] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:34.793401] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:34.793481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:34.798421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:34.800547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:34.802992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:34.804094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:34.921247] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.45%, Actual: 2.79%
[2025-11-27T20:23:35.084160] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -2.21%, Actual: 4.37%
[2025-11-27T20:23:35.132907] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:35.246645] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -2.87%, Actual: 2.79%
[2025-11-27T20:23:35.297065] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:35.372616] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 7.8s | Global ETA: 4m 54s
[2025-11-27T20:23:35.372770] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:35.373617] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:35.373689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:35.378544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:35.380628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:35.383032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:35.384118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:35.407757] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.13%, Actual: 0.97%
[2025-11-27T20:23:35.576114] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 4.83%, Actual: 0.59%
[2025-11-27T20:23:35.711457] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:35.752014] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 4.01%
[2025-11-27T20:23:35.875409] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:35.926275] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 3.47%, Actual: 0.56%
[2025-11-27T20:23:35.948738] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 7.2s | Global ETA: 4m 54s
[2025-11-27T20:23:35.948898] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:35.949735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:35.949819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:35.954500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:35.956514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:35.958981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:35.960116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:36.097817] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.10%, Actual: 10.83%
[2025-11-27T20:23:36.269443] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.71%, Actual: 3.84%
[2025-11-27T20:23:36.269705] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 34.6844%
[2025-11-27T20:23:36.269831] [INFO ] [main      ] HELE: DISCARDED add_range_volume_efficiency (score: 34.68%)
[2025-11-27T20:23:36.269887] [INFO ] [main      ] HELE: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-11-27T20:23:36.269930] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_range_volume_efficiency_refinements']
[2025-11-27T20:23:36.269975] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:36.282389] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:36.282798] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:36.283695] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:36.283769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:36.288689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:36.289454] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:36.364395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:36.365943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:36.370010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:36.451703] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:36.525499] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 6.6s | Global ETA: 4m 54s
[2025-11-27T20:23:36.525648] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:36.526417] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:36.526487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:36.531143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:36.533167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:36.535498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:36.536527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:36.712418] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:36.861774] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:36.880900] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:36.982096] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 9.7s | Global ETA: 4m 54s
[2025-11-27T20:23:36.982236] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:36.983060] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:36.983134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:36.988170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:37.027759] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:37.064902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:37.066601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:37.070852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:37.101050] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 6.0s | Global ETA: 4m 54s
[2025-11-27T20:23:37.101184] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:37.102047] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:37.102119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:37.106944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:37.109047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:37.111445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:37.112602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:37.420442] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:37.439482] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:37.591483] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:37.605121] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:37.676596] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 5.5s | Global ETA: 4m 55s
[2025-11-27T20:23:37.676728] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:37.677528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:37.677614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:37.682486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:37.684603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:37.687010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:37.688068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:37.694036] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 9.1s | Global ETA: 4m 55s
[2025-11-27T20:23:37.694182] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:37.695008] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:37.695089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:37.700085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:37.775441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:37.777004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:37.780828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:38.018867] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:38.106545] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:38.182732] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:38.251954] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 4.9s | Global ETA: 4m 55s
[2025-11-27T20:23:38.252092] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:38.252874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:38.252957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:38.257595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:38.259592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:38.261927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:38.262943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:38.271669] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:38.371000] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 1.79% | Symbol ETA: 8.3s | Global ETA: 4m 55s
[2025-11-27T20:23:38.371135] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:38.372002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:38.372073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:38.376710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:38.449345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:38.450694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:38.454491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:38.590677] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:38.756055] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:38.783065] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:38.826145] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 4.3s | Global ETA: 4m 55s
[2025-11-27T20:23:38.826280] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:38.827037] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:38.827107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:38.831792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:38.833839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:38.836239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:38.837311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:38.949278] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:39.042937] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 4.89% | Symbol ETA: 7.6s | Global ETA: 4m 55s
[2025-11-27T20:23:39.043072] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:39.043897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:39.043968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:39.048632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:39.120938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:39.122456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:39.126336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:39.169269] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:39.332494] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:39.402818] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 3.7s | Global ETA: 4m 55s
[2025-11-27T20:23:39.402952] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:39.403702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:39.403772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:39.408458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:39.410450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:39.412828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:39.413871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:39.459848] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:39.624706] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:39.723177] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -3.31% | Symbol ETA: 6.9s | Global ETA: 4m 55s
[2025-11-27T20:23:39.723323] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:39.724150] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:39.724221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:39.728921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:39.743184] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:39.801401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:39.802769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:39.806517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:39.910415] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:39.979259] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 3.1s | Global ETA: 4m 55s
[2025-11-27T20:23:39.979392] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:39.980144] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:39.980214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:39.984808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:39.986753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:39.989074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:39.990118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:40.137883] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:40.300371] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:40.317439] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:40.394722] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 6.2s | Global ETA: 4m 55s
[2025-11-27T20:23:40.394852] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:40.395676] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:40.395745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:40.400346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:40.472720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:40.474082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:40.477910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:40.483902] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:40.555957] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 2.6s | Global ETA: 4m 55s
[2025-11-27T20:23:40.722283] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.02%, Actual: 1.21%
[2025-11-27T20:23:40.809088] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:40.887839] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.45%, Actual: 0.43%
[2025-11-27T20:23:40.974265] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:41.051116] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.35%, Actual: 1.66%
[2025-11-27T20:23:41.068889] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -4.82% | Symbol ETA: 5.5s | Global ETA: 4m 55s
[2025-11-27T20:23:41.069043] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:41.069870] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:41.069939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:41.074621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:41.145343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:41.146712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:41.150503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:41.213320] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.64%
[2025-11-27T20:23:41.375318] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.91%, Actual: 0.16%
[2025-11-27T20:23:41.476548] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:41.540243] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 0.81%
[2025-11-27T20:23:41.641247] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:41.707550] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 1.81%
[2025-11-27T20:23:41.735432] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.20% | Symbol ETA: 4.8s | Global ETA: 4m 56s
[2025-11-27T20:23:41.735594] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:41.736382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:41.736452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:41.741127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:41.813126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:41.814499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:41.818304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:41.873383] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.99%
[2025-11-27T20:23:42.038878] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 0.13%
[2025-11-27T20:23:42.148751] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:42.203348] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 1.52%
[2025-11-27T20:23:42.203546] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.2334%
[2025-11-27T20:23:42.203651] [INFO ] [main      ] HERO: DISCARDED add_regime_flags (score: 36.23%)
[2025-11-27T20:23:42.203702] [INFO ] [main      ] HERO: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:42.203742] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', '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']
[2025-11-27T20:23:42.203807] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:42.215500] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:42.215872] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:42.216722] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:42.216793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:42.221408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:42.223439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:42.225780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:42.227458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:42.227957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:42.228975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:42.230534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:42.231592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:42.232255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:42.312960] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:42.404227] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -5.09% | Symbol ETA: 4.1s | Global ETA: 4m 56s
[2025-11-27T20:23:42.404361] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:42.405162] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:42.405234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:42.409883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:42.480393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:42.481761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:23:42.485487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:42.557891] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:42.724538] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:42.804615] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 7.5s | Global ETA: 4m 56s
[2025-11-27T20:23:42.804749] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:42.805476] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:42.805551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:42.810653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:42.812652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:42.814962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:42.815169] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:42.816860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:42.817352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:42.818384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:42.819951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:42.820969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:42.821640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:42.979756] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:43.074977] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 10.34% | Symbol ETA: 3.5s | Global ETA: 4m 56s
[2025-11-27T20:23:43.151218] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:43.238505] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.73%, Actual: 2.48%
[2025-11-27T20:23:43.314242] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:43.393004] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 6.9s | Global ETA: 4m 56s
[2025-11-27T20:23:43.393145] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:43.393906] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:43.393983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:43.398650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:43.400624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:43.401615] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 3.04%, Actual: 2.79%
[2025-11-27T20:23:43.402937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:43.404602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:43.405082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:43.406085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:43.407718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:43.408763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:43.409415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:43.564844] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 1.79%, Actual: 4.37%
[2025-11-27T20:23:43.729197] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 4.89%, Actual: 2.79%
[2025-11-27T20:23:43.738630] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:43.892419] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -3.31%, Actual: 0.97%
[2025-11-27T20:23:43.906752] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:43.986736] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.81% | Symbol ETA: 6.4s | Global ETA: 4m 56s
[2025-11-27T20:23:43.986870] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:43.987619] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:43.987690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:43.992419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:43.994416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:43.996750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:43.998411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:43.998912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:43.999926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:44.001516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:44.002546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:44.003231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:44.056895] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 0.59%
[2025-11-27T20:23:44.222971] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -4.82%, Actual: 4.01%
[2025-11-27T20:23:44.332966] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:44.386288] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.20%, Actual: 0.56%
[2025-11-27T20:23:44.500929] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:44.552512] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -5.09%, Actual: 10.83%
[2025-11-27T20:23:44.580533] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 5.8s | Global ETA: 4m 56s
[2025-11-27T20:23:44.580699] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:44.581439] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:44.581512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:44.586169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:44.588143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:44.590455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:44.592112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:44.592617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:44.593617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:44.595178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:44.596205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:44.596887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:44.719032] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 10.34%, Actual: 3.84%
[2025-11-27T20:23:44.719262] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 45.6499%
[2025-11-27T20:23:44.719367] [INFO ] [main      ] HELE: DISCARDED add_range_volume_efficiency_refinements (score: 45.65%)
[2025-11-27T20:23:44.719426] [INFO ] [main      ] HELE: Testing feature 39/53: add_regime
[2025-11-27T20:23:44.719469] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_regime']
[2025-11-27T20:23:44.719517] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:44.731512] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:44.731891] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:44.732754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:44.732825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:44.737544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:44.810555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:44.811931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:44.829193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:44.931481] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:45.098693] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:45.160760] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:45.178679] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.18% | Symbol ETA: 5.2s | Global ETA: 4m 56s
[2025-11-27T20:23:45.178815] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:45.179552] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:45.179642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:45.184195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:45.186159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:45.188511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:45.190198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:45.190701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:45.191736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:45.193260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:45.194271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:45.194944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:45.326203] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:45.428015] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -9.15% | Symbol ETA: 9.4s | Global ETA: 4m 57s
[2025-11-27T20:23:45.428170] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:45.428996] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:45.429068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:45.433706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:45.505041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:45.506390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:45.523516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:45.525614] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:45.692465] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:45.771951] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 4.6s | Global ETA: 4m 57s
[2025-11-27T20:23:45.772089] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:45.772887] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:45.772961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:45.777662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:45.779678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:45.782018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:45.783719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:45.784206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:45.785255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:45.786856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:45.787896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:45.788606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:45.853462] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:46.018458] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:46.119619] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:46.122215] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 8.7s | Global ETA: 4m 57s
[2025-11-27T20:23:46.122369] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:46.123157] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:46.123237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:46.127948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:46.200759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:46.202331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:46.219356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:46.283017] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:46.361167] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 4.0s | Global ETA: 4m 57s
[2025-11-27T20:23:46.361302] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:46.362061] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:46.362135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:46.366785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:46.368788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:46.371124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:46.372802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:46.373280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:46.374286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:46.375857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:46.376905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:46.377567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:46.551812] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:46.712793] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:46.718271] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:46.817059] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 8.0s | Global ETA: 4m 57s
[2025-11-27T20:23:46.817206] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:46.818061] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:46.818144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:46.823063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:46.881015] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:46.895145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:46.896773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:46.914177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:46.962422] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.29% | Symbol ETA: 3.4s | Global ETA: 4m 57s
[2025-11-27T20:23:46.962563] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:46.963321] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:46.963394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:46.968063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:46.970119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:46.972513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:46.974250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:46.974764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:46.975818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:46.977430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:46.978572] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:46.979274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:47.249036] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:47.317487] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:47.410242] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:47.491891] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:47.509889] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 3.72% | Symbol ETA: 7.3s | Global ETA: 4m 57s
[2025-11-27T20:23:47.510049] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:47.510881] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:47.510954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:47.515686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:47.573458] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.28% | Symbol ETA: 2.8s | Global ETA: 4m 57s
[2025-11-27T20:23:47.573624] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:47.574391] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:23:47.574468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:47.579499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:47.581644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:47.584004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:23:47.585742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:23:47.586242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:47.587295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:23:47.587660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:47.588949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:23:47.588981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:47.590008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:23:47.590719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:47.605947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:47.935886] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:47.939180] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:48.101294] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:48.111023] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:48.188045] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 2.2s | Global ETA: 4m 57s
[2025-11-27T20:23:48.202861] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 6.6s | Global ETA: 4m 57s
[2025-11-27T20:23:48.203001] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:48.203843] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:48.203917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:48.208841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:48.285337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:48.286958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:48.305744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:48.360032] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.27%, Actual: 1.21%
[2025-11-27T20:23:48.540872] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.71%, Actual: 0.43%
[2025-11-27T20:23:48.716567] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:48.727899] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.81%, Actual: 1.66%
[2025-11-27T20:23:48.938082] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:48.966376] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.64%
[2025-11-27T20:23:49.079568] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 0.95% | Symbol ETA: 6.0s | Global ETA: 4m 57s
[2025-11-27T20:23:49.079762] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:49.080925] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:49.081022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:49.088407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:49.161747] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 0.16%
[2025-11-27T20:23:49.186107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:49.187825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:49.205382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:49.360689] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.81%
[2025-11-27T20:23:49.536954] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.81%
[2025-11-27T20:23:49.597152] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:49.705345] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.99%
[2025-11-27T20:23:49.767990] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:49.866157] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 5.3s | Global ETA: 4m 58s
[2025-11-27T20:23:49.866300] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:49.867106] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:49.867187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:49.872137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:49.874043] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 0.13%
[2025-11-27T20:23:49.950526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:49.952204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:49.970356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:50.043960] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.52%
[2025-11-27T20:23:50.044169] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 33.5748%
[2025-11-27T20:23:50.044284] [INFO ] [main      ] HERO: DISCARDED add_return_volume_nonlinearity_proxies (score: 33.57%)
[2025-11-27T20:23:50.044338] [INFO ] [main      ] HERO: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:23:50.044388] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_shelf_lag']
[2025-11-27T20:23:50.044439] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:50.057909] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:50.058303] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:50.059128] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:50.059199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:50.063851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:50.065838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:50.068182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:50.069517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:50.320090] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:50.398040] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:50.491179] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:50.562093] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:50.590960] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.47% | Symbol ETA: 4.6s | Global ETA: 4m 58s
[2025-11-27T20:23:50.591104] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:50.591951] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:50.592026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:50.596803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:50.671389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:50.672874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:50.690347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:50.712837] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 8.0s | Global ETA: 4m 58s
[2025-11-27T20:23:50.712971] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:50.713730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:50.713801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:50.718615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:50.720628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:50.722966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:50.724350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:51.031899] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:51.055558] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:51.202786] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:51.219326] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:51.297393] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 4.70% | Symbol ETA: 3.8s | Global ETA: 4m 58s
[2025-11-27T20:23:51.297528] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:51.298379] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:51.298454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:51.303337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:51.362762] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 7.3s | Global ETA: 4m 58s
[2025-11-27T20:23:51.362893] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:51.363648] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:51.363719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:51.368390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:51.370357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:51.372701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:51.374026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:51.376444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:51.377900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:23:51.396127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:51.702558] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:51.736898] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:23:51.866517] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:51.909101] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:52.011730] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 6.7s | Global ETA: 4m 58s
[2025-11-27T20:23:52.011919] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:23:52.013296] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:52.013378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:52.014054] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.10% | Symbol ETA: 3.1s | Global ETA: 4m 58s
[2025-11-27T20:23:52.018529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:52.020721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:52.023257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:52.024736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:52.198424] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -9.15%, Actual: 2.48%
[2025-11-27T20:23:52.353547] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:23:52.364342] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 0.26%, Actual: 2.79%
[2025-11-27T20:23:52.518526] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:52.530452] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.38%, Actual: 4.37%
[2025-11-27T20:23:52.664640] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 6.0s | Global ETA: 4m 58s
[2025-11-27T20:23:52.664775] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:23:52.665599] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:52.665670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:52.670368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:52.672365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:52.674756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:52.676135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:52.696298] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 3.72%, Actual: 2.79%
[2025-11-27T20:23:52.861654] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.97%
[2025-11-27T20:23:53.019136] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:23:53.024973] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.59%
[2025-11-27T20:23:53.191728] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 4.01%
[2025-11-27T20:23:53.196384] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:53.342063] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 5.4s | Global ETA: 4m 59s
[2025-11-27T20:23:53.342195] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:23:53.342970] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:53.343041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:53.347671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:53.349748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:53.352154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:53.353518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:53.354894] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.47%, Actual: 0.56%
[2025-11-27T20:23:53.519150] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 4.70%, Actual: 10.83%
[2025-11-27T20:23:53.684881] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.10%, Actual: 3.84%
[2025-11-27T20:23:53.685092] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 34.2417%
[2025-11-27T20:23:53.685256] [INFO ] [main      ] HELE: DISCARDED add_regime (score: 34.24%)
[2025-11-27T20:23:53.685313] [INFO ] [main      ] HELE: Testing feature 40/53: add_regime_flags
[2025-11-27T20:23:53.685348] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_regime_flags']
[2025-11-27T20:23:53.685390] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:23:53.692213] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:23:53.697444] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:53.697838] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:23:53.698744] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:53.698814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:53.703493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:53.781557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:53.783159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:53.784238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:53.858716] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:54.006783] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 4.7s | Global ETA: 4m 59s
[2025-11-27T20:23:54.006916] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:23:54.007709] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:54.007780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:54.012614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:54.014745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:54.017172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:54.018665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:54.115344] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:23:54.284347] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:54.354222] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:23:54.382467] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: 2.18% | Symbol ETA: 9.1s | Global ETA: 4m 59s
[2025-11-27T20:23:54.382616] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:23:54.383408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:54.383480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:54.388045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:54.461458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:54.463051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:54.464135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:54.525525] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:54.670809] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 4.1s | Global ETA: 4m 59s
[2025-11-27T20:23:54.670957] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:23:54.672159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:54.672236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:54.677055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:54.679174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:54.681542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:54.682918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:54.796861] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:23:54.963026] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:55.013162] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:23:55.062099] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 8.4s | Global ETA: 4m 59s
[2025-11-27T20:23:55.062271] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:23:55.063118] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:55.063193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:55.068075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:55.143135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:55.144751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:55.145819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:55.187045] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:55.333751] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.01% | Symbol ETA: 3.4s | Global ETA: 4m 59s
[2025-11-27T20:23:55.333886] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:23:55.334736] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:55.334807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:55.339570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:55.341604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:55.343967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:55.345320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:55.478037] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:23:55.667151] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:23:55.679830] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:23:55.771611] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -4.46% | Symbol ETA: 7.8s | Global ETA: 4m 59s
[2025-11-27T20:23:55.771761] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:23:55.772546] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:55.772639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:55.777423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:55.845127] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:55.860448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:55.862191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:55.863260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:55.988199] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 2.8s | Global ETA: 4m 59s
[2025-11-27T20:23:55.988361] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:23:55.989206] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:55.989277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:55.993869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:55.995830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:55.998294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:23:55.999713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:56.220646] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:23:56.350121] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:23:56.395259] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:23:56.493685] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.71% | Symbol ETA: 7.2s | Global ETA: 4m 59s
[2025-11-27T20:23:56.493831] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:23:56.494594] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:56.494661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:56.499279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:56.527542] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:23:56.569996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:56.571299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:56.572276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:56.685723] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 2.1s | Global ETA: 4m 59s
[2025-11-27T20:23:56.849779] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.22%, Actual: 1.21%
[2025-11-27T20:23:56.955880] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:23:57.069594] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.22%, Actual: 0.43%
[2025-11-27T20:23:57.121246] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:23:57.215584] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 6.5s | Global ETA: 4m 59s
[2025-11-27T20:23:57.215716] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:23:57.216445] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:57.216515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:57.221284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:57.238437] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.18%, Actual: 1.66%
[2025-11-27T20:23:57.291566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:57.292849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:57.293850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:57.400395] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.64%
[2025-11-27T20:23:57.563085] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.16%
[2025-11-27T20:23:57.617310] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:23:57.729519] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.81%
[2025-11-27T20:23:57.780964] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:23:57.872865] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -4.17% | Symbol ETA: 5.8s | Global ETA: 4m 60s
[2025-11-27T20:23:57.873000] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:23:57.873762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:57.873831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:57.878390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:57.893261] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 1.81%
[2025-11-27T20:23:57.950010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:57.951407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:57.952407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:58.060082] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.99%
[2025-11-27T20:23:58.232506] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.86%, Actual: 0.13%
[2025-11-27T20:23:58.278113] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:23:58.402727] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 1.52%
[2025-11-27T20:23:58.402924] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 43.6760%
[2025-11-27T20:23:58.403019] [INFO ] [main      ] HERO: DISCARDED add_shelf_lag (score: 43.68%)
[2025-11-27T20:23:58.403068] [INFO ] [main      ] HERO: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:23:58.403107] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_signed_carry_history_11']
[2025-11-27T20:23:58.403208] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:23:58.416120] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:23:58.416511] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:23:58.417376] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:58.417451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:58.422211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:58.424162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:58.426469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:23:58.427823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:58.440293] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:23:58.532216] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -5.71% | Symbol ETA: 5.1s | Global ETA: 4m 60s
[2025-11-27T20:23:58.532361] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:23:58.533120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:58.533191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:58.537802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:58.608985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:58.610342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:58.611342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:58.760491] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:23:58.929307] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:23:58.938695] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:23:59.003397] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 7.3s | Global ETA: 4m 60s
[2025-11-27T20:23:59.003534] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:23:59.004364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:59.004438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:59.009061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:59.011029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:59.013324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:23:59.014673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:59.101623] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:23:59.195313] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 4.4s | Global ETA: 4m 60s
[2025-11-27T20:23:59.195447] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:23:59.196197] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:59.196272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:59.200943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:59.271030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:59.272333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:59.273315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:59.346528] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:23:59.509469] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:23:59.584162] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 6.7s | Global ETA: 5m 0s
[2025-11-27T20:23:59.584302] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:23:59.585148] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:59.585222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:59.589862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:23:59.591851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:23:59.594147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:23:59.595530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:23:59.600885] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:23:59.766140] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:23:59.859868] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.47% | Symbol ETA: 3.7s | Global ETA: 5m 0s
[2025-11-27T20:23:59.860008] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:23:59.860795] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:23:59.860867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:23:59.865481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:23:59.928861] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:23:59.938438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:23:59.939792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:23:59.940781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:00.094208] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:00.168259] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.69% | Symbol ETA: 6.1s | Global ETA: 5m 0s
[2025-11-27T20:24:00.168403] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:00.169175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:00.169250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:00.173875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:00.175832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:00.178126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:00.179485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:00.270818] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:00.436918] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:00.509341] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:00.531922] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.25% | Symbol ETA: 3.0s | Global ETA: 5m 0s
[2025-11-27T20:24:00.673967] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:00.710986] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: 2.18%, Actual: 2.48%
[2025-11-27T20:24:00.748972] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 5.5s | Global ETA: 5m 0s
[2025-11-27T20:24:00.749179] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:00.750623] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:00.750750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:00.756120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:00.758522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:00.761149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:00.762678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:00.880729] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.48%, Actual: 2.79%
[2025-11-27T20:24:01.045933] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -4.46%, Actual: 4.37%
[2025-11-27T20:24:01.101249] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:01.211961] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.71%, Actual: 2.79%
[2025-11-27T20:24:01.264389] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:01.340948] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 4.9s | Global ETA: 5m 1s
[2025-11-27T20:24:01.341096] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:01.341872] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:01.341944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:01.346493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:01.348483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:01.350798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:01.352117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:01.383301] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.97%
[2025-11-27T20:24:01.551100] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -4.17%, Actual: 0.59%
[2025-11-27T20:24:01.688659] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:01.743628] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -5.71%, Actual: 4.01%
[2025-11-27T20:24:01.856591] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:01.908943] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.56%
[2025-11-27T20:24:01.932338] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 4.3s | Global ETA: 5m 1s
[2025-11-27T20:24:01.932506] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:01.933451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:01.933530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:01.938477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:01.940565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:01.942945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:01.944296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:02.076011] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.47%, Actual: 10.83%
[2025-11-27T20:24:02.241018] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.25%, Actual: 3.84%
[2025-11-27T20:24:02.241220] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.3242%
[2025-11-27T20:24:02.241369] [INFO ] [main      ] HELE: DISCARDED add_regime_flags (score: 48.32%)
[2025-11-27T20:24:02.241428] [INFO ] [main      ] HELE: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:02.241468] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-11-27T20:24:02.241516] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:02.253360] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:02.253753] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:02.254639] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:02.254715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:02.259411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:02.289156] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:02.331885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:02.333403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:02.335117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:02.335647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:02.336659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:02.338201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:02.339193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:02.339859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:02.462080] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:02.537161] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 3.8s | Global ETA: 5m 1s
[2025-11-27T20:24:02.537300] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:02.538097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:02.538199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:02.543064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:02.545142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:02.547513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:02.548927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:02.672351] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:02.839350] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:02.888052] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:02.943905] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.98% | Symbol ETA: 8.8s | Global ETA: 5m 1s
[2025-11-27T20:24:02.944042] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:02.944801] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:02.944874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:02.949587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:03.024232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:03.025821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:03.027607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:03.028091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:03.029136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:03.030683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:03.031698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:03.032360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:03.064124] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:03.141837] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 3.2s | Global ETA: 5m 1s
[2025-11-27T20:24:03.141982] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:03.143271] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:03.143347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:03.148218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:03.150297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:03.152675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:03.154218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:03.363371] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:03.503926] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:03.528364] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:03.641233] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 8.1s | Global ETA: 5m 1s
[2025-11-27T20:24:03.641495] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:03.643239] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:03.643322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:03.648722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:03.683541] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:03.723392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:03.725167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:03.727053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:03.727569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:03.728652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:03.730259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:03.731354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:03.732070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:03.761307] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 2.6s | Global ETA: 5m 1s
[2025-11-27T20:24:03.761469] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:03.762365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:03.762454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:03.767531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:03.769647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:03.772155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:03.773538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:04.063078] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:04.121599] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:04.243653] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:04.287863] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:04.350779] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 7.35% | Symbol ETA: 7.5s | Global ETA: 5m 1s
[2025-11-27T20:24:04.350932] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:04.351724] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:04.351800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:04.356434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:04.361887] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 2.0s | Global ETA: 5m 1s
[2025-11-27T20:24:04.430423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:04.431907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:04.433690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:04.434157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:04.435168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:04.436792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:04.437853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:04.438529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:04.527464] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.50%, Actual: 1.21%
[2025-11-27T20:24:04.693700] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.89%, Actual: 0.43%
[2025-11-27T20:24:04.794201] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:04.859048] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.69%, Actual: 1.66%
[2025-11-27T20:24:04.974558] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:05.025979] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.64%
[2025-11-27T20:24:05.079368] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 6.8s | Global ETA: 5m 1s
[2025-11-27T20:24:05.079511] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:05.080291] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:05.080366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:05.085104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:05.168391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:05.170068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:05.171926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:05.172424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:05.173491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:05.175131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:05.176193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:05.176925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:05.190464] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 0.16%
[2025-11-27T20:24:05.357002] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.81%
[2025-11-27T20:24:05.521665] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 1.81%
[2025-11-27T20:24:05.540566] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:05.685176] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.99%
[2025-11-27T20:24:05.703801] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:05.809432] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.50% | Symbol ETA: 6.1s | Global ETA: 5m 2s
[2025-11-27T20:24:05.809608] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:05.810466] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:05.810553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:05.815389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:05.849598] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.53%, Actual: 0.13%
[2025-11-27T20:24:05.890725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:05.892344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:05.894156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:05.894664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:05.895763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:05.897516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:05.898728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:05.899491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:06.013516] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 1.52%
[2025-11-27T20:24:06.013745] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.6555%
[2025-11-27T20:24:06.013837] [INFO ] [main      ] HERO: DISCARDED add_signed_carry_history_11 (score: 38.66%)
[2025-11-27T20:24:06.013889] [INFO ] [main      ] HERO: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:24:06.013930] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_sma_ratio']
[2025-11-27T20:24:06.013973] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:06.026280] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:06.026702] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:06.027521] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:06.027608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:06.032272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:06.034273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:06.036600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:06.037338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:06.238771] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:06.370410] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:06.403615] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:06.506029] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 5.4s | Global ETA: 5m 2s
[2025-11-27T20:24:06.506169] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:06.507149] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:06.507227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:06.512405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:06.536143] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:06.587797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:06.589550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:06.591743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:06.592272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:06.593333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:06.594951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:06.595995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:06.596694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:06.608808] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 6.8s | Global ETA: 5m 2s
[2025-11-27T20:24:06.608946] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:06.609705] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:06.609774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:06.614372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:06.616322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:06.618677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:06.619401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:06.919305] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:06.952550] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:07.081625] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:07.117594] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:07.184267] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -4.92% | Symbol ETA: 4.7s | Global ETA: 5m 2s
[2025-11-27T20:24:07.184402] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:07.185212] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:07.185286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:07.189865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:07.193130] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 6.3s | Global ETA: 5m 2s
[2025-11-27T20:24:07.193287] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:07.194226] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:07.194304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:07.199741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:07.201927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:07.204520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:07.205336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:07.261662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:07.263140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:07.264862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:07.265349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:07.266374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:07.267960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:07.269023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:07.269706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:07.566316] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:07.595220] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:07.755131] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:07.763227] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:07.831367] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 5.8s | Global ETA: 5m 2s
[2025-11-27T20:24:07.831507] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:07.832346] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:07.832421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:07.837164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:07.839246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:07.841669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:07.842409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:07.872416] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 2.48% | Symbol ETA: 4.0s | Global ETA: 5m 2s
[2025-11-27T20:24:07.872546] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:07.873342] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:07.873419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:07.878444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:07.954615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:07.956155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:07.957955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:07.958463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:07.959554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:07.961197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:07.962260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:07.962954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:08.181366] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:08.312465] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:08.347851] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:08.419562] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 5.2s | Global ETA: 5m 2s
[2025-11-27T20:24:08.419730] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:08.420518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:08.420605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:08.425179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:08.427138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:08.429452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:08.430205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:08.484417] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:08.591157] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.56% | Symbol ETA: 3.3s | Global ETA: 5m 2s
[2025-11-27T20:24:08.591299] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:08.592101] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:24:08.592192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:08.597150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:08.672221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:08.673883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:08.675648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:08.676187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:24:08.677229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:08.679885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:24:08.681155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:24:08.681888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:08.758640] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:08.922084] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:08.994535] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 4.6s | Global ETA: 5m 2s
[2025-11-27T20:24:08.994685] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:08.995422] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:08.995493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:09.000117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:09.002071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:09.004364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:09.005106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:09.061017] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:09.233015] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:09.334509] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:09.341017] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 2.47% | Symbol ETA: 2.6s | Global ETA: 5m 3s
[2025-11-27T20:24:09.498652] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:09.510255] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.98%, Actual: 2.48%
[2025-11-27T20:24:09.571874] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 4.0s | Global ETA: 5m 3s
[2025-11-27T20:24:09.572012] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:09.572782] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:09.572854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:09.577501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:09.579465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:09.581766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:09.582489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:09.678004] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.46%, Actual: 2.79%
[2025-11-27T20:24:09.850604] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 7.35%, Actual: 4.37%
[2025-11-27T20:24:09.910910] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:10.024912] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 2.79%
[2025-11-27T20:24:10.077115] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:10.146709] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 3.4s | Global ETA: 5m 3s
[2025-11-27T20:24:10.146863] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:10.147622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:10.147693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:10.152265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:10.154221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:10.156537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:10.157277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:10.202686] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.97%
[2025-11-27T20:24:10.374267] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.56%, Actual: 0.59%
[2025-11-27T20:24:10.484839] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:10.541401] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -4.92%, Actual: 4.01%
[2025-11-27T20:24:10.648291] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:10.709093] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 0.56%
[2025-11-27T20:24:10.718622] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.48% | Symbol ETA: 2.8s | Global ETA: 5m 3s
[2025-11-27T20:24:10.718772] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:10.719520] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:10.719614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:10.724397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:10.726450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:10.728867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:10.729634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:10.875245] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.56%, Actual: 10.83%
[2025-11-27T20:24:11.040928] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 2.47%, Actual: 3.84%
[2025-11-27T20:24:11.041134] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 38.5020%
[2025-11-27T20:24:11.041294] [INFO ] [main      ] HELE: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.50%)
[2025-11-27T20:24:11.041354] [INFO ] [main      ] HELE: Testing feature 42/53: add_shelf_lag
[2025-11-27T20:24:11.041398] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_shelf_lag']
[2025-11-27T20:24:11.041454] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:11.054872] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:11.055269] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:11.056109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:11.056184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:11.057951] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:11.060885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:11.134283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:11.135787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:11.136974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:11.223422] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:11.292606] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 2.2s | Global ETA: 5m 3s
[2025-11-27T20:24:11.292759] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:11.293490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:11.293562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:11.298176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:11.300099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:11.302367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:11.303106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:11.463593] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:11.625095] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:11.629793] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:11.793779] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:11.846008] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 9.5s | Global ETA: 5m 3s
[2025-11-27T20:24:11.846151] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:11.846995] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:11.847070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:11.851702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:11.862387] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 1.6s | Global ETA: 5m 3s
[2025-11-27T20:24:11.924821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:11.926275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:11.927423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:12.026310] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.08%, Actual: 1.21%
[2025-11-27T20:24:12.191863] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.90%, Actual: 0.43%
[2025-11-27T20:24:12.255260] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:12.354107] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -0.96%, Actual: 1.66%
[2025-11-27T20:24:12.428925] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:12.520618] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.64%
[2025-11-27T20:24:12.652604] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.99% | Symbol ETA: 8.7s | Global ETA: 5m 3s
[2025-11-27T20:24:12.652779] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:12.653563] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:12.653665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:12.658714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:12.687324] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 0.16%
[2025-11-27T20:24:12.736401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:12.738052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:12.739329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:12.852604] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.81%
[2025-11-27T20:24:13.027215] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 1.81%
[2025-11-27T20:24:13.088243] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:13.202089] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.48%, Actual: 0.99%
[2025-11-27T20:24:13.259247] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:13.374674] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 0.13%
[2025-11-27T20:24:13.465704] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -3.32% | Symbol ETA: 8.0s | Global ETA: 5m 4s
[2025-11-27T20:24:13.465842] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:13.466612] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:13.466686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:13.471905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:13.549832] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 1.52%
[2025-11-27T20:24:13.550074] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.3113%
[2025-11-27T20:24:13.550255] [INFO ] [main      ] HERO: DISCARDED add_sma_ratio (score: 38.31%)
[2025-11-27T20:24:13.550317] [INFO ] [main      ] HERO: Testing feature 45/53: add_true_range
[2025-11-27T20:24:13.550363] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_true_range']
[2025-11-27T20:24:13.550423] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:13.550900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:13.552532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:13.553816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:13.563977] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:13.564364] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:13.565303] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:13.565379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:13.570739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:13.572913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:13.575416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:13.577168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:13.892517] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:13.904746] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:14.066104] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:14.067833] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:14.138189] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 6.5s | Global ETA: 5m 4s
[2025-11-27T20:24:14.138330] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:14.139117] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:14.139192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:14.143808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:14.145755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:14.148027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:14.149818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:14.280118] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 5.24% | Symbol ETA: 7.2s | Global ETA: 5m 4s
[2025-11-27T20:24:14.280270] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:14.281207] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:14.281287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:14.286292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:14.361983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:14.363683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:14.364875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:14.476734] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:14.638945] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:14.705977] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:14.709370] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 5.9s | Global ETA: 5m 4s
[2025-11-27T20:24:14.709504] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:14.710249] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:14.710320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:14.714886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:14.716822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:14.719178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:14.720831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:14.880359] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:15.045629] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:15.094566] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.42% | Symbol ETA: 6.4s | Global ETA: 5m 4s
[2025-11-27T20:24:15.094738] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:15.095566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:15.095663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:15.100486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:15.174937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:15.176440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:15.177654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:15.210764] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:15.280472] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -3.45% | Symbol ETA: 5.4s | Global ETA: 5m 4s
[2025-11-27T20:24:15.280698] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:15.281470] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:15.281545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:15.286334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:15.288416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:15.290822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:15.292489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:15.524745] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:15.621352] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:15.688285] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:15.782756] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:15.853796] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 4.8s | Global ETA: 5m 4s
[2025-11-27T20:24:15.853933] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:15.854840] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:15.854915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:15.859762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:15.861805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:15.864188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:15.865915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:15.886302] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 5.6s | Global ETA: 5m 4s
[2025-11-27T20:24:15.886437] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:15.887198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:15.887272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:15.891906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:15.970714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:15.972249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:15.973413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:16.202015] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:16.301988] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:16.377969] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:16.449443] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 4.3s | Global ETA: 5m 4s
[2025-11-27T20:24:16.449607] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:16.450356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:16.450428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:16.454994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:16.456927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:16.459239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:16.460888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:16.464334] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:16.668998] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 3.31% | Symbol ETA: 4.8s | Global ETA: 5m 4s
[2025-11-27T20:24:16.669151] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:16.670032] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:16.670106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:16.674964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:16.747129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:16.748752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:16.749962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:16.786105] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:16.949867] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:17.022406] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 3.7s | Global ETA: 5m 4s
[2025-11-27T20:24:17.022545] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:17.023343] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:17.023420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:17.028263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:17.030293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:17.032749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:17.034390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:17.084295] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:17.258506] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:17.367445] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:17.466724] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 4.0s | Global ETA: 5m 5s
[2025-11-27T20:24:17.466875] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:17.467760] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:17.467836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:17.472991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:17.531495] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:17.549123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:17.550784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:17.552021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:17.601145] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 3.1s | Global ETA: 5m 5s
[2025-11-27T20:24:17.601287] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:17.602073] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:17.602145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:17.606783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:17.608790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:17.611081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:17.612764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:17.888018] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:17.943559] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:18.050293] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:18.105128] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:18.174931] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.75% | Symbol ETA: 2.5s | Global ETA: 5m 5s
[2025-11-27T20:24:18.175068] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:18.175849] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:18.175927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:18.180646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:18.182640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:18.184979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:18.186657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:18.239652] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 3.2s | Global ETA: 5m 5s
[2025-11-27T20:24:18.239793] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:18.240615] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:18.240688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:18.245312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:18.318369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:18.319785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:24:18.320917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:18.523190] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:18.647950] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:18.689560] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:18.757789] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 1.9s | Global ETA: 5m 5s
[2025-11-27T20:24:18.757930] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:18.758718] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:18.758791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:18.763555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:18.765535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:18.767863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:18.769562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:18.811061] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:19.008565] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 4.36% | Symbol ETA: 2.4s | Global ETA: 5m 5s
[2025-11-27T20:24:19.106828] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:19.172089] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: 0.49%, Actual: 2.48%
[2025-11-27T20:24:19.269053] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:19.334954] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.99%, Actual: 2.79%
[2025-11-27T20:24:19.337905] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 1.4s | Global ETA: 5m 5s
[2025-11-27T20:24:19.500034] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -3.32%, Actual: 4.37%
[2025-11-27T20:24:19.502433] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.35%, Actual: 1.21%
[2025-11-27T20:24:19.661544] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 5.24%, Actual: 2.79%
[2025-11-27T20:24:19.667084] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.81%, Actual: 0.43%
[2025-11-27T20:24:19.824238] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.42%, Actual: 0.97%
[2025-11-27T20:24:19.830165] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -3.45%, Actual: 1.66%
[2025-11-27T20:24:19.986068] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.59%
[2025-11-27T20:24:19.992536] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 0.64%
[2025-11-27T20:24:20.150827] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 3.31%, Actual: 4.01%
[2025-11-27T20:24:20.156716] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.16%
[2025-11-27T20:24:20.313648] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.56%
[2025-11-27T20:24:20.321077] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.81%
[2025-11-27T20:24:20.480127] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 10.83%
[2025-11-27T20:24:20.486196] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.81%
[2025-11-27T20:24:20.646492] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 4.36%, Actual: 3.84%
[2025-11-27T20:24:20.646716] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.9690%
[2025-11-27T20:24:20.646886] [INFO ] [main      ] HELE: DISCARDED add_shelf_lag (score: 48.97%)
[2025-11-27T20:24:20.646958] [INFO ] [main      ] HELE: Testing feature 43/53: add_signed_carry_history_11
[2025-11-27T20:24:20.647014] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_signed_carry_history_11']
[2025-11-27T20:24:20.647069] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:20.652534] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.75%, Actual: 0.99%
[2025-11-27T20:24:20.661170] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:20.661552] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:20.662431] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:20.662506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:20.667185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:20.740803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:20.742301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:20.743693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:20.817168] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 0.13%
[2025-11-27T20:24:20.983411] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 1.52%
[2025-11-27T20:24:20.983637] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.9162%
[2025-11-27T20:24:20.983749] [INFO ] [main      ] HERO: DISCARDED add_true_range (score: 36.92%)
[2025-11-27T20:24:20.983879] [INFO ] [main      ] HERO: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:24:20.983925] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_vol_of_vol']
[2025-11-27T20:24:20.983973] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:20.997195] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:20.997633] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:20.998515] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:20.998610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:21.003411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:21.005523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:21.007955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:21.009085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:21.066987] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:21.231803] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:21.331939] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: 1.95% | Symbol ETA: 8.3s | Global ETA: 5m 6s
[2025-11-27T20:24:21.332076] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:21.332911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:21.332984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:21.337637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:21.338815] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:21.412617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:21.414245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:21.415645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:21.502486] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:21.574554] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 6.3s | Global ETA: 5m 6s
[2025-11-27T20:24:21.574711] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:21.575506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:21.575597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:21.580191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:21.582126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:21.584409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:21.585457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:21.748340] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:21.912155] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:21.915732] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:22.014075] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -2.91% | Symbol ETA: 7.7s | Global ETA: 5m 6s
[2025-11-27T20:24:22.014215] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:22.014989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:22.015063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:22.019713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:22.075557] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:22.093509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:22.094976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:22.096516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:22.148171] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 5.8s | Global ETA: 5m 6s
[2025-11-27T20:24:22.148312] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:22.149209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:22.149287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:22.154113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:22.156191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:22.158640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:22.159734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:22.436308] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:22.485884] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:22.602835] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:22.648212] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:22.706237] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 7.1s | Global ETA: 5m 6s
[2025-11-27T20:24:22.706391] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:22.707277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:22.707353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:22.712165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:22.723460] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 5.2s | Global ETA: 5m 6s
[2025-11-27T20:24:22.723625] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:22.724435] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:22.724511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:22.729460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:22.731534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:22.733956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:22.735064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:22.787374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:22.788879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:22.790332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:23.068471] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:23.140652] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:23.234408] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:23.307018] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 4.6s | Global ETA: 5m 6s
[2025-11-27T20:24:23.307161] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:23.307965] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:23.308037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:23.309636] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:23.312824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:23.314888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:23.317317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:23.318451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:23.408140] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.43% | Symbol ETA: 6.4s | Global ETA: 5m 6s
[2025-11-27T20:24:23.408304] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:23.409121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:23.409197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:23.413991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:23.488624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:23.490022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:23.491441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:23.650492] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:23.815758] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:23.829894] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:23.888085] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 4.0s | Global ETA: 5m 6s
[2025-11-27T20:24:23.888420] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:23.889263] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:23.889343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:23.894098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:23.896237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:23.898658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:23.899805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:23.995066] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:24.096922] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 5.7s | Global ETA: 5m 6s
[2025-11-27T20:24:24.097055] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:24.097807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:24.097880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:24.102609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:24.180619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:24.182128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:24.183878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:24.230066] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:24.392508] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:24.461449] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 3.5s | Global ETA: 5m 6s
[2025-11-27T20:24:24.461590] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:24.462328] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:24.462398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:24.466946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:24.468914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:24.471202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:24.472278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:24.520448] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:24.684246] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:24.785657] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 5.0s | Global ETA: 5m 6s
[2025-11-27T20:24:24.785789] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:24.786566] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:24.786655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:24.791349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:24.800225] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:24.862475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:24.863863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:24.865200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:24.963954] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:25.037863] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 2.9s | Global ETA: 5m 6s
[2025-11-27T20:24:25.038011] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:25.038793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:25.038862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:25.043513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:25.045444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:25.047777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:25.048853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:25.201049] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:25.366672] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:25.378774] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:25.465466] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 4.3s | Global ETA: 5m 7s
[2025-11-27T20:24:25.465622] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:25.466430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:25.466502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:25.471210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:25.543350] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:25.543917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:25.545335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:25.546716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:25.617693] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 2.3s | Global ETA: 5m 7s
[2025-11-27T20:24:25.617833] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:25.618609] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:25.618674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:25.623301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:25.625294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:25.627570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:25.628656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:25.878613] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:25.957032] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:26.043681] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:26.120652] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:26.140224] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -11.78% | Symbol ETA: 3.7s | Global ETA: 5m 7s
[2025-11-27T20:24:26.140360] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:26.141150] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:26.141222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:26.145926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:26.194690] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 1.7s | Global ETA: 5m 7s
[2025-11-27T20:24:26.194824] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:26.195559] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:26.195651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:26.200329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:26.202292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:26.204653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:26.205707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:26.221114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:26.222504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:26.223860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:26.533434] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:26.562364] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:26.697381] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:26.726424] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:26.768861] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 1.2s | Global ETA: 5m 7s
[2025-11-27T20:24:26.818181] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 10.76% | Symbol ETA: 3.0s | Global ETA: 5m 7s
[2025-11-27T20:24:26.818322] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:26.819097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:26.819168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:26.823817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:26.897606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:26.899192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:24:26.900648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:26.932474] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 1.36%, Actual: 1.21%
[2025-11-27T20:24:27.097883] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.23%, Actual: 0.43%
[2025-11-27T20:24:27.243339] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:27.263115] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.35%, Actual: 1.66%
[2025-11-27T20:24:27.413251] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:27.430513] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.64%
[2025-11-27T20:24:27.514267] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 6.87% | Symbol ETA: 2.3s | Global ETA: 5m 7s
[2025-11-27T20:24:27.595167] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.35%, Actual: 0.16%
[2025-11-27T20:24:27.687254] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: 1.95%, Actual: 2.48%
[2025-11-27T20:24:27.762849] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 0.81%
[2025-11-27T20:24:27.856167] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -2.91%, Actual: 2.79%
[2025-11-27T20:24:27.931165] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 1.81%
[2025-11-27T20:24:28.023322] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 0.76%, Actual: 4.37%
[2025-11-27T20:24:28.093816] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.45%, Actual: 0.99%
[2025-11-27T20:24:28.191249] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.43%, Actual: 2.79%
[2025-11-27T20:24:28.260174] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 0.13%
[2025-11-27T20:24:28.353775] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.45%, Actual: 0.97%
[2025-11-27T20:24:28.423960] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 1.52%
[2025-11-27T20:24:28.424152] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 41.0481%
[2025-11-27T20:24:28.424238] [INFO ] [main      ] HERO: DISCARDED add_vol_of_vol (score: 41.05%)
[2025-11-27T20:24:28.424283] [INFO ] [main      ] HERO: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:24:28.424325] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_volatility_decay_ratio']
[2025-11-27T20:24:28.424367] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:28.436998] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:28.437337] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:28.438202] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:28.438277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:28.443035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:28.445087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:28.447495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:28.448725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:28.522427] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.59%
[2025-11-27T20:24:28.691162] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 4.01%
[2025-11-27T20:24:28.782925] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:28.858072] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -11.78%, Actual: 0.56%
[2025-11-27T20:24:28.948775] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:29.020076] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 6.2s | Global ETA: 5m 7s
[2025-11-27T20:24:29.020216] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:29.020642] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 10.76%, Actual: 10.83%
[2025-11-27T20:24:29.021121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:29.021206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:29.025963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:29.028001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:29.030404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:29.031560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:29.185374] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 6.87%, Actual: 3.84%
[2025-11-27T20:24:29.185634] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 54.1591%
[2025-11-27T20:24:29.185753] [INFO ] [main      ] HELE: DISCARDED add_signed_carry_history_11 (score: 54.16%)
[2025-11-27T20:24:29.185810] [INFO ] [main      ] HELE: Testing feature 44/53: add_sma_ratio
[2025-11-27T20:24:29.185847] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_sma_ratio']
[2025-11-27T20:24:29.185887] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:29.198232] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:29.198591] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:29.199419] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:29.199490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:29.204135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:29.276061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:29.277381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:29.278124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:29.375836] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:29.549824] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:29.606671] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:29.623403] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 5.7s | Global ETA: 5m 8s
[2025-11-27T20:24:29.623544] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:29.624358] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:29.624433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:29.629416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:29.631471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:29.633993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:29.635155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:29.769930] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:29.867374] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: 2.94% | Symbol ETA: 7.8s | Global ETA: 5m 8s
[2025-11-27T20:24:29.867504] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:29.868289] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:29.868359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:29.873052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:29.944514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:29.945886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:29.946618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:29.974490] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:30.136927] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:30.207023] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.59% | Symbol ETA: 5.1s | Global ETA: 5m 8s
[2025-11-27T20:24:30.207158] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:30.207907] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:30.207979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:30.212697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:30.214724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:30.217077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:30.218233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:30.277372] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:30.466960] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:30.544956] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:30.573219] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -1.90% | Symbol ETA: 7.3s | Global ETA: 5m 8s
[2025-11-27T20:24:30.573355] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:30.574136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:30.574210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:30.579057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:30.654658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:30.656207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:30.656967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:30.708301] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:30.777862] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 4.5s | Global ETA: 5m 8s
[2025-11-27T20:24:30.777999] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:30.778771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:30.778854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:30.783513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:30.785461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:30.787771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:30.788925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:30.987069] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:31.125544] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:31.151334] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:31.245817] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 6.6s | Global ETA: 5m 8s
[2025-11-27T20:24:31.245949] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:31.246713] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:31.246782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:31.251532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:31.296226] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:31.325116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:31.326453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:31.327196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:31.369254] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 3.9s | Global ETA: 5m 8s
[2025-11-27T20:24:31.369392] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:31.370168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:31.370240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:31.375171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:31.377317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:31.379930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:31.381118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:31.711081] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:31.713550] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:31.874933] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:31.878002] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:31.947322] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 3.3s | Global ETA: 5m 8s
[2025-11-27T20:24:31.947463] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:31.948294] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:31.948371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:31.953259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:31.955333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:31.957799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:31.959013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:31.970982] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 5.9s | Global ETA: 5m 8s
[2025-11-27T20:24:31.971114] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:31.971905] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:31.971993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:31.976810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:32.051882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:32.053287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:32.054046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:32.295307] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:32.380103] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:32.456389] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:32.526263] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 2.7s | Global ETA: 5m 8s
[2025-11-27T20:24:32.526396] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:32.527156] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:32.527226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:32.531867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:32.533809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:32.536092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:32.537215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:32.545277] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:32.641659] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 2.50% | Symbol ETA: 5.2s | Global ETA: 5m 8s
[2025-11-27T20:24:32.641800] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:32.642548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:32.642636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:32.647297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:32.721038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:32.722427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:32.723183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:32.863161] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:33.025222] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:33.054463] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:33.097380] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.77% | Symbol ETA: 2.1s | Global ETA: 5m 8s
[2025-11-27T20:24:33.097521] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:33.098292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:33.098365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:33.102916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:33.104859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:33.107115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:33.108255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:33.221217] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:33.315439] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -1.32% | Symbol ETA: 4.5s | Global ETA: 5m 9s
[2025-11-27T20:24:33.315610] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:33.316388] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:33.316481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:33.321188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:33.393765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:33.395111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:33.395855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:33.431655] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:33.593674] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:33.664935] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 1.6s | Global ETA: 5m 9s
[2025-11-27T20:24:33.665071] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:33.665814] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:33.665884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:33.670539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:33.672489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:33.674825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:33.675952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:33.721653] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:33.887202] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:33.979033] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 3.8s | Global ETA: 5m 9s
[2025-11-27T20:24:33.979181] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:33.979959] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:33.980028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:33.984675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:34.001057] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:34.055411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:34.056757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:34.057466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:34.164626] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:34.237271] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 1.0s | Global ETA: 5m 9s
[2025-11-27T20:24:34.384614] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:34.400203] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.07%, Actual: 1.21%
[2025-11-27T20:24:34.545797] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:34.561530] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.87%, Actual: 0.43%
[2025-11-27T20:24:34.638365] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 3.1s | Global ETA: 5m 9s
[2025-11-27T20:24:34.638497] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:34.639287] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:34.639361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:34.643988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:34.714769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:34.716060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:34.716786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:34.724826] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.59%, Actual: 1.66%
[2025-11-27T20:24:34.897784] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 0.64%
[2025-11-27T20:24:35.045920] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:35.060202] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.16%
[2025-11-27T20:24:35.215676] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:35.221938] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.81%
[2025-11-27T20:24:35.307465] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.75% | Symbol ETA: 2.5s | Global ETA: 5m 9s
[2025-11-27T20:24:35.307617] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:35.308416] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:35.308488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:35.313152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:35.389164] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 1.81%
[2025-11-27T20:24:35.390078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:35.391439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:24:35.392180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:35.552940] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.77%, Actual: 0.99%
[2025-11-27T20:24:35.716710] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 0.13%
[2025-11-27T20:24:35.722768] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:35.879884] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 1.52%
[2025-11-27T20:24:35.880058] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 39.9946%
[2025-11-27T20:24:35.880142] [INFO ] [main      ] HERO: DISCARDED add_volatility_decay_ratio (score: 39.99%)
[2025-11-27T20:24:35.880191] [INFO ] [main      ] HERO: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:24:35.880227] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:24:35.880272] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:35.888414] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:35.892140] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:35.892491] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:35.893315] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:35.893388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:35.897996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:35.899985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:35.902296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:35.903975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:35.904456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:35.905490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:35.907404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:35.983102] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 6.60% | Symbol ETA: 1.8s | Global ETA: 5m 9s
[2025-11-27T20:24:36.150011] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: 2.94%, Actual: 2.48%
[2025-11-27T20:24:36.232257] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:36.312998] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.90%, Actual: 2.79%
[2025-11-27T20:24:36.392698] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:36.468490] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 6.0s | Global ETA: 5m 9s
[2025-11-27T20:24:36.468643] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:36.469374] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:36.469446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:36.474060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:36.476020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:36.478363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:36.478392] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.33%, Actual: 4.37%
[2025-11-27T20:24:36.480026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:36.480511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:36.481543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:36.483455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:36.651391] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 2.79%
[2025-11-27T20:24:36.810166] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:36.816273] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.97%
[2025-11-27T20:24:36.971612] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:36.979540] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.59%
[2025-11-27T20:24:37.048561] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 5.4s | Global ETA: 5m 9s
[2025-11-27T20:24:37.048724] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:37.049482] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:37.049555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:37.054211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:37.056173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:37.058502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:37.060179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:37.060708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:37.061736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:37.063642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:37.143224] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 4.01%
[2025-11-27T20:24:37.308475] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 1.32%, Actual: 0.56%
[2025-11-27T20:24:37.387163] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:37.472844] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.75%, Actual: 10.83%
[2025-11-27T20:24:37.551560] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:37.631020] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 4.8s | Global ETA: 5m 10s
[2025-11-27T20:24:37.631151] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:37.631897] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:37.631969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:37.636592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:37.636657] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 6.60%, Actual: 3.84%
[2025-11-27T20:24:37.636851] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.4561%
[2025-11-27T20:24:37.636944] [INFO ] [main      ] HELE: DISCARDED add_sma_ratio (score: 42.46%)
[2025-11-27T20:24:37.636993] [INFO ] [main      ] HELE: Testing feature 45/53: add_true_range
[2025-11-27T20:24:37.637033] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_true_range']
[2025-11-27T20:24:37.637076] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:37.638554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:37.640948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:37.642619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:37.643095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:37.644130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:37.646039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:37.648781] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:37.649152] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:37.650027] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:37.650098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:37.654777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:37.729656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:37.731156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:37.732896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:37.975907] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:38.064472] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:38.138717] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:38.214837] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 4.3s | Global ETA: 5m 10s
[2025-11-27T20:24:38.214971] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:38.215716] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:38.215789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:38.220400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:38.222339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:38.224650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:38.226312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:38.226808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:38.227845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:38.229767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:38.231486] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:38.331169] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -7.24% | Symbol ETA: 7.7s | Global ETA: 5m 10s
[2025-11-27T20:24:38.331314] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:38.332142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:38.332220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:38.337113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:38.412798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:38.414375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:38.416203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:38.558002] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:38.722701] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:38.752652] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:38.813429] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 3.7s | Global ETA: 5m 10s
[2025-11-27T20:24:38.813596] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:38.814397] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:38.814473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:38.819163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:38.821107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:38.823420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:38.825099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:38.825606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:38.826634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:38.828591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:38.919498] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:39.018693] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 7.0s | Global ETA: 5m 10s
[2025-11-27T20:24:39.018835] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:39.019607] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:39.019679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:39.024485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:39.096862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:39.098441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:39.100153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:39.169789] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:39.347165] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:39.427110] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 3.1s | Global ETA: 5m 10s
[2025-11-27T20:24:39.427248] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:39.428079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:39.428179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:39.433299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:39.435725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:39.438436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:39.440269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:39.440554] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:39.440790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:39.441924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:39.444072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:39.604764] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:39.706025] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 4.86% | Symbol ETA: 6.3s | Global ETA: 5m 10s
[2025-11-27T20:24:39.706168] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:39.706974] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:39.707048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:39.711854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:39.785633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:39.787154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:39.789000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:39.797566] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:39.970697] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:40.055662] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 2.6s | Global ETA: 5m 10s
[2025-11-27T20:24:40.055804] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:40.056639] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:40.056720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:40.061643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:40.063846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:40.066466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:40.068314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:40.068847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:40.069961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:40.071952] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:40.132229] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:40.300763] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:40.398234] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 5.7s | Global ETA: 5m 10s
[2025-11-27T20:24:40.398378] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:40.399135] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:40.399206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:40.403872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:40.419246] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:40.474707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:40.476167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:40.477876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:40.595099] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:40.675931] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 2.0s | Global ETA: 5m 10s
[2025-11-27T20:24:40.676071] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:40.676886] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:40.676961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:40.681980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:40.684133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:40.686698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:40.688445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:40.688959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:40.690143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:40.692193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:40.802710] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:40.965235] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:41.033883] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:41.059654] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 6.31% | Symbol ETA: 4.9s | Global ETA: 5m 10s
[2025-11-27T20:24:41.059826] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:41.061439] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:41.061526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:41.066823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:41.147338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:41.149298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:41.151214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:41.205489] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:41.290629] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 1.4s | Global ETA: 5m 11s
[2025-11-27T20:24:41.290767] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:41.291539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:24:41.291632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:41.297113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:41.299376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:41.301958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:41.303906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:24:41.304406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:41.305485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:24:41.307643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:41.522679] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:41.720658] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:41.772678] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:41.849875] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -2.67% | Symbol ETA: 4.3s | Global ETA: 5m 11s
[2025-11-27T20:24:41.850024] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:41.850867] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:41.850941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:41.856608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:41.949344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:41.951625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:41.954270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:42.024891] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:42.113506] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 0.8s | Global ETA: 5m 11s
[2025-11-27T20:24:42.327322] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:42.350441] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.14%, Actual: 1.21%
[2025-11-27T20:24:42.516318] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:42.566355] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.71%, Actual: 0.43%
[2025-11-27T20:24:42.614674] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 2.30% | Symbol ETA: 3.7s | Global ETA: 5m 11s
[2025-11-27T20:24:42.614816] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:42.615653] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:42.615726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:42.620440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:42.690520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:42.691831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:42.693456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:42.731558] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: 0.44%, Actual: 1.66%
[2025-11-27T20:24:42.895597] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 0.64%
[2025-11-27T20:24:43.018292] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:43.061189] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.16%
[2025-11-27T20:24:43.179874] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:43.224651] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.81%
[2025-11-27T20:24:43.272440] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -2.79% | Symbol ETA: 2.9s | Global ETA: 5m 11s
[2025-11-27T20:24:43.272596] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:43.273321] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:43.273397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:43.277935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:43.347401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:43.348780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:43.350408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:43.385838] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 1.81%
[2025-11-27T20:24:43.548243] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 0.99%
[2025-11-27T20:24:43.674827] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:43.712098] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 0.13%
[2025-11-27T20:24:43.836662] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:43.890534] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.52%
[2025-11-27T20:24:43.890773] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 36.4208%
[2025-11-27T20:24:43.890877] [INFO ] [main      ] HERO: DISCARDED add_volatility_state_percentiles (score: 36.42%)
[2025-11-27T20:24:43.890933] [INFO ] [main      ] HERO: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:24:43.890980] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_volume_dispersion']
[2025-11-27T20:24:43.891028] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:43.906493] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:43.906993] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:43.907984] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:43.908060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:43.913211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:43.915340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:43.917841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:43.919270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:43.927415] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 3.89% | Symbol ETA: 2.2s | Global ETA: 5m 11s
[2025-11-27T20:24:43.927550] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:43.928320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:43.928395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:43.932998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:44.003234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:44.004534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:24:44.006165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:44.284189] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:44.340515] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:44.459457] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:44.504013] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:44.535681] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 6.3s | Global ETA: 5m 11s
[2025-11-27T20:24:44.535822] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:44.536610] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:44.536681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:44.541885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:44.544092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:44.546879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:44.548435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:44.602470] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 3.52% | Symbol ETA: 1.5s | Global ETA: 5m 11s
[2025-11-27T20:24:44.768873] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -7.24%, Actual: 2.48%
[2025-11-27T20:24:44.908297] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:44.933452] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.92%, Actual: 2.79%
[2025-11-27T20:24:45.085477] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:45.097072] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 4.86%, Actual: 4.37%
[2025-11-27T20:24:45.157000] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 5.7s | Global ETA: 5m 11s
[2025-11-27T20:24:45.157142] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:45.157914] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:45.157984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:45.162773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:45.164779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:45.167101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:45.168439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:45.266453] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 2.79%
[2025-11-27T20:24:45.430336] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 6.31%, Actual: 0.97%
[2025-11-27T20:24:45.495723] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:45.595631] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -2.67%, Actual: 0.59%
[2025-11-27T20:24:45.666784] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:45.740481] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.34% | Symbol ETA: 4.9s | Global ETA: 5m 12s
[2025-11-27T20:24:45.740648] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:45.741440] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:45.741527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:45.747824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:45.750479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:45.753737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:45.755482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:45.765513] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 2.30%, Actual: 4.01%
[2025-11-27T20:24:45.929081] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -2.79%, Actual: 0.56%
[2025-11-27T20:24:46.090008] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:46.092267] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 3.89%, Actual: 10.83%
[2025-11-27T20:24:46.255859] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:46.259160] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 3.52%, Actual: 3.84%
[2025-11-27T20:24:46.259365] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 45.1332%
[2025-11-27T20:24:46.259463] [INFO ] [main      ] HELE: DISCARDED add_true_range (score: 45.13%)
[2025-11-27T20:24:46.259512] [INFO ] [main      ] HELE: Testing feature 46/53: add_vol_of_vol
[2025-11-27T20:24:46.259554] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_vol_of_vol']
[2025-11-27T20:24:46.259616] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:46.271508] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:46.271869] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:46.272703] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:46.272776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:46.277374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:46.326130] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 4.3s | Global ETA: 5m 12s
[2025-11-27T20:24:46.326265] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:46.327038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:46.327108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:46.331830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:46.333854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:46.336164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:46.337548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:46.351041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:46.352622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:46.353738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:46.665269] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:46.690411] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:46.826627] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:46.861626] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:46.896847] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.93% | Symbol ETA: 3.7s | Global ETA: 5m 12s
[2025-11-27T20:24:46.896984] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:46.897761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:46.897830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:46.902442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:46.904419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:46.906737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:46.908045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:46.959471] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.40% | Symbol ETA: 7.5s | Global ETA: 5m 12s
[2025-11-27T20:24:46.959632] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:46.960392] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:46.960483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:46.965373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:47.039782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:47.041269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:47.042365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:47.236793] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:47.376194] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:47.405148] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:47.475386] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 3.0s | Global ETA: 5m 12s
[2025-11-27T20:24:47.475531] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:47.476284] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:47.476356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:47.481029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:47.482981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:47.485317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:47.486657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:47.539908] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:47.636342] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 6.8s | Global ETA: 5m 12s
[2025-11-27T20:24:47.636477] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:47.637243] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:47.637316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:47.642017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:47.713387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:47.714711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:47.715756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:47.819101] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:47.986806] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:48.046372] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:48.056372] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 2.4s | Global ETA: 5m 12s
[2025-11-27T20:24:48.056516] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:48.057282] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:48.057355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:48.062161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:48.064161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:48.066508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:48.067851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:48.213150] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:48.310342] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -2.37% | Symbol ETA: 6.1s | Global ETA: 5m 12s
[2025-11-27T20:24:48.310481] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:48.311273] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:48.311351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:48.316040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:48.387425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:48.388814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:48.389882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:48.395053] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:48.563540] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:48.634018] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.14% | Symbol ETA: 1.8s | Global ETA: 5m 12s
[2025-11-27T20:24:48.634152] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:48.634912] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:48.634983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:48.639622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:48.641549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:48.643833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:48.645126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:48.722688] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:48.890273] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:48.971134] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:48.985596] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -2.85% | Symbol ETA: 5.4s | Global ETA: 5m 12s
[2025-11-27T20:24:48.985740] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:48.986509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:48.986615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:48.995236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:49.069882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:49.071276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:49.072411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:49.138100] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:49.206159] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 1.3s | Global ETA: 5m 12s
[2025-11-27T20:24:49.206301] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:49.207113] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:49.207186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:49.211871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:49.213871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:49.216207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:24:49.217530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:49.404731] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:49.543965] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:49.574552] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:49.673019] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 3.02% | Symbol ETA: 4.7s | Global ETA: 5m 13s
[2025-11-27T20:24:49.673159] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:49.673948] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:49.674023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:49.678818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:49.705605] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:49.754549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:49.756071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:49.757160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:49.773950] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 0.7s | Global ETA: 5m 13s
[2025-11-27T20:24:49.938980] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.28%, Actual: 1.21%
[2025-11-27T20:24:50.092925] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:50.102082] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.49%, Actual: 0.43%
[2025-11-27T20:24:50.263176] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.34%, Actual: 1.66%
[2025-11-27T20:24:50.263691] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:50.355396] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.98% | Symbol ETA: 4.1s | Global ETA: 5m 13s
[2025-11-27T20:24:50.355531] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:50.356281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:50.356360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:50.360991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:50.428372] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 0.64%
[2025-11-27T20:24:50.434362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:50.435824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:50.436915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:50.591314] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 0.16%
[2025-11-27T20:24:50.758960] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.81%
[2025-11-27T20:24:50.765306] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:50.927284] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.81%
[2025-11-27T20:24:50.928028] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:51.020711] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 2.58% | Symbol ETA: 3.4s | Global ETA: 5m 13s
[2025-11-27T20:24:51.020847] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:51.021596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:51.021671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:51.026278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:51.092630] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.99%
[2025-11-27T20:24:51.097918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:51.099455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:51.100543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:51.257001] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.17%, Actual: 0.13%
[2025-11-27T20:24:51.423242] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 1.52%
[2025-11-27T20:24:51.423458] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 41.6384%
[2025-11-27T20:24:51.423560] [INFO ] [main      ] HERO: DISCARDED add_volume_dispersion (score: 41.64%)
[2025-11-27T20:24:51.423640] [INFO ] [main      ] HERO: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:24:51.423682] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_volume_flow_differentials']
[2025-11-27T20:24:51.423722] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:51.429459] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:51.533888] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:51.534523] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:51.535588] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:51.535665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:51.540836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:51.543035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:51.545557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:51.548280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:51.592942] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:51.687178] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -5.28% | Symbol ETA: 2.7s | Global ETA: 5m 13s
[2025-11-27T20:24:51.687318] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:24:51.688077] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:51.688169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:51.692787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:51.763341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:51.764785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:51.765867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:51.895348] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:52.058910] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:52.094385] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:24:52.135462] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 5.9s | Global ETA: 5m 13s
[2025-11-27T20:24:52.135631] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:52.136372] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:52.136443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:52.141063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:52.143018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:52.145275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:52.147859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:52.259146] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:52.349657] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 2.0s | Global ETA: 5m 13s
[2025-11-27T20:24:52.349797] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:24:52.350528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:52.350621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:52.355187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:52.425618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:52.427063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:24:52.428120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:52.482642] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:24:52.649941] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:52.727936] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 5.2s | Global ETA: 5m 13s
[2025-11-27T20:24:52.728105] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:24:52.729120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:52.729200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:52.734823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:52.737325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:52.740460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:52.743802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:52.751979] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:24:52.913435] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:53.007287] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.73% | Symbol ETA: 1.3s | Global ETA: 5m 13s
[2025-11-27T20:24:53.087603] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:24:53.171108] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.40%, Actual: 2.48%
[2025-11-27T20:24:53.258567] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:53.332508] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.34%, Actual: 2.79%
[2025-11-27T20:24:53.332951] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: 1.52% | Symbol ETA: 4.7s | Global ETA: 5m 14s
[2025-11-27T20:24:53.333097] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:24:53.333859] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:53.333929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:53.338608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:53.340511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:53.342786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:53.345372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:53.493814] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -2.37%, Actual: 4.37%
[2025-11-27T20:24:53.655386] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -2.85%, Actual: 2.79%
[2025-11-27T20:24:53.671915] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:24:53.816721] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 3.02%, Actual: 0.97%
[2025-11-27T20:24:53.838046] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:53.913323] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -2.79% | Symbol ETA: 4.0s | Global ETA: 5m 14s
[2025-11-27T20:24:53.913469] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:24:53.914246] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:53.914316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:53.919008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:53.920939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:53.923198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:53.925802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:53.978941] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.98%, Actual: 0.59%
[2025-11-27T20:24:54.141283] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 4.01%
[2025-11-27T20:24:54.262494] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:24:54.304906] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -5.28%, Actual: 0.56%
[2025-11-27T20:24:54.430271] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:54.467221] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 10.83%
[2025-11-27T20:24:54.506505] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 3.4s | Global ETA: 5m 14s
[2025-11-27T20:24:54.506657] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:24:54.507402] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:54.507473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:54.512115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:54.514086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:54.516381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:54.519012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:54.629136] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.73%, Actual: 3.84%
[2025-11-27T20:24:54.629335] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 35.4978%
[2025-11-27T20:24:54.629428] [INFO ] [main      ] HELE: DISCARDED add_vol_of_vol (score: 35.50%)
[2025-11-27T20:24:54.629476] [INFO ] [main      ] HELE: Testing feature 47/53: add_volatility_decay_ratio
[2025-11-27T20:24:54.629512] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_volatility_decay_ratio']
[2025-11-27T20:24:54.629600] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:24:54.641393] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:54.641731] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:24:54.642548] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:54.642638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:54.647204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:54.719661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:54.721021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:54.722113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:54.860303] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:24:55.026383] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:55.045656] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:24:55.103154] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 2.8s | Global ETA: 5m 14s
[2025-11-27T20:24:55.103292] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:24:55.104078] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:55.104148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:55.108961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:55.110963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:55.113388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:55.116091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:55.208293] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:55.305114] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 7.1s | Global ETA: 5m 14s
[2025-11-27T20:24:55.305247] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:24:55.306038] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:55.306109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:55.310786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:55.382989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:55.384342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:55.385436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:55.452142] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:24:55.614631] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:55.687205] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 2.2s | Global ETA: 5m 14s
[2025-11-27T20:24:55.687336] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:24:55.688088] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:55.688172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:55.692800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:55.694762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:55.697078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:55.699720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:55.713922] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:24:55.878860] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:24:55.974933] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 6.4s | Global ETA: 5m 14s
[2025-11-27T20:24:55.975068] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:24:55.975839] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:55.975910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:55.980506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:56.033284] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:24:56.053352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:56.054935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:56.056057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:56.199269] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:24:56.273805] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 1.6s | Global ETA: 5m 14s
[2025-11-27T20:24:56.273937] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:24:56.274702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:56.274771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:56.279414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:56.281342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:56.283639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:56.286219] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:56.388523] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:24:56.554170] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:24:56.614797] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:24:56.652603] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 5.8s | Global ETA: 5m 14s
[2025-11-27T20:24:56.652749] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:24:56.653526] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:56.653617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:56.658324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:56.730909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:56.732454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:56.733621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:56.776854] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:24:56.850451] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 1.1s | Global ETA: 5m 14s
[2025-11-27T20:24:56.850607] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:24:56.851353] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:56.851423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:56.856043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:56.857975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:56.860301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:24:56.862865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:57.063773] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:24:57.196410] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:24:57.226695] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:24:57.321861] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 5.1s | Global ETA: 5m 15s
[2025-11-27T20:24:57.321993] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:24:57.322739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:57.322809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:57.327400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:57.368146] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:24:57.399356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:57.400691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:57.401801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:57.446508] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 0.5s | Global ETA: 5m 15s
[2025-11-27T20:24:57.617057] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.62%, Actual: 1.21%
[2025-11-27T20:24:57.733250] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:24:57.786434] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.56%, Actual: 0.43%
[2025-11-27T20:24:57.897666] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:24:57.953204] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: 1.52%, Actual: 1.66%
[2025-11-27T20:24:57.993107] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 4.4s | Global ETA: 5m 15s
[2025-11-27T20:24:57.993241] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:24:57.994006] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:57.994077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:57.998781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:58.072697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:58.074079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:58.075258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:58.123900] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -2.79%, Actual: 0.64%
[2025-11-27T20:24:58.290306] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 0.16%
[2025-11-27T20:24:58.405533] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:24:58.457032] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.81%
[2025-11-27T20:24:58.567793] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:24:58.663087] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 3.8s | Global ETA: 5m 15s
[2025-11-27T20:24:58.663223] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:24:58.663982] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:58.664057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:58.668654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:58.678968] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.76%, Actual: 1.81%
[2025-11-27T20:24:58.740615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:58.742033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:58.743136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:58.847250] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.59%, Actual: 0.99%
[2025-11-27T20:24:59.013290] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 0.13%
[2025-11-27T20:24:59.082016] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:24:59.180329] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 1.52%
[2025-11-27T20:24:59.180550] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 40.8295%
[2025-11-27T20:24:59.180667] [INFO ] [main      ] HERO: DISCARDED add_volume_flow_differentials (score: 40.83%)
[2025-11-27T20:24:59.180721] [INFO ] [main      ] HERO: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:24:59.180763] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_volume_pressure_into_close']
[2025-11-27T20:24:59.180812] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:24:59.194248] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:24:59.194628] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:24:59.195510] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:59.195599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:59.200195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:59.202149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:59.204439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:59.206023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:59.245037] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:24:59.338746] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -11.19% | Symbol ETA: 3.1s | Global ETA: 5m 15s
[2025-11-27T20:24:59.338879] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:24:59.339623] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:59.339694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:59.344240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:24:59.417982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:24:59.419416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:24:59.420651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:59.538329] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:24:59.705327] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:24:59.750773] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:24:59.779515] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 5.6s | Global ETA: 5m 15s
[2025-11-27T20:24:59.779671] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:24:59.780452] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:24:59.780525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:24:59.785365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:24:59.787449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:24:59.790222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:24:59.792031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:24:59.918022] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:00.015808] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 2.4s | Global ETA: 5m 15s
[2025-11-27T20:25:00.015942] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:00.016727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:00.016804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:00.022366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:00.095119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:00.096440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:25:00.097637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:00.151336] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:25:00.322618] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:00.397647] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 5.1s | Global ETA: 5m 15s
[2025-11-27T20:25:00.397786] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:25:00.398605] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:00.398676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:00.403608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:00.405704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:00.408111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:00.409814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:00.425378] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:00.589213] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:00.681979] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 1.8s | Global ETA: 5m 15s
[2025-11-27T20:25:00.682141] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:00.682900] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:00.682982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:00.687557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:00.751212] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:25:00.757296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:00.758629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:25:00.759707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:00.917715] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:00.992386] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 4.5s | Global ETA: 5m 15s
[2025-11-27T20:25:00.992517] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:25:00.993771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:00.993844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:00.998885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:01.000984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:01.003378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:01.005032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:01.089788] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:01.251985] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:01.335919] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:25:01.347863] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 7.33% | Symbol ETA: 1.1s | Global ETA: 5m 16s
[2025-11-27T20:25:01.500203] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:01.517023] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -2.71%, Actual: 2.48%
[2025-11-27T20:25:01.573823] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 3.9s | Global ETA: 5m 16s
[2025-11-27T20:25:01.573968] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:25:01.574758] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:01.574842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:01.579565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:01.581566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:01.583941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:01.585557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:01.680502] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -0.06%, Actual: 2.79%
[2025-11-27T20:25:01.848405] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -0.67%, Actual: 4.37%
[2025-11-27T20:25:01.923148] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:25:02.022540] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 2.79%
[2025-11-27T20:25:02.105295] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:02.182662] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 3.3s | Global ETA: 5m 16s
[2025-11-27T20:25:02.182812] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:25:02.183626] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:02.183716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:02.184788] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.97%
[2025-11-27T20:25:02.188648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:02.190647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:02.193077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:02.194799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:02.348607] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.59%
[2025-11-27T20:25:02.512101] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -11.19%, Actual: 4.01%
[2025-11-27T20:25:02.539102] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:25:02.676406] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.56%
[2025-11-27T20:25:02.718793] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:02.794919] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 2.7s | Global ETA: 5m 16s
[2025-11-27T20:25:02.795073] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:25:02.795882] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:02.795969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:02.800879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:02.802892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:02.805241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:02.806908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:02.840138] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 2.18%, Actual: 10.83%
[2025-11-27T20:25:03.003168] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 7.33%, Actual: 3.84%
[2025-11-27T20:25:03.003372] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 29.3355%
[2025-11-27T20:25:03.003465] [INFO ] [main      ] HELE: DISCARDED add_volatility_decay_ratio (score: 29.34%)
[2025-11-27T20:25:03.003516] [INFO ] [main      ] HELE: Testing feature 48/53: add_volatility_state_percentiles
[2025-11-27T20:25:03.003560] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-11-27T20:25:03.003634] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:03.017003] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:03.017387] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:03.018247] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:03.018322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:03.022902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:03.095620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:03.096954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:03.098633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:03.099090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:03.100139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:03.102022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:03.132782] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:25:03.295049] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:03.366905] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 2.1s | Global ETA: 5m 16s
[2025-11-27T20:25:03.367047] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:25:03.367821] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:03.367891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:03.372466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:03.374425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:03.376721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:03.378321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:03.433771] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:03.594414] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:03.694236] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -3.20% | Symbol ETA: 7.0s | Global ETA: 5m 16s
[2025-11-27T20:25:03.694373] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:03.695202] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:03.695287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:03.700001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:03.701388] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:25:03.771310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:03.772883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:03.774614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:03.775086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:03.776265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:03.778198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:03.873906] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:03.946453] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.84% | Symbol ETA: 1.5s | Global ETA: 5m 16s
[2025-11-27T20:25:03.946615] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:25:03.947379] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:03.947449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:03.952182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:03.954198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:03.956521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:03.958128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:04.103384] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:04.271297] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:04.304289] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:25:04.376824] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 6.3s | Global ETA: 5m 16s
[2025-11-27T20:25:04.376962] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:04.377714] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:04.377787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:04.382391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:04.454094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:04.455380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:04.457027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:04.457476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:04.458525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:04.460415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:04.468749] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:04.538306] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 0.9s | Global ETA: 5m 16s
[2025-11-27T20:25:04.538450] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:25:04.539225] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:04.539298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:04.544132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:04.546185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:04.548664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:04.550295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:04.785780] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:04.879346] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:25:04.950961] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:05.042495] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:05.051492] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 5.6s | Global ETA: 5m 16s
[2025-11-27T20:25:05.051648] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:05.052415] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:05.052490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:05.057214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:05.112516] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 0.3s | Global ETA: 5m 16s
[2025-11-27T20:25:05.131614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:05.133066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:05.134856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:05.135331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:05.136385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:05.138333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:05.284935] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.86%, Actual: 1.21%
[2025-11-27T20:25:05.447370] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.90%, Actual: 0.43%
[2025-11-27T20:25:05.472783] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:05.610737] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.89%, Actual: 1.66%
[2025-11-27T20:25:05.637268] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:05.737474] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 5.0s | Global ETA: 5m 17s
[2025-11-27T20:25:05.737623] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:05.738381] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:05.738456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:05.743067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:05.774788] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 0.64%
[2025-11-27T20:25:05.816203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:05.817647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:05.819338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:05.819817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:05.820855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:05.822744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:05.938228] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.38%, Actual: 0.16%
[2025-11-27T20:25:06.101872] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.81%
[2025-11-27T20:25:06.156397] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:06.265593] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 1.81%
[2025-11-27T20:25:06.330388] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:06.431599] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.84%, Actual: 0.99%
[2025-11-27T20:25:06.437828] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 5.05% | Symbol ETA: 4.3s | Global ETA: 5m 17s
[2025-11-27T20:25:06.437972] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:06.438756] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:06.438829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:06.443539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:06.518052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:06.519639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:06.521344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:06.521828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:06.522887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:06.524789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:06.594955] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 0.13%
[2025-11-27T20:25:06.758202] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 1.52%
[2025-11-27T20:25:06.758410] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.5765%
[2025-11-27T20:25:06.758501] [INFO ] [main      ] HERO: DISCARDED add_volume_pressure_into_close (score: 38.58%)
[2025-11-27T20:25:06.758551] [INFO ] [main      ] HERO: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:25:06.758613] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_volume_zscore']
[2025-11-27T20:25:06.758661] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:25:06.771192] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:06.771542] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:25:06.772364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:06.772437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:06.777082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:06.779078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:06.781373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:06.782955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:06.865199] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:07.039125] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:07.112612] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:25:07.148031] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 3.6s | Global ETA: 5m 17s
[2025-11-27T20:25:07.148215] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:07.149218] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:07.149301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:07.154344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:07.233181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:07.234878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:07.236997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:07.237476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:07.238663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:07.240829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:07.283907] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:07.357949] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 5.4s | Global ETA: 5m 17s
[2025-11-27T20:25:07.358082] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:25:07.358899] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:07.358989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:07.363821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:07.365870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:07.368282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:07.369917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:07.598901] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:07.699799] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:25:07.772982] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:07.864548] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:07.878651] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -2.16% | Symbol ETA: 3.0s | Global ETA: 5m 17s
[2025-11-27T20:25:07.878791] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:07.879636] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:07.879715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:07.884776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:07.940023] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 4.8s | Global ETA: 5m 17s
[2025-11-27T20:25:07.940159] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:25:07.940919] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:07.940995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:07.945658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:07.947624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:07.949948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:07.951501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:07.963011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:07.964678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:07.966542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:07.967051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:07.968206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:07.970204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:08.279847] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:25:08.323881] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:08.454657] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:08.503162] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:08.530507] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -2.26% | Symbol ETA: 4.3s | Global ETA: 5m 17s
[2025-11-27T20:25:08.530659] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:25:08.531393] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:08.531464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:08.536079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:08.538076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:08.540414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:08.541994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:08.603998] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -2.13% | Symbol ETA: 2.3s | Global ETA: 5m 17s
[2025-11-27T20:25:08.604135] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:08.604925] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:08.604999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:08.609667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:08.679160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:08.680520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:08.682174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:08.682656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:08.683680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:08.685526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:08.866906] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:25:09.012061] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:09.032028] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:09.110230] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 3.7s | Global ETA: 5m 17s
[2025-11-27T20:25:09.110368] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:25:09.111166] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:09.111238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:09.116094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:09.118145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:09.120563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:09.122192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:09.176008] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:09.271798] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 1.6s | Global ETA: 5m 18s
[2025-11-27T20:25:09.271937] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:09.272712] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:09.272785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:09.277522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:09.348502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:09.350062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:09.351792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:09.352298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:09.353375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:09.355281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:09.461606] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:25:09.626807] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:09.685339] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:09.704241] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -2.20% | Symbol ETA: 3.1s | Global ETA: 5m 18s
[2025-11-27T20:25:09.704395] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:25:09.705187] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:09.705259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:09.710102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:09.712103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:09.714670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:09.716435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:09.855869] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:09.963315] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 0.9s | Global ETA: 5m 18s
[2025-11-27T20:25:10.049609] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:25:10.131004] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -3.20%, Actual: 2.48%
[2025-11-27T20:25:10.225660] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:10.300493] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 2.5s | Global ETA: 5m 18s
[2025-11-27T20:25:10.300649] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:25:10.301379] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:10.301449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:10.302211] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.61%, Actual: 2.79%
[2025-11-27T20:25:10.306050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:10.308009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:10.310688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:10.312394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:10.464832] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -0.54%, Actual: 4.37%
[2025-11-27T20:25:10.642595] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:25:10.648672] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 2.79%
[2025-11-27T20:25:10.809067] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:10.817315] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 5.05%, Actual: 0.97%
[2025-11-27T20:25:10.884709] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 1.9s | Global ETA: 5m 18s
[2025-11-27T20:25:10.884845] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:25:10.885647] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:10.885716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:10.890516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:10.892536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:10.894961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:10.896602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:10.987137] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.59%
[2025-11-27T20:25:11.154594] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -2.16%, Actual: 4.01%
[2025-11-27T20:25:11.231608] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:25:11.320679] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.56%
[2025-11-27T20:25:11.396615] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:11.471646] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 1.3s | Global ETA: 5m 18s
[2025-11-27T20:25:11.471782] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:25:11.472551] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:11.472655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:11.477452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:11.479537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:11.481944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:11.483587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:11.489428] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 10.83%
[2025-11-27T20:25:11.657946] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 3.84%
[2025-11-27T20:25:11.658183] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 35.8040%
[2025-11-27T20:25:11.658298] [INFO ] [main      ] HELE: DISCARDED add_volatility_state_percentiles (score: 35.80%)
[2025-11-27T20:25:11.658359] [INFO ] [main      ] HELE: Testing feature 49/53: add_volume_dispersion
[2025-11-27T20:25:11.658404] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_volume_dispersion']
[2025-11-27T20:25:11.658458] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:11.670291] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:11.670625] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:11.671454] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:11.671529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:11.676215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:11.751498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:11.752957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:11.754379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:11.820147] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:25:11.987486] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:12.060331] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 0.7s | Global ETA: 5m 18s
[2025-11-27T20:25:12.060464] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:25:12.061245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:12.061314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:12.066036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:12.068058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:12.070444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:12.072023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:12.113887] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:12.277521] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:12.378771] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -4.79% | Symbol ETA: 7.1s | Global ETA: 5m 18s
[2025-11-27T20:25:12.378909] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:12.379669] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:12.379743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:12.384373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:12.464344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:12.466471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:12.468467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:12.493852] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:25:12.668916] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:12.740085] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 0.1s | Global ETA: 5m 18s
[2025-11-27T20:25:12.815236] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:12.907483] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: 0.14%, Actual: 1.21%
[2025-11-27T20:25:12.982130] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:13.079394] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.34%, Actual: 0.43%
[2025-11-27T20:25:13.080651] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 4.56% | Symbol ETA: 6.4s | Global ETA: 5m 18s
[2025-11-27T20:25:13.080788] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:13.081524] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:13.081623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:13.086395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:13.162081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:13.163592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:13.165025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:13.245923] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -2.26%, Actual: 1.66%
[2025-11-27T20:25:13.437206] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 0.64%
[2025-11-27T20:25:13.491965] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:13.600391] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -2.20%, Actual: 0.16%
[2025-11-27T20:25:13.654928] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:13.752731] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 7.59% | Symbol ETA: 5.6s | Global ETA: 5m 19s
[2025-11-27T20:25:13.752862] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:13.753628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:13.753698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:13.758343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:13.762636] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.81%
[2025-11-27T20:25:13.832911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:13.834423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:13.835840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:13.929918] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 1.81%
[2025-11-27T20:25:14.093934] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -1.89%, Actual: 0.99%
[2025-11-27T20:25:14.170989] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:14.257920] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.48%, Actual: 0.13%
[2025-11-27T20:25:14.336864] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:14.424035] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 1.52%
[2025-11-27T20:25:14.424237] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 38.0320%
[2025-11-27T20:25:14.424328] [INFO ] [main      ] HERO: DISCARDED add_volume_zscore (score: 38.03%)
[2025-11-27T20:25:14.424377] [INFO ] [main      ] HERO: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:25:14.424437] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day', 'add_vwap_deviations']
[2025-11-27T20:25:14.424484] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:25:14.434260] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 4.9s | Global ETA: 5m 19s
[2025-11-27T20:25:14.434397] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:14.435181] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:14.435255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:14.436908] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:14.437272] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 2
[2025-11-27T20:25:14.438103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:14.438206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:14.440044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:14.442888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:14.444887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:14.447243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:14.452924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:14.514155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:14.515608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:14.517004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:14.775654] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-24
[2025-11-27T20:25:14.871500] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:14.938691] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:15.016079] [INFO ] [main      ] HERO: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 5.2s | Global ETA: 5m 19s
[2025-11-27T20:25:15.016215] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 3
[2025-11-27T20:25:15.016964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:15.017037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:15.021742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:15.023681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:15.025979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:15.031614] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:15.046082] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:15.144440] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -2.38% | Symbol ETA: 4.2s | Global ETA: 5m 19s
[2025-11-27T20:25:15.144603] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:15.145356] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:15.145431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:15.150123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:15.222158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:15.223742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:15.225198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:15.360630] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-21
[2025-11-27T20:25:15.524552] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:15.559488] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:15.602710] [INFO ] [main      ] HERO: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 4.7s | Global ETA: 5m 19s
[2025-11-27T20:25:15.602843] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 4
[2025-11-27T20:25:15.603596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:15.603667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:15.608369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:15.610342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:15.612645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:15.618340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:15.726907] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:15.821689] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: -3.23% | Symbol ETA: 3.5s | Global ETA: 5m 19s
[2025-11-27T20:25:15.821830] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:15.822565] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:15.822656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:15.827386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:15.899600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:15.901114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:15.902499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:15.943904] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-20
[2025-11-27T20:25:16.109208] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:16.184900] [INFO ] [main      ] HERO: Lookback Days: 4, Magnitude: -1.05% | Symbol ETA: 4.1s | Global ETA: 5m 19s
[2025-11-27T20:25:16.185044] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 5
[2025-11-27T20:25:16.185807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:16.185879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:16.190561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:16.192529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:16.194845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:16.200482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:16.235049] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:16.401805] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:16.495397] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.67% | Symbol ETA: 2.8s | Global ETA: 5m 19s
[2025-11-27T20:25:16.495539] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:16.496322] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:16.496401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:16.501061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:16.527249] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-19
[2025-11-27T20:25:16.572756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:16.574313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:16.575738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:16.688298] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:16.761138] [INFO ] [main      ] HERO: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 3.5s | Global ETA: 5m 19s
[2025-11-27T20:25:16.761272] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 6
[2025-11-27T20:25:16.762025] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:16.762100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:16.766759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:16.770638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:16.773004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:16.778502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:16.903691] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:17.068605] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:17.105143] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-18
[2025-11-27T20:25:17.164055] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 2.1s | Global ETA: 5m 19s
[2025-11-27T20:25:17.164196] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:17.164960] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:17.165034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:17.169667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:17.240803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:17.242204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:17.243551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:17.269846] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:17.346280] [INFO ] [main      ] HERO: Lookback Days: 6, Magnitude: -1.59% | Symbol ETA: 2.9s | Global ETA: 5m 20s
[2025-11-27T20:25:17.346418] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 7
[2025-11-27T20:25:17.347204] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:17.347279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:17.352697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:17.354833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:17.357461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:17.364904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:17.574946] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:17.718611] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-17
[2025-11-27T20:25:17.738518] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:17.832212] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 1.4s | Global ETA: 5m 20s
[2025-11-27T20:25:17.832353] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:17.833123] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:17.833211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:17.837893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:17.888828] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:17.908654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:17.910004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:25:17.911391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:17.961383] [INFO ] [main      ] HERO: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 2.3s | Global ETA: 5m 20s
[2025-11-27T20:25:17.961526] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 8
[2025-11-27T20:25:17.962277] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:17.962351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:17.966994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:17.968986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:17.971273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:17.976737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:18.243880] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:18.305456] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-14
[2025-11-27T20:25:18.415674] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:18.471798] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:18.515302] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 3.15% | Symbol ETA: 0.7s | Global ETA: 5m 20s
[2025-11-27T20:25:18.545204] [INFO ] [main      ] HERO: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 1.8s | Global ETA: 5m 20s
[2025-11-27T20:25:18.545344] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 9
[2025-11-27T20:25:18.546103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:18.546185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:18.550912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:18.552851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:18.555252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:18.560879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:18.685984] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -4.79%, Actual: 2.48%
[2025-11-27T20:25:18.852352] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 4.56%, Actual: 2.79%
[2025-11-27T20:25:18.889755] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-13
[2025-11-27T20:25:19.017756] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 7.59%, Actual: 4.37%
[2025-11-27T20:25:19.053227] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:19.125250] [INFO ] [main      ] HERO: Lookback Days: 9, Magnitude: -2.86% | Symbol ETA: 1.2s | Global ETA: 5m 20s
[2025-11-27T20:25:19.125391] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 10
[2025-11-27T20:25:19.126141] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:19.126213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:19.130935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:19.132902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:19.135246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:19.140872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:19.183219] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 2.79%
[2025-11-27T20:25:19.365915] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -2.38%, Actual: 0.97%
[2025-11-27T20:25:19.469069] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-12
[2025-11-27T20:25:19.531406] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 0.59%
[2025-11-27T20:25:19.633218] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:19.698654] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.67%, Actual: 4.01%
[2025-11-27T20:25:19.704220] [INFO ] [main      ] HERO: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 0.6s | Global ETA: 5m 20s
[2025-11-27T20:25:19.704355] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 11
[2025-11-27T20:25:19.705104] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:19.705174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:19.709818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:25:19.711737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:19.714057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:19.719705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:19.864407] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.56%
[2025-11-27T20:25:20.029258] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 10.83%
[2025-11-27T20:25:20.053396] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-11
[2025-11-27T20:25:20.193728] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 3.15%, Actual: 3.84%
[2025-11-27T20:25:20.193941] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 47.0304%
[2025-11-27T20:25:20.194042] [INFO ] [main      ] HELE: DISCARDED add_volume_dispersion (score: 47.03%)
[2025-11-27T20:25:20.194091] [INFO ] [main      ] HELE: Testing feature 50/53: add_volume_flow_differentials
[2025-11-27T20:25:20.194132] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_volume_flow_differentials']
[2025-11-27T20:25:20.194176] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:20.208857] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:20.209211] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:20.210052] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:20.210125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:20.214733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:20.227650] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:20.288476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:20.290078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:20.292781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:20.298613] [INFO ] [main      ] HERO: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 0.0s | Global ETA: 5m 20s
[2025-11-27T20:25:20.462125] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -1.31%, Actual: 1.21%
[2025-11-27T20:25:20.625199] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 0.25%, Actual: 0.43%
[2025-11-27T20:25:20.636001] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:20.791307] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.05%, Actual: 1.66%
[2025-11-27T20:25:20.802300] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:20.908543] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -6.34% | Symbol ETA: 6.8s | Global ETA: 5m 20s
[2025-11-27T20:25:20.908708] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:20.909468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:20.909539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:20.914187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:20.955673] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -1.66%, Actual: 0.64%
[2025-11-27T20:25:20.990033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:20.991657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:20.994401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:21.119990] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: -1.59%, Actual: 0.16%
[2025-11-27T20:25:21.281443] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.81%
[2025-11-27T20:25:21.333417] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:21.445111] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 1.81%
[2025-11-27T20:25:21.499924] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:21.601800] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 6.1s | Global ETA: 5m 21s
[2025-11-27T20:25:21.601937] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:21.602765] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:21.602838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:21.607821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:21.608130] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.86%, Actual: 0.99%
[2025-11-27T20:25:21.683834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:21.685447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:21.688335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:21.770481] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.18%, Actual: 0.13%
[2025-11-27T20:25:21.933624] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 1.52%
[2025-11-27T20:25:21.933797] [INFO ] [main      ] HERO: Magnitude Forecast Confidence: 34.8286%
[2025-11-27T20:25:21.933889] [INFO ] [main      ] HERO: DISCARDED add_vwap_deviations (score: 34.83%)
[2025-11-27T20:25:21.933937] [INFO ] [main      ] HERO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:25:21.933978] [INFO ] [main      ] HERO: Best accuracy: 48.90%
[2025-11-27T20:25:21.934014] [INFO ] [main      ] HERO: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_pct_change', 'add_range_overlap_v_prior_day']
[2025-11-27T20:25:21.934051] [INFO ] [main      ] HERO: Improvement over baseline: 3.39%
[2025-11-27T20:25:21.934086] [INFO ] [main      ] HERO: Total time: 6.8 minutes
[2025-11-27T20:25:21.934120] [INFO ] [main      ] HERO: Average time per feature: 7.6 seconds
[2025-11-27T20:25:21.934148] [INFO ] [main      ] HERO: Average speed: 0.13 features/sec
[2025-11-27T20:25:22.023643] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:22.097631] [DEBUG] [METRICS   ] HERO: 2025-11-25:2025-11-26: Predicted: -0.59%, Actual: 1.21%
[2025-11-27T20:25:22.188188] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:22.258561] [DEBUG] [METRICS   ] HERO: 2025-11-24:2025-11-25: Predicted: 1.62%, Actual: 0.43%
[2025-11-27T20:25:22.290947] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 5.4s | Global ETA: 5m 21s
[2025-11-27T20:25:22.291082] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:22.291839] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:22.291911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:22.296462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:22.371207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:22.372669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:22.375408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:22.420874] [DEBUG] [METRICS   ] HERO: 2025-11-21:2025-11-24: Predicted: -1.74%, Actual: 1.66%
[2025-11-27T20:25:22.588474] [DEBUG] [METRICS   ] HERO: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.64%
[2025-11-27T20:25:22.702684] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:22.749893] [DEBUG] [METRICS   ] HERO: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.16%
[2025-11-27T20:25:22.882023] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:22.914647] [DEBUG] [METRICS   ] HERO: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.81%
[2025-11-27T20:25:22.982047] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 4.7s | Global ETA: 5m 21s
[2025-11-27T20:25:22.982187] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:22.982953] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:22.983024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:22.987615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:23.058613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:23.060014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:23.062818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:23.078832] [DEBUG] [METRICS   ] HERO: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.81%
[2025-11-27T20:25:23.243631] [DEBUG] [METRICS   ] HERO: 2025-11-14:2025-11-17: Predicted: -2.62%, Actual: 0.99%
[2025-11-27T20:25:23.400212] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:23.404882] [DEBUG] [METRICS   ] HERO: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 0.13%
[2025-11-27T20:25:23.567958] [DEBUG] [METRICS   ] HERO: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 1.52%
[2025-11-27T20:25:23.568449] [INFO ] [LOCAL     ] Saved configuration for HERO: 3 features, 48.90% accuracy -> ./output/feature-sets/HERO.json
[2025-11-27T20:25:23.569669] [INFO ] [main      ] Progress: 9/10 symbols completed (90.0%). HERO finished in 6m 54s. ETA: 2m 23s. Rate: 0.42 symbols/min
[2025-11-27T20:25:23.575460] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:23.672962] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 4.0s | Global ETA: 2m 23s
[2025-11-27T20:25:23.673102] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:23.673865] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:23.673936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:23.678798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:23.750137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:23.751455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:23.754086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:24.082130] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:24.246321] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:24.343848] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 3.3s | Global ETA: 2m 23s
[2025-11-27T20:25:24.343986] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:24.344745] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:24.344832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:24.349503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:24.420896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:24.422293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:24.424957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:24.756129] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:24.921738] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:25.018295] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: 3.66% | Symbol ETA: 2.6s | Global ETA: 2m 23s
[2025-11-27T20:25:25.018453] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:25.019232] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:25.019308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:25.024018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:25.095631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:25.097163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:25.099913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:25.430432] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:25.592599] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:25.688280] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 1.9s | Global ETA: 2m 23s
[2025-11-27T20:25:25.688415] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:25.689174] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:25.689246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:25.693897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:25.766048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:25.768137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:25.771116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:26.109674] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:26.273237] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:26.369718] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 1.2s | Global ETA: 2m 23s
[2025-11-27T20:25:26.369852] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:26.370701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:26.370773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:26.375422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:26.446714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:26.448244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:26.450960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:26.836646] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:27.006156] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:27.112342] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 3.20% | Symbol ETA: 0.5s | Global ETA: 2m 23s
[2025-11-27T20:25:27.291661] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.34%, Actual: 2.48%
[2025-11-27T20:25:27.460915] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 1.91%, Actual: 2.79%
[2025-11-27T20:25:27.632422] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.72%, Actual: 4.37%
[2025-11-27T20:25:27.815137] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 2.79%
[2025-11-27T20:25:27.983923] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.97%
[2025-11-27T20:25:28.150408] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.59%
[2025-11-27T20:25:28.314525] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: 3.66%, Actual: 4.01%
[2025-11-27T20:25:28.482909] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.56%
[2025-11-27T20:25:28.654046] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 10.83%
[2025-11-27T20:25:28.819847] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 3.20%, Actual: 3.84%
[2025-11-27T20:25:28.820073] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.9699%
[2025-11-27T20:25:28.820203] [INFO ] [main      ] HELE: DISCARDED add_volume_flow_differentials (score: 48.97%)
[2025-11-27T20:25:28.820258] [INFO ] [main      ] HELE: Testing feature 51/53: add_volume_pressure_into_close
[2025-11-27T20:25:28.820298] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_volume_pressure_into_close']
[2025-11-27T20:25:28.820352] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:28.832929] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:28.833308] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:28.834274] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:28.834358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:28.839334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:28.919348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:28.921347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:28.923513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:29.288773] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:29.519476] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:29.665898] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 7.8s | Global ETA: 2m 23s
[2025-11-27T20:25:29.666065] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:29.667114] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:29.667193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:29.672709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:29.782481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:29.784812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:29.787330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:30.201674] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:30.394828] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:30.499406] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -3.91% | Symbol ETA: 7.0s | Global ETA: 2m 23s
[2025-11-27T20:25:30.499548] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:30.500319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:30.500437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:30.505093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:30.576895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:30.578695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:30.580554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:30.911211] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:31.073539] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:31.171041] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: 3.83% | Symbol ETA: 5.8s | Global ETA: 2m 24s
[2025-11-27T20:25:31.171179] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:31.171942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:31.172015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:31.176619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:31.248221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:31.249504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:31.251067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:31.575879] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:31.744713] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:31.842600] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: -4.60% | Symbol ETA: 4.9s | Global ETA: 2m 24s
[2025-11-27T20:25:31.842736] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:31.843474] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:31.843546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:31.848139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:31.919622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:31.921071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:31.922688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:32.247655] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:32.409275] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:32.507019] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -1.53% | Symbol ETA: 4.0s | Global ETA: 2m 24s
[2025-11-27T20:25:32.507151] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:32.507910] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:32.507981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:32.512596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:32.583147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:32.584431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:32.585996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:32.920417] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:33.091256] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:33.192259] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 4.09% | Symbol ETA: 3.3s | Global ETA: 2m 24s
[2025-11-27T20:25:33.192392] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:33.193171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:33.193243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:33.197833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:33.270827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:33.272284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:33.273921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:33.601666] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:33.771975] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:33.875473] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -9.56% | Symbol ETA: 2.5s | Global ETA: 2m 24s
[2025-11-27T20:25:33.875633] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:33.876481] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:33.876557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:33.881460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:33.958020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:33.959596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:33.961470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:34.305995] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:34.470776] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:34.566747] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -6.33% | Symbol ETA: 1.8s | Global ETA: 2m 24s
[2025-11-27T20:25:34.566885] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:34.567638] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:34.567708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:34.572357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:34.643960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:34.645301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:34.647081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:34.984768] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:35.152238] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:35.247225] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -3.04% | Symbol ETA: 1.1s | Global ETA: 2m 24s
[2025-11-27T20:25:35.247373] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:35.248220] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:35.248304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:35.252995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:35.323119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:35.324470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:35.326085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:35.649603] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:35.814177] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:35.918812] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 5.96% | Symbol ETA: 0.3s | Global ETA: 2m 24s
[2025-11-27T20:25:36.089128] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -0.29%, Actual: 2.48%
[2025-11-27T20:25:36.251102] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -3.91%, Actual: 2.79%
[2025-11-27T20:25:36.411244] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 3.83%, Actual: 4.37%
[2025-11-27T20:25:36.572016] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -4.60%, Actual: 2.79%
[2025-11-27T20:25:36.732497] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -1.53%, Actual: 0.97%
[2025-11-27T20:25:36.896026] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 4.09%, Actual: 0.59%
[2025-11-27T20:25:37.059378] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -9.56%, Actual: 4.01%
[2025-11-27T20:25:37.227819] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -6.33%, Actual: 0.56%
[2025-11-27T20:25:37.393427] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -3.04%, Actual: 10.83%
[2025-11-27T20:25:37.558901] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 5.96%, Actual: 3.84%
[2025-11-27T20:25:37.559152] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 42.5881%
[2025-11-27T20:25:37.559285] [INFO ] [main      ] HELE: DISCARDED add_volume_pressure_into_close (score: 42.59%)
[2025-11-27T20:25:37.559352] [INFO ] [main      ] HELE: Testing feature 52/53: add_volume_zscore
[2025-11-27T20:25:37.559418] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_volume_zscore']
[2025-11-27T20:25:37.559485] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:37.572641] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:37.573017] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:37.573911] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:37.573985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:37.578798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:37.653026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:37.654669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:37.656389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:37.985786] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:38.153275] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:38.252802] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -2.55% | Symbol ETA: 6.3s | Global ETA: 2m 24s
[2025-11-27T20:25:38.252953] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:38.254139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:38.254213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:38.259187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:38.332696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:38.334233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:38.335915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:38.662435] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:38.826539] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:38.925774] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: 2.75% | Symbol ETA: 5.6s | Global ETA: 2m 24s
[2025-11-27T20:25:38.925918] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:38.926702] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:38.926771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:38.931554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:39.001853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:39.003215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:39.004813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:39.326622] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:39.488673] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:39.584971] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 4.9s | Global ETA: 2m 24s
[2025-11-27T20:25:39.585100] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:39.585895] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:39.585965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:39.590614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:39.661742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:39.663033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:39.664559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:39.991445] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:40.151943] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:40.247953] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 2.00% | Symbol ETA: 4.2s | Global ETA: 2m 25s
[2025-11-27T20:25:40.248086] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:40.248888] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:40.248958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:40.253537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:40.324280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:40.325607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:40.327147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:40.652495] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:40.815860] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:40.910386] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 3.5s | Global ETA: 2m 25s
[2025-11-27T20:25:40.910520] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:40.911275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:40.911346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:40.916000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:40.990497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:40.992161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:40.993983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:41.323613] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:41.488802] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:41.586535] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 2.8s | Global ETA: 2m 25s
[2025-11-27T20:25:41.586702] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:41.587455] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:41.587542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:41.592148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:41.663514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:41.665045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:41.666711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:42.005486] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:42.247490] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:42.352148] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -12.85% | Symbol ETA: 2.2s | Global ETA: 2m 25s
[2025-11-27T20:25:42.352283] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:42.353048] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:42.353118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:42.358207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:42.435731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:42.437437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:42.439213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:42.780293] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:42.941837] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:43.037634] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 1.5s | Global ETA: 2m 25s
[2025-11-27T20:25:43.037764] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:43.038511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:43.038599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:43.043158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:43.116854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:43.118195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:43.119747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:43.451883] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:43.622505] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:43.717564] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 0.9s | Global ETA: 2m 25s
[2025-11-27T20:25:43.717717] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:43.718476] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:43.718547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:43.723173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:43.793046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:43.794388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:25:43.795962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:44.130754] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:44.301012] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:44.400533] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 0.2s | Global ETA: 2m 25s
[2025-11-27T20:25:44.574694] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -2.55%, Actual: 2.48%
[2025-11-27T20:25:44.742505] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: 2.75%, Actual: 2.79%
[2025-11-27T20:25:44.915534] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -0.24%, Actual: 4.37%
[2025-11-27T20:25:45.083191] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 2.79%
[2025-11-27T20:25:45.256104] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: 1.59%, Actual: 0.97%
[2025-11-27T20:25:45.427125] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 0.59%
[2025-11-27T20:25:45.594354] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -12.85%, Actual: 4.01%
[2025-11-27T20:25:45.759206] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -0.99%, Actual: 0.56%
[2025-11-27T20:25:45.923737] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 10.83%
[2025-11-27T20:25:46.089456] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 3.84%
[2025-11-27T20:25:46.089714] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.2590%
[2025-11-27T20:25:46.089822] [INFO ] [main      ] HELE: DISCARDED add_volume_zscore (score: 48.26%)
[2025-11-27T20:25:46.089887] [INFO ] [main      ] HELE: Testing feature 53/53: add_vwap_deviations
[2025-11-27T20:25:46.089944] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity', 'add_vwap_deviations']
[2025-11-27T20:25:46.090011] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:25:46.102442] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:46.102860] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 2
[2025-11-27T20:25:46.103738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:46.103816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:46.108479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:46.181296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:46.182882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:46.188458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:46.516813] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-24
[2025-11-27T20:25:46.683051] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-25
[2025-11-27T20:25:46.783908] [INFO ] [main      ] HELE: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 6.1s | Global ETA: 2m 25s
[2025-11-27T20:25:46.784058] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 3
[2025-11-27T20:25:46.784903] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:46.784975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:46.789679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:46.862631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:46.864217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:46.870532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:47.205637] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-21
[2025-11-27T20:25:47.379339] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-24
[2025-11-27T20:25:47.486220] [INFO ] [main      ] HELE: Lookback Days: 3, Magnitude: -2.63% | Symbol ETA: 5.5s | Global ETA: 2m 25s
[2025-11-27T20:25:47.486362] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 4
[2025-11-27T20:25:47.487139] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:47.487212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:47.492239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:47.567465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:47.569808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:47.576366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:47.901433] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-20
[2025-11-27T20:25:48.062812] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-21
[2025-11-27T20:25:48.161496] [INFO ] [main      ] HELE: Lookback Days: 4, Magnitude: -1.43% | Symbol ETA: 4.8s | Global ETA: 2m 25s
[2025-11-27T20:25:48.161653] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 5
[2025-11-27T20:25:48.162428] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:48.162501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:48.167136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:48.239139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:48.240457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:48.245925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:48.589205] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-19
[2025-11-27T20:25:48.752596] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-20
[2025-11-27T20:25:48.849054] [INFO ] [main      ] HELE: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 4.1s | Global ETA: 2m 26s
[2025-11-27T20:25:48.849189] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 6
[2025-11-27T20:25:48.849964] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:48.850033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:48.854846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:48.929702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:48.931089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:48.936967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:49.274448] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-18
[2025-11-27T20:25:49.438807] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-19
[2025-11-27T20:25:49.538728] [INFO ] [main      ] HELE: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 3.4s | Global ETA: 2m 26s
[2025-11-27T20:25:49.538861] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 7
[2025-11-27T20:25:49.539657] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:49.539734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:49.544349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:49.617431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:49.618874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:49.624819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:49.968464] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-17
[2025-11-27T20:25:50.141097] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-18
[2025-11-27T20:25:50.237811] [INFO ] [main      ] HELE: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 2.8s | Global ETA: 2m 26s
[2025-11-27T20:25:50.237945] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 8
[2025-11-27T20:25:50.238722] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:50.238792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:50.243519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:50.314108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:50.315378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:50.321070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:50.654423] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-14
[2025-11-27T20:25:50.819060] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-17
[2025-11-27T20:25:50.916397] [INFO ] [main      ] HELE: Lookback Days: 8, Magnitude: -3.42% | Symbol ETA: 2.1s | Global ETA: 2m 26s
[2025-11-27T20:25:50.916534] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 9
[2025-11-27T20:25:50.917275] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:50.917347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:50.921952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:50.992827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:50.994286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:50.999759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:51.325440] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-13
[2025-11-27T20:25:51.489801] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-14
[2025-11-27T20:25:51.586527] [INFO ] [main      ] HELE: Lookback Days: 9, Magnitude: -3.58% | Symbol ETA: 1.4s | Global ETA: 2m 26s
[2025-11-27T20:25:51.586673] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 10
[2025-11-27T20:25:51.587403] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:51.587476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:51.592144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:51.665972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:51.667372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:51.673078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:52.003202] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-12
[2025-11-27T20:25:52.167069] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-13
[2025-11-27T20:25:52.261760] [INFO ] [main      ] HELE: Lookback Days: 10, Magnitude: -8.08% | Symbol ETA: 0.7s | Global ETA: 2m 26s
[2025-11-27T20:25:52.261897] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 11
[2025-11-27T20:25:52.262675] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:52.262744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:52.267543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:25:52.339171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:25:52.340562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:52.346453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:52.690990] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-11
[2025-11-27T20:25:52.864117] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-12
[2025-11-27T20:25:52.962558] [INFO ] [main      ] HELE: Lookback Days: 11, Magnitude: 15.49% | Symbol ETA: 0.0s | Global ETA: 2m 26s
[2025-11-27T20:25:53.124872] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -1.08%, Actual: 2.48%
[2025-11-27T20:25:53.291513] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -2.63%, Actual: 2.79%
[2025-11-27T20:25:53.461645] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: -1.43%, Actual: 4.37%
[2025-11-27T20:25:53.648361] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 2.79%
[2025-11-27T20:25:53.832511] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.97%
[2025-11-27T20:25:53.996835] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.59%
[2025-11-27T20:25:54.161623] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -3.42%, Actual: 4.01%
[2025-11-27T20:25:54.326102] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 0.56%
[2025-11-27T20:25:54.491944] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -8.08%, Actual: 10.83%
[2025-11-27T20:25:54.655105] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 15.49%, Actual: 3.84%
[2025-11-27T20:25:54.655319] [INFO ] [main      ] HELE: Magnitude Forecast Confidence: 48.4331%
[2025-11-27T20:25:54.655429] [INFO ] [main      ] HELE: DISCARDED add_vwap_deviations (score: 48.43%)
[2025-11-27T20:25:54.655480] [INFO ] [main      ] HELE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T20:25:54.655521] [INFO ] [main      ] HELE: Best accuracy: 55.36%
[2025-11-27T20:25:54.655561] [INFO ] [main      ] HELE: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity']
[2025-11-27T20:25:54.655632] [INFO ] [main      ] HELE: Improvement over baseline: 14.04%
[2025-11-27T20:25:54.655673] [INFO ] [main      ] HELE: Total time: 7.5 minutes
[2025-11-27T20:25:54.655710] [INFO ] [main      ] HELE: Average time per feature: 8.5 seconds
[2025-11-27T20:25:54.655746] [INFO ] [main      ] HELE: Average speed: 0.12 features/sec
[2025-11-27T20:25:54.824396] [DEBUG] [METRICS   ] HELE: 2025-11-25:2025-11-26: Predicted: -6.46%, Actual: 2.48%
[2025-11-27T20:25:55.010323] [DEBUG] [METRICS   ] HELE: 2025-11-24:2025-11-25: Predicted: -1.77%, Actual: 2.79%
[2025-11-27T20:25:55.192744] [DEBUG] [METRICS   ] HELE: 2025-11-21:2025-11-24: Predicted: 4.69%, Actual: 4.37%
[2025-11-27T20:25:55.378094] [DEBUG] [METRICS   ] HELE: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 2.79%
[2025-11-27T20:25:55.563644] [DEBUG] [METRICS   ] HELE: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.97%
[2025-11-27T20:25:55.748956] [DEBUG] [METRICS   ] HELE: 2025-11-18:2025-11-19: Predicted: -5.35%, Actual: 0.59%
[2025-11-27T20:25:55.935308] [DEBUG] [METRICS   ] HELE: 2025-11-17:2025-11-18: Predicted: -5.16%, Actual: 4.01%
[2025-11-27T20:25:56.122412] [DEBUG] [METRICS   ] HELE: 2025-11-14:2025-11-17: Predicted: -3.82%, Actual: 0.56%
[2025-11-27T20:25:56.305609] [DEBUG] [METRICS   ] HELE: 2025-11-13:2025-11-14: Predicted: -9.55%, Actual: 10.83%
[2025-11-27T20:25:56.491124] [DEBUG] [METRICS   ] HELE: 2025-11-12:2025-11-13: Predicted: 4.99%, Actual: 3.84%
[2025-11-27T20:25:56.491762] [INFO ] [LOCAL     ] Saved configuration for HELE: 3 features, 55.36% accuracy -> ./output/feature-sets/HELE.json
[2025-11-27T20:25:56.493194] [INFO ] [main      ] Progress: 10/10 symbols completed (100.0%). HELE finished in 7m 39s. ETA: 0.0s. Rate: 0.46 symbols/min
[2025-11-27T20:25:56.526957] [INFO ] [main      ] Parallel configuration completed in 21m 57s. Processed 10 symbols.
[2025-11-27T20:25:56.527130] [INFO ] [main      ] Configuration success rate: 100.0% (10/10 symbols)
[2025-11-27T20:25:57.156885] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (10/10 @ 100.00%)'
[2025-11-27T20:25:57.172343] [INFO ] [MODE      ] Using multithreaded
[2025-11-27T20:25:57.172444] [INFO ] [main      ] Fetching signal forecasts...
[2025-11-27T20:25:57.172516] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-11-27T20:25:57.210905] [DEBUG] [REMOTE    ] Found 33 available forecast dates.
[2025-11-27T20:25:57.211144] [INFO ] [main      ] Found available forecast date (2025-11-28).
[2025-11-27T20:25:57.211245] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-28.txt'.
[2025-11-27T20:25:57.220187] [DEBUG] [REMOTE    ] Fetched 3662 signal forecasts for 2025-11-28.
[2025-11-27T20:25:57.220596] [INFO ] [main      ] Fetched 3662 forecasts.
[2025-11-27T20:25:57.220976] [INFO ] [main      ] Found 1001 high-confidence bullish forecasts (>= 80.0%).
[2025-11-27T20:25:57.221075] [INFO ] [main      ] Starting parallel forecast generation with 4 worker processes for 1001 symbols
[2025-11-27T20:25:57.254438] [INFO ] [main      ] Fetching symbol history for DGRE...
[2025-11-27T20:25:57.254753] [INFO ] [main      ] Fetching symbol history for GPRE...
[2025-11-27T20:25:57.255188] [DEBUG] [REMOTE    ] GPRE: Fetching historical data.
[2025-11-27T20:25:57.255193] [DEBUG] [REMOTE    ] DGRE: Fetching historical data.
[2025-11-27T20:25:57.254806] [INFO ] [main      ] Fetching symbol history for PCN...
[2025-11-27T20:25:57.255529] [DEBUG] [REMOTE    ] PCN: Fetching historical data.
[2025-11-27T20:25:57.254846] [INFO ] [main      ] Fetching symbol history for CCK...
[2025-11-27T20:25:57.256796] [DEBUG] [REMOTE    ] CCK: Fetching historical data.
[2025-11-27T20:25:57.283665] [DEBUG] [REMOTE    ] CCK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.285701] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 5 features, N/A% accuracy
[2025-11-27T20:25:57.285839] [INFO ] [LOCAL     ] CCK: Loaded 5 optimal features with 58.19% confidence from JSON config
[2025-11-27T20:25:57.285941] [DEBUG] [MAG       ] Building data for symbol: CCK with lookback: 0
[2025-11-27T20:25:57.287926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:25:57.288078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.288791] [DEBUG] [REMOTE    ] PCN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.290837] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 4 features, N/A% accuracy
[2025-11-27T20:25:57.290916] [INFO ] [LOCAL     ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config
[2025-11-27T20:25:57.290998] [DEBUG] [MAG       ] Building data for symbol: PCN with lookback: 0
[2025-11-27T20:25:57.292076] [DEBUG] [REMOTE    ] DGRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.293212] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:57.293310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.293457] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 2 features, N/A% accuracy
[2025-11-27T20:25:57.293535] [INFO ] [LOCAL     ] DGRE: Loaded 2 optimal features with 51.96% confidence from JSON config
[2025-11-27T20:25:57.293607] [DEBUG] [MAG       ] Building data for symbol: DGRE with lookback: 0
[2025-11-27T20:25:57.293520] [DEBUG] [REMOTE    ] GPRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.294798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:25:57.295484] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 4 features, N/A% accuracy
[2025-11-27T20:25:57.295657] [INFO ] [LOCAL     ] GPRE: Loaded 4 optimal features with 72.81% confidence from JSON config
[2025-11-27T20:25:57.295723] [DEBUG] [MAG       ] Building data for symbol: GPRE with lookback: 0
[2025-11-27T20:25:57.296398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:25:57.296551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.296892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:25:57.297555] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:57.297672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.300452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:57.302885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:57.303753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:25:57.303934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:25:57.304659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:25:57.304917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.307235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.308934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:25:57.312247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:25:57.313021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.335885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:25:57.337496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:25:57.340434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.655565] [DEBUG] [MAG       ] PCN: Last date is validated at 2025-11-26
[2025-11-27T20:25:57.656667] [DEBUG] [MAG       ] DGRE: Last date is validated at 2025-11-26
[2025-11-27T20:25:57.683783] [DEBUG] [MAG       ] CCK: Last date is validated at 2025-11-26
[2025-11-27T20:25:57.689522] [DEBUG] [MAG       ] GPRE: Last date is validated at 2025-11-26
[2025-11-27T20:25:57.827727] [DEBUG] [MAG       ] PCN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:57.829042] [DEBUG] [MAG       ] DGRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:57.850965] [DEBUG] [MAG       ] CCK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:57.858629] [DEBUG] [MAG       ] GPRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:57.900244] [INFO ] [LOCAL     ] PCN: Saved forecast.
[2025-11-27T20:25:57.900587] [INFO ] [main      ] PCN: Signal=1 (Conf=100.0%), Magnitude=0.38% (Conf=56.2675%)
[2025-11-27T20:25:57.901315] [INFO ] [main      ] Fetching symbol history for CNK...
[2025-11-27T20:25:57.901431] [DEBUG] [REMOTE    ] CNK: Fetching historical data.
[2025-11-27T20:25:57.901736] [INFO ] [main      ] Progress: 1/1001 forecasts completed (0.1%). PCN finished in 0.6s. ETA: 11m 21s. Rate: 88.16 forecasts/min
[2025-11-27T20:25:57.905680] [INFO ] [LOCAL     ] DGRE: Saved forecast.
[2025-11-27T20:25:57.906005] [INFO ] [main      ] DGRE: Signal=1 (Conf=100.0%), Magnitude=-0.75% (Conf=51.9643%)
[2025-11-27T20:25:57.906742] [INFO ] [main      ] Progress: 2/1001 forecasts completed (0.2%). DGRE finished in 0.7s. ETA: 5m 42s. Rate: 175.03 forecasts/min
[2025-11-27T20:25:57.906704] [INFO ] [main      ] Fetching symbol history for RRGB...
[2025-11-27T20:25:57.906861] [DEBUG] [REMOTE    ] RRGB: Fetching historical data.
[2025-11-27T20:25:57.914719] [DEBUG] [REMOTE    ] CNK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.916605] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 6 features, N/A% accuracy
[2025-11-27T20:25:57.916727] [INFO ] [LOCAL     ] CNK: Loaded 6 optimal features with 53.39% confidence from JSON config
[2025-11-27T20:25:57.916820] [DEBUG] [MAG       ] Building data for symbol: CNK with lookback: 0
[2025-11-27T20:25:57.918040] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:25:57.918194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:57.920065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:57.920243] [DEBUG] [REMOTE    ] RRGB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.920799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:57.921373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:57.921900] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 6 features, N/A% accuracy
[2025-11-27T20:25:57.921876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:25:57.921969] [INFO ] [LOCAL     ] RRGB: Loaded 6 optimal features with 56.01% confidence from JSON config
[2025-11-27T20:25:57.922007] [DEBUG] [MAG       ] Building data for symbol: RRGB with lookback: 0
[2025-11-27T20:25:57.923034] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:25:57.923109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.928438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:57.930486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:57.931297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:57.931870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:25:57.933158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:25:57.933961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.948820] [INFO ] [LOCAL     ] GPRE: Saved forecast.
[2025-11-27T20:25:57.949123] [INFO ] [main      ] GPRE: Signal=1 (Conf=100.0%), Magnitude=-0.78% (Conf=72.8115%)
[2025-11-27T20:25:57.949714] [INFO ] [main      ] Progress: 3/1001 forecasts completed (0.3%). GPRE finished in 0.7s. ETA: 4m 2s. Rate: 247.06 forecasts/min
[2025-11-27T20:25:57.949925] [INFO ] [main      ] Fetching symbol history for JKHY...
[2025-11-27T20:25:57.950040] [DEBUG] [REMOTE    ] JKHY: Fetching historical data.
[2025-11-27T20:25:57.961229] [DEBUG] [REMOTE    ] JKHY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.962264] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 9 features, N/A% accuracy
[2025-11-27T20:25:57.962385] [INFO ] [LOCAL     ] JKHY: Loaded 9 optimal features with 53.57% confidence from JSON config
[2025-11-27T20:25:57.962489] [DEBUG] [MAG       ] Building data for symbol: JKHY with lookback: 0
[2025-11-27T20:25:57.963377] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:25:57.963512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:57.964023] [INFO ] [LOCAL     ] CCK: Saved forecast.
[2025-11-27T20:25:57.964305] [INFO ] [main      ] CCK: Signal=1 (Conf=100.0%), Magnitude=0.26% (Conf=58.1949%)
[2025-11-27T20:25:57.964883] [INFO ] [main      ] Progress: 4/1001 forecasts completed (0.4%). CCK finished in 0.7s. ETA: 3m 5s. Rate: 322.69 forecasts/min
[2025-11-27T20:25:57.965088] [INFO ] [main      ] Fetching symbol history for TS...
[2025-11-27T20:25:57.965192] [DEBUG] [REMOTE    ] TS: Fetching historical data.
[2025-11-27T20:25:57.965432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:57.966071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:57.966563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:25:57.969448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:25:57.970200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:57.970715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:57.972057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:57.974140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:25:57.974758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:25:57.976271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.976377] [DEBUG] [REMOTE    ] TS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:57.978129] [DEBUG] [LOCAL     ] Loaded configuration for TS: 1 features, N/A% accuracy
[2025-11-27T20:25:57.978221] [INFO ] [LOCAL     ] TS: Loaded 1 optimal features with 63.90% confidence from JSON config
[2025-11-27T20:25:57.978258] [DEBUG] [MAG       ] Building data for symbol: TS with lookback: 0
[2025-11-27T20:25:57.979154] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:25:57.979223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:57.981556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:57.984130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:58.280293] [DEBUG] [MAG       ] RRGB: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.319747] [DEBUG] [MAG       ] CNK: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.327880] [DEBUG] [MAG       ] JKHY: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.334565] [DEBUG] [MAG       ] TS: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.452510] [DEBUG] [MAG       ] RRGB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:58.494597] [DEBUG] [MAG       ] CNK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:58.494690] [DEBUG] [MAG       ] JKHY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:58.518118] [DEBUG] [MAG       ] TS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:58.526214] [INFO ] [LOCAL     ] RRGB: Saved forecast.
[2025-11-27T20:25:58.526793] [INFO ] [main      ] RRGB: Signal=1 (Conf=100.0%), Magnitude=12.17% (Conf=56.0096%)
[2025-11-27T20:25:58.527367] [INFO ] [main      ] Fetching symbol history for SEM...
[2025-11-27T20:25:58.527477] [DEBUG] [REMOTE    ] SEM: Fetching historical data.
[2025-11-27T20:25:58.528667] [INFO ] [main      ] Progress: 5/1001 forecasts completed (0.5%). RRGB finished in 0.6s. ETA: 4m 20s. Rate: 229.44 forecasts/min
[2025-11-27T20:25:58.539971] [DEBUG] [REMOTE    ] SEM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:58.541765] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 5 features, N/A% accuracy
[2025-11-27T20:25:58.541884] [INFO ] [LOCAL     ] SEM: Loaded 5 optimal features with 67.64% confidence from JSON config
[2025-11-27T20:25:58.541974] [DEBUG] [MAG       ] Building data for symbol: SEM with lookback: 0
[2025-11-27T20:25:58.542928] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:25:58.543050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:58.547922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:58.549863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:58.550424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:58.550980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:25:58.552555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:58.585370] [INFO ] [LOCAL     ] CNK: Saved forecast.
[2025-11-27T20:25:58.585737] [INFO ] [main      ] CNK: Signal=1 (Conf=100.0%), Magnitude=-1.94% (Conf=53.3928%)
[2025-11-27T20:25:58.586049] [INFO ] [main      ] Fetching symbol history for NVO...
[2025-11-27T20:25:58.586442] [DEBUG] [REMOTE    ] NVO: Fetching historical data.
[2025-11-27T20:25:58.587813] [INFO ] [main      ] Progress: 6/1001 forecasts completed (0.6%). CNK finished in 0.7s. ETA: 3m 47s. Rate: 263.42 forecasts/min
[2025-11-27T20:25:58.596473] [INFO ] [LOCAL     ] TS: Saved forecast.
[2025-11-27T20:25:58.596688] [INFO ] [main      ] TS: Signal=1 (Conf=100.0%), Magnitude=0.75% (Conf=63.9039%)
[2025-11-27T20:25:58.597095] [INFO ] [main      ] Progress: 7/1001 forecasts completed (0.7%). TS finished in 0.6s. ETA: 3m 15s. Rate: 305.24 forecasts/min
[2025-11-27T20:25:58.597271] [INFO ] [main      ] Fetching symbol history for PVL...
[2025-11-27T20:25:58.597370] [DEBUG] [REMOTE    ] PVL: Fetching historical data.
[2025-11-27T20:25:58.600866] [DEBUG] [REMOTE    ] NVO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:58.602753] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 6 features, N/A% accuracy
[2025-11-27T20:25:58.602880] [INFO ] [LOCAL     ] NVO: Loaded 6 optimal features with 56.02% confidence from JSON config
[2025-11-27T20:25:58.602976] [DEBUG] [MAG       ] Building data for symbol: NVO with lookback: 0
[2025-11-27T20:25:58.604067] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:25:58.604203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:58.606266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:58.606926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:58.607454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:25:58.608454] [DEBUG] [REMOTE    ] PVL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:58.609303] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 7 features, N/A% accuracy
[2025-11-27T20:25:58.609365] [INFO ] [LOCAL     ] PVL: Loaded 7 optimal features with 40.39% confidence from JSON config
[2025-11-27T20:25:58.609399] [DEBUG] [MAG       ] Building data for symbol: PVL with lookback: 0
[2025-11-27T20:25:58.610204] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:25:58.610279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:58.610677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:25:58.611432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:25:58.612239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:58.612909] [INFO ] [LOCAL     ] JKHY: Saved forecast.
[2025-11-27T20:25:58.613181] [INFO ] [main      ] JKHY: Signal=1 (Conf=100.0%), Magnitude=0.29% (Conf=53.5721%)
[2025-11-27T20:25:58.613792] [INFO ] [main      ] Progress: 8/1001 forecasts completed (0.8%). JKHY finished in 0.7s. ETA: 2m 53s. Rate: 344.67 forecasts/min
[2025-11-27T20:25:58.613638] [INFO ] [main      ] Fetching symbol history for AN...
[2025-11-27T20:25:58.614072] [DEBUG] [REMOTE    ] AN: Fetching historical data.
[2025-11-27T20:25:58.615058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:25:58.616352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:58.618183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:58.618831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:25:58.620279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:25:58.622324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:25:58.625128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:58.625662] [DEBUG] [REMOTE    ] AN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:58.626740] [DEBUG] [LOCAL     ] Loaded configuration for AN: 5 features, N/A% accuracy
[2025-11-27T20:25:58.626858] [INFO ] [LOCAL     ] AN: Loaded 5 optimal features with 60.13% confidence from JSON config
[2025-11-27T20:25:58.626950] [DEBUG] [MAG       ] Building data for symbol: AN with lookback: 0
[2025-11-27T20:25:58.627852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:25:58.627979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:25:58.629053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:25:58.630036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:25:58.631455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:25:58.632949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:25:58.634750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:58.888050] [DEBUG] [MAG       ] SEM: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.954564] [DEBUG] [MAG       ] PVL: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.970560] [DEBUG] [MAG       ] NVO: Last date is validated at 2025-11-26
[2025-11-27T20:25:58.975170] [DEBUG] [MAG       ] AN: Last date is validated at 2025-11-26
[2025-11-27T20:25:59.060602] [DEBUG] [MAG       ] SEM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.117346] [DEBUG] [MAG       ] PVL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.141530] [INFO ] [LOCAL     ] SEM: Saved forecast.
[2025-11-27T20:25:59.141871] [INFO ] [main      ] SEM: Signal=1 (Conf=100.0%), Magnitude=-3.90% (Conf=67.642%)
[2025-11-27T20:25:59.141594] [DEBUG] [MAG       ] AN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.142261] [INFO ] [main      ] Fetching symbol history for VALE...
[2025-11-27T20:25:59.142330] [DEBUG] [REMOTE    ] VALE: Fetching historical data.
[2025-11-27T20:25:59.142700] [INFO ] [main      ] Progress: 9/1001 forecasts completed (0.9%). SEM finished in 0.6s. ETA: 3m 32s. Rate: 281.02 forecasts/min
[2025-11-27T20:25:59.144163] [DEBUG] [MAG       ] NVO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.231867] [INFO ] [LOCAL     ] PVL: Saved forecast.
[2025-11-27T20:25:59.231954] [INFO ] [main      ] PVL: Signal=1 (Conf=100.0%), Magnitude=1.81% (Conf=40.3916%)
[2025-11-27T20:25:59.232144] [INFO ] [main      ] Fetching symbol history for BBLG...
[2025-11-27T20:25:59.232195] [DEBUG] [REMOTE    ] BBLG: Fetching historical data.
[2025-11-27T20:25:59.232515] [INFO ] [main      ] Progress: 10/1001 forecasts completed (1.0%). PVL finished in 0.6s. ETA: 3m 19s. Rate: 298.30 forecasts/min
[2025-11-27T20:25:59.248962] [DEBUG] [REMOTE    ] BBLG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.250159] [DEBUG] [REMOTE    ] VALE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.250396] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 6 features, N/A% accuracy
[2025-11-27T20:25:59.250458] [INFO ] [LOCAL     ] BBLG: Loaded 6 optimal features with 55.63% confidence from JSON config
[2025-11-27T20:25:59.250493] [DEBUG] [MAG       ] Building data for symbol: BBLG with lookback: 0
[2025-11-27T20:25:59.251249] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:25:59.251212] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 5 features, N/A% accuracy
[2025-11-27T20:25:59.251319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:59.251457] [INFO ] [LOCAL     ] VALE: Loaded 5 optimal features with 53.62% confidence from JSON config
[2025-11-27T20:25:59.251553] [DEBUG] [MAG       ] Building data for symbol: VALE with lookback: 0
[2025-11-27T20:25:59.252443] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:25:59.252589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:25:59.255990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:59.257100] [INFO ] [LOCAL     ] AN: Saved forecast.
[2025-11-27T20:25:59.257185] [INFO ] [main      ] AN: Signal=1 (Conf=100.0%), Magnitude=-1.61% (Conf=60.1305%)
[2025-11-27T20:25:59.257342] [INFO ] [main      ] Fetching symbol history for PSCH...
[2025-11-27T20:25:59.257387] [DEBUG] [REMOTE    ] PSCH: Fetching historical data.
[2025-11-27T20:25:59.257740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:59.258011] [INFO ] [main      ] Progress: 11/1001 forecasts completed (1.1%). AN finished in 0.6s. ETA: 3m 3s. Rate: 324.03 forecasts/min
[2025-11-27T20:25:59.257764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:59.258287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:59.258731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:25:59.260800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:25:59.261367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:59.261864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:25:59.262711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:59.268084] [DEBUG] [REMOTE    ] PSCH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.269103] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 0 features, N/A% accuracy
[2025-11-27T20:25:59.269173] [INFO ] [LOCAL     ] PSCH: Loaded 0 optimal features with 64.82% confidence from JSON config
[2025-11-27T20:25:59.269207] [DEBUG] [MAG       ] Building data for symbol: PSCH with lookback: 0
[2025-11-27T20:25:59.269972] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:25:59.285741] [INFO ] [LOCAL     ] NVO: Saved forecast.
[2025-11-27T20:25:59.285884] [INFO ] [main      ] NVO: Signal=1 (Conf=100.0%), Magnitude=5.49% (Conf=56.0234%)
[2025-11-27T20:25:59.286416] [INFO ] [main      ] Fetching symbol history for IBM...
[2025-11-27T20:25:59.286473] [DEBUG] [REMOTE    ] IBM: Fetching historical data.
[2025-11-27T20:25:59.286765] [INFO ] [main      ] Progress: 12/1001 forecasts completed (1.2%). NVO finished in 0.7s. ETA: 2m 50s. Rate: 348.56 forecasts/min
[2025-11-27T20:25:59.301266] [DEBUG] [REMOTE    ] IBM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.302322] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 3 features, N/A% accuracy
[2025-11-27T20:25:59.302388] [INFO ] [LOCAL     ] IBM: Loaded 3 optimal features with 72.49% confidence from JSON config
[2025-11-27T20:25:59.302424] [DEBUG] [MAG       ] Building data for symbol: IBM with lookback: 0
[2025-11-27T20:25:59.303393] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:25:59.303469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:25:59.304316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:25:59.305278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:25:59.307240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:59.364394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:25:59.366951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:59.590526] [DEBUG] [MAG       ] VALE: Last date is validated at 2025-11-26
[2025-11-27T20:25:59.595117] [DEBUG] [MAG       ] PSCH: Last date is validated at 2025-11-26
[2025-11-27T20:25:59.659540] [DEBUG] [MAG       ] IBM: Last date is validated at 2025-11-26
[2025-11-27T20:25:59.694486] [DEBUG] [MAG       ] BBLG: Last date is validated at 2025-11-26
[2025-11-27T20:25:59.753654] [DEBUG] [MAG       ] VALE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.757955] [DEBUG] [MAG       ] PSCH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.814874] [INFO ] [LOCAL     ] VALE: Saved forecast.
[2025-11-27T20:25:59.815106] [INFO ] [main      ] VALE: Signal=1 (Conf=100.0%), Magnitude=0.50% (Conf=53.6249%)
[2025-11-27T20:25:59.815363] [INFO ] [main      ] Fetching symbol history for RAIL...
[2025-11-27T20:25:59.815629] [DEBUG] [REMOTE    ] RAIL: Fetching historical data.
[2025-11-27T20:25:59.816627] [INFO ] [main      ] Progress: 13/1001 forecasts completed (1.3%). VALE finished in 0.7s. ETA: 3m 17s. Rate: 300.52 forecasts/min
[2025-11-27T20:25:59.827599] [DEBUG] [REMOTE    ] RAIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.828632] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 1 features, N/A% accuracy
[2025-11-27T20:25:59.828747] [INFO ] [LOCAL     ] RAIL: Loaded 1 optimal features with 49.20% confidence from JSON config
[2025-11-27T20:25:59.828839] [DEBUG] [MAG       ] Building data for symbol: RAIL with lookback: 0
[2025-11-27T20:25:59.829730] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:25:59.829848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:25:59.832308] [DEBUG] [MAG       ] IBM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.834098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:59.834082] [INFO ] [LOCAL     ] PSCH: Saved forecast.
[2025-11-27T20:25:59.834344] [INFO ] [main      ] PSCH: Signal=1 (Conf=100.0%), Magnitude=1.45% (Conf=64.8248%)
[2025-11-27T20:25:59.834752] [INFO ] [main      ] Fetching symbol history for MSA...
[2025-11-27T20:25:59.834861] [DEBUG] [REMOTE    ] MSA: Fetching historical data.
[2025-11-27T20:25:59.835669] [INFO ] [main      ] Progress: 14/1001 forecasts completed (1.4%). PSCH finished in 0.6s. ETA: 3m 4s. Rate: 321.28 forecasts/min
[2025-11-27T20:25:59.845711] [DEBUG] [REMOTE    ] MSA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.846656] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 8 features, N/A% accuracy
[2025-11-27T20:25:59.846724] [INFO ] [LOCAL     ] MSA: Loaded 8 optimal features with 44.64% confidence from JSON config
[2025-11-27T20:25:59.846823] [DEBUG] [MAG       ] Building data for symbol: MSA with lookback: 0
[2025-11-27T20:25:59.847681] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:25:59.847759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:59.849521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:59.850111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:25:59.857970] [DEBUG] [MAG       ] BBLG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:25:59.931960] [INFO ] [LOCAL     ] BBLG: Saved forecast.
[2025-11-27T20:25:59.932192] [INFO ] [main      ] BBLG: Signal=1 (Conf=100.0%), Magnitude=-11.13% (Conf=55.629%)
[2025-11-27T20:25:59.932792] [INFO ] [main      ] Progress: 15/1001 forecasts completed (1.5%). BBLG finished in 0.7s. ETA: 2m 58s. Rate: 331.90 forecasts/min
[2025-11-27T20:25:59.932684] [INFO ] [main      ] Fetching symbol history for FEPI...
[2025-11-27T20:25:59.932963] [DEBUG] [REMOTE    ] FEPI: Fetching historical data.
[2025-11-27T20:25:59.944894] [DEBUG] [REMOTE    ] FEPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.946674] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 4 features, N/A% accuracy
[2025-11-27T20:25:59.946794] [INFO ] [LOCAL     ] FEPI: Loaded 4 optimal features with 45.86% confidence from JSON config
[2025-11-27T20:25:59.946896] [DEBUG] [MAG       ] Building data for symbol: FEPI with lookback: 0
[2025-11-27T20:25:59.947784] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:25:59.947906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:25:59.949734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:25:59.950323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:25:59.950866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:25:59.951844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:25:59.956057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:25:59.958144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:25:59.959232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:25:59.960483] [INFO ] [LOCAL     ] IBM: Saved forecast.
[2025-11-27T20:25:59.960830] [INFO ] [main      ] IBM: Signal=1 (Conf=100.0%), Magnitude=-0.06% (Conf=72.4875%)
[2025-11-27T20:25:59.961371] [INFO ] [main      ] Fetching symbol history for SO...
[2025-11-27T20:25:59.961482] [DEBUG] [REMOTE    ] SO: Fetching historical data.
[2025-11-27T20:25:59.962652] [INFO ] [main      ] Progress: 16/1001 forecasts completed (1.6%). IBM finished in 0.7s. ETA: 2m 49s. Rate: 350.17 forecasts/min
[2025-11-27T20:25:59.974822] [DEBUG] [REMOTE    ] SO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:25:59.976011] [DEBUG] [LOCAL     ] Loaded configuration for SO: 2 features, N/A% accuracy
[2025-11-27T20:25:59.976128] [INFO ] [LOCAL     ] SO: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-11-27T20:25:59.976220] [DEBUG] [MAG       ] Building data for symbol: SO with lookback: 0
[2025-11-27T20:25:59.977172] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:25:59.977306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:25:59.979113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:25:59.980034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.006563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:00.010811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:00.012258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.172275] [DEBUG] [MAG       ] RAIL: Last date is validated at 2025-11-26
[2025-11-27T20:26:00.289110] [DEBUG] [MAG       ] FEPI: Last date is validated at 2025-11-26
[2025-11-27T20:26:00.333062] [DEBUG] [MAG       ] SO: Last date is validated at 2025-11-26
[2025-11-27T20:26:00.338546] [DEBUG] [MAG       ] MSA: Last date is validated at 2025-11-26
[2025-11-27T20:26:00.344116] [DEBUG] [MAG       ] RAIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:00.420101] [INFO ] [LOCAL     ] RAIL: Saved forecast.
[2025-11-27T20:26:00.420215] [INFO ] [main      ] RAIL: Signal=1 (Conf=100.0%), Magnitude=-0.50% (Conf=49.2043%)
[2025-11-27T20:26:00.420762] [INFO ] [main      ] Fetching symbol history for NIC...
[2025-11-27T20:26:00.420829] [DEBUG] [REMOTE    ] NIC: Fetching historical data.
[2025-11-27T20:26:00.422649] [INFO ] [main      ] Progress: 17/1001 forecasts completed (1.7%). RAIL finished in 0.6s. ETA: 3m 5s. Rate: 318.60 forecasts/min
[2025-11-27T20:26:00.432227] [DEBUG] [REMOTE    ] NIC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:00.433254] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, N/A% accuracy
[2025-11-27T20:26:00.433368] [INFO ] [LOCAL     ] NIC: Loaded 5 optimal features with 49.74% confidence from JSON config
[2025-11-27T20:26:00.433459] [DEBUG] [MAG       ] Building data for symbol: NIC with lookback: 0
[2025-11-27T20:26:00.434298] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:00.434420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:00.436200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:00.436786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:00.437238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:00.481451] [DEBUG] [MAG       ] FEPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:00.485870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:00.490779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.501497] [DEBUG] [MAG       ] MSA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:00.527781] [DEBUG] [MAG       ] SO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:00.614814] [INFO ] [LOCAL     ] SO: Saved forecast.
[2025-11-27T20:26:00.614914] [INFO ] [main      ] SO: Signal=1 (Conf=100.0%), Magnitude=1.39% (Conf=46.663%)
[2025-11-27T20:26:00.615112] [INFO ] [main      ] Fetching symbol history for KBWB...
[2025-11-27T20:26:00.615162] [DEBUG] [REMOTE    ] KBWB: Fetching historical data.
[2025-11-27T20:26:00.616653] [INFO ] [main      ] Progress: 18/1001 forecasts completed (1.8%). SO finished in 0.6s. ETA: 3m 5s. Rate: 318.07 forecasts/min
[2025-11-27T20:26:00.619235] [INFO ] [LOCAL     ] FEPI: Saved forecast.
[2025-11-27T20:26:00.619375] [INFO ] [main      ] FEPI: Signal=1 (Conf=100.0%), Magnitude=2.46% (Conf=45.8567%)
[2025-11-27T20:26:00.619827] [INFO ] [main      ] Progress: 19/1001 forecasts completed (1.9%). FEPI finished in 0.7s. ETA: 2m 56s. Rate: 335.42 forecasts/min
[2025-11-27T20:26:00.620012] [INFO ] [main      ] Fetching symbol history for LBTYK...
[2025-11-27T20:26:00.620112] [DEBUG] [REMOTE    ] LBTYK: Fetching historical data.
[2025-11-27T20:26:00.631691] [DEBUG] [REMOTE    ] LBTYK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:00.632660] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 8 features, N/A% accuracy
[2025-11-27T20:26:00.632772] [INFO ] [LOCAL     ] LBTYK: Loaded 8 optimal features with 57.61% confidence from JSON config
[2025-11-27T20:26:00.632861] [DEBUG] [MAG       ] Building data for symbol: LBTYK with lookback: 0
[2025-11-27T20:26:00.633704] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:00.633825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:00.634976] [DEBUG] [REMOTE    ] KBWB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:00.635757] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, N/A% accuracy
[2025-11-27T20:26:00.635823] [INFO ] [LOCAL     ] KBWB: Loaded 4 optimal features with 52.08% confidence from JSON config
[2025-11-27T20:26:00.635859] [DEBUG] [MAG       ] Building data for symbol: KBWB with lookback: 0
[2025-11-27T20:26:00.636833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:00.636919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:00.638800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:00.640604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:00.641149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:00.641626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:00.642135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:00.642539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:00.645142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:00.645919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:00.647512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.648681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:00.650223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:00.656427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.693383] [INFO ] [LOCAL     ] MSA: Saved forecast.
[2025-11-27T20:26:00.693476] [INFO ] [main      ] MSA: Signal=1 (Conf=100.0%), Magnitude=1.58% (Conf=44.6423%)
[2025-11-27T20:26:00.693679] [INFO ] [main      ] Fetching symbol history for BFIN...
[2025-11-27T20:26:00.693735] [DEBUG] [REMOTE    ] BFIN: Fetching historical data.
[2025-11-27T20:26:00.695041] [INFO ] [main      ] Progress: 20/1001 forecasts completed (2.0%). MSA finished in 0.9s. ETA: 2m 50s. Rate: 345.43 forecasts/min
[2025-11-27T20:26:00.713317] [DEBUG] [REMOTE    ] BFIN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:00.717237] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, N/A% accuracy
[2025-11-27T20:26:00.717304] [INFO ] [LOCAL     ] BFIN: Loaded 5 optimal features with 51.78% confidence from JSON config
[2025-11-27T20:26:00.717340] [DEBUG] [MAG       ] Building data for symbol: BFIN with lookback: 0
[2025-11-27T20:26:00.718306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:00.718389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:00.722103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:00.722663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:00.723069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:00.761941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:00.763491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:00.886191] [DEBUG] [MAG       ] NIC: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.037596] [DEBUG] [MAG       ] LBTYK: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.069391] [DEBUG] [MAG       ] NIC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:01.173468] [INFO ] [LOCAL     ] NIC: Saved forecast.
[2025-11-27T20:26:01.173705] [INFO ] [main      ] NIC: Signal=1 (Conf=100.0%), Magnitude=1.52% (Conf=49.7359%)
[2025-11-27T20:26:01.174117] [INFO ] [main      ] Progress: 21/1001 forecasts completed (2.1%). NIC finished in 0.8s. ETA: 3m 4s. Rate: 318.75 forecasts/min
[2025-11-27T20:26:01.174296] [INFO ] [main      ] Fetching symbol history for EPD...
[2025-11-27T20:26:01.174395] [DEBUG] [REMOTE    ] EPD: Fetching historical data.
[2025-11-27T20:26:01.178000] [DEBUG] [MAG       ] KBWB: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.187943] [DEBUG] [REMOTE    ] EPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:01.189101] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 7 features, N/A% accuracy
[2025-11-27T20:26:01.189223] [INFO ] [LOCAL     ] EPD: Loaded 7 optimal features with 44.18% confidence from JSON config
[2025-11-27T20:26:01.189316] [DEBUG] [MAG       ] Building data for symbol: EPD with lookback: 0
[2025-11-27T20:26:01.190219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:01.190345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:01.192285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:01.193035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:01.193642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:01.194668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:01.195694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:01.198787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:01.199629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:01.281088] [DEBUG] [MAG       ] LBTYK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:01.323315] [DEBUG] [MAG       ] BFIN: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.343903] [DEBUG] [MAG       ] KBWB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:01.423387] [INFO ] [LOCAL     ] LBTYK: Saved forecast.
[2025-11-27T20:26:01.423604] [INFO ] [main      ] LBTYK: Signal=1 (Conf=100.0%), Magnitude=2.68% (Conf=57.6102%)
[2025-11-27T20:26:01.424048] [INFO ] [main      ] Progress: 22/1001 forecasts completed (2.2%). LBTYK finished in 0.8s. ETA: 3m 7s. Rate: 314.07 forecasts/min
[2025-11-27T20:26:01.426639] [INFO ] [main      ] Fetching symbol history for AEMD...
[2025-11-27T20:26:01.426712] [DEBUG] [REMOTE    ] AEMD: Fetching historical data.
[2025-11-27T20:26:01.435517] [INFO ] [LOCAL     ] KBWB: Saved forecast.
[2025-11-27T20:26:01.435776] [INFO ] [main      ] KBWB: Signal=1 (Conf=100.0%), Magnitude=0.08% (Conf=52.0759%)
[2025-11-27T20:26:01.436022] [INFO ] [main      ] Fetching symbol history for BSMS...
[2025-11-27T20:26:01.436124] [DEBUG] [REMOTE    ] BSMS: Fetching historical data.
[2025-11-27T20:26:01.438383] [INFO ] [main      ] Progress: 23/1001 forecasts completed (2.3%). KBWB finished in 0.8s. ETA: 2m 59s. Rate: 327.23 forecasts/min
[2025-11-27T20:26:01.443920] [DEBUG] [REMOTE    ] AEMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:01.447370] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 3 features, N/A% accuracy
[2025-11-27T20:26:01.447442] [INFO ] [LOCAL     ] AEMD: Loaded 3 optimal features with 55.37% confidence from JSON config
[2025-11-27T20:26:01.447478] [DEBUG] [MAG       ] Building data for symbol: AEMD with lookback: 0
[2025-11-27T20:26:01.448558] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:01.448653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:01.457522] [DEBUG] [REMOTE    ] BSMS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:01.458228] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 16 features, N/A% accuracy
[2025-11-27T20:26:01.458407] [INFO ] [LOCAL     ] BSMS: Loaded 16 optimal features with 31.04% confidence from JSON config
[2025-11-27T20:26:01.458502] [DEBUG] [MAG       ] Building data for symbol: BSMS with lookback: 0
[2025-11-27T20:26:01.459324] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-27T20:26:01.459453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:01.464184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:01.466086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:01.466659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:01.468030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:01.468743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:01.469561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:01.470513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:01.478513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:01.498407] [DEBUG] [MAG       ] BFIN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:01.556856] [DEBUG] [MAG       ] EPD: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.560682] [INFO ] [LOCAL     ] BFIN: Saved forecast.
[2025-11-27T20:26:01.560776] [INFO ] [main      ] BFIN: Signal=1 (Conf=100.0%), Magnitude=-0.18% (Conf=51.7838%)
[2025-11-27T20:26:01.561146] [INFO ] [main      ] Fetching symbol history for AGNCO...
[2025-11-27T20:26:01.561205] [DEBUG] [REMOTE    ] AGNCO: Fetching historical data.
[2025-11-27T20:26:01.561687] [INFO ] [main      ] Progress: 24/1001 forecasts completed (2.4%). BFIN finished in 0.9s. ETA: 2m 57s. Rate: 331.76 forecasts/min
[2025-11-27T20:26:01.569615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:01.570536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:01.573021] [DEBUG] [REMOTE    ] AGNCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:01.574025] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 8 features, N/A% accuracy
[2025-11-27T20:26:01.574087] [INFO ] [LOCAL     ] AGNCO: Loaded 8 optimal features with 26.73% confidence from JSON config
[2025-11-27T20:26:01.574125] [DEBUG] [MAG       ] Building data for symbol: AGNCO with lookback: 0
[2025-11-27T20:26:01.574938] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:01.575028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:01.576442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:01.580163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:01.582129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:01.582645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:01.583040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:01.584685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:01.585135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:01.586264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:01.588340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:01.594232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:01.596280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:01.636838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:01.638228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:01.682344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:01.683518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:01.685890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:01.688689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:01.722867] [DEBUG] [MAG       ] EPD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:01.796431] [INFO ] [LOCAL     ] EPD: Saved forecast.
[2025-11-27T20:26:01.796651] [INFO ] [main      ] EPD: Signal=1 (Conf=100.0%), Magnitude=-1.44% (Conf=44.1762%)
[2025-11-27T20:26:01.796897] [INFO ] [main      ] Fetching symbol history for PTON...
[2025-11-27T20:26:01.797141] [DEBUG] [REMOTE    ] PTON: Fetching historical data.
[2025-11-27T20:26:01.798103] [INFO ] [main      ] Progress: 25/1001 forecasts completed (2.5%). EPD finished in 0.6s. ETA: 2m 59s. Rate: 327.73 forecasts/min
[2025-11-27T20:26:01.809985] [DEBUG] [REMOTE    ] PTON: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:01.811145] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 5 features, N/A% accuracy
[2025-11-27T20:26:01.811260] [INFO ] [LOCAL     ] PTON: Loaded 5 optimal features with 70.41% confidence from JSON config
[2025-11-27T20:26:01.811350] [DEBUG] [MAG       ] Building data for symbol: PTON with lookback: 0
[2025-11-27T20:26:01.812172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:01.812293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:01.814009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:01.814599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:01.815409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:01.817735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:01.819273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:01.923858] [DEBUG] [MAG       ] AEMD: Last date is validated at 2025-11-26
[2025-11-27T20:26:01.956509] [DEBUG] [MAG       ] AGNCO: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.024430] [DEBUG] [MAG       ] BSMS: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.122880] [DEBUG] [MAG       ] AGNCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.145904] [DEBUG] [MAG       ] AEMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.174555] [DEBUG] [MAG       ] PTON: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.183867] [INFO ] [LOCAL     ] AGNCO: Saved forecast.
[2025-11-27T20:26:02.184179] [INFO ] [main      ] AGNCO: Signal=1 (Conf=100.0%), Magnitude=-0.01% (Conf=26.7284%)
[2025-11-27T20:26:02.184712] [INFO ] [main      ] Fetching symbol history for AZN...
[2025-11-27T20:26:02.184845] [DEBUG] [REMOTE    ] AZN: Fetching historical data.
[2025-11-27T20:26:02.185663] [INFO ] [main      ] Progress: 26/1001 forecasts completed (2.6%). AGNCO finished in 0.6s. ETA: 3m 6s. Rate: 314.23 forecasts/min
[2025-11-27T20:26:02.192826] [DEBUG] [MAG       ] BSMS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.197228] [DEBUG] [REMOTE    ] AZN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.198146] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 7 features, N/A% accuracy
[2025-11-27T20:26:02.198288] [INFO ] [LOCAL     ] AZN: Loaded 7 optimal features with 48.60% confidence from JSON config
[2025-11-27T20:26:02.198382] [DEBUG] [MAG       ] Building data for symbol: AZN with lookback: 0
[2025-11-27T20:26:02.199261] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:02.199387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:02.204320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:02.206187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:02.206778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:02.207245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:02.208106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:02.209884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:02.210729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.251081] [INFO ] [LOCAL     ] AEMD: Saved forecast.
[2025-11-27T20:26:02.251310] [INFO ] [main      ] AEMD: Signal=1 (Conf=100.0%), Magnitude=-14.05% (Conf=55.3669%)
[2025-11-27T20:26:02.251527] [INFO ] [main      ] Fetching symbol history for FCTE...
[2025-11-27T20:26:02.251646] [DEBUG] [REMOTE    ] FCTE: Fetching historical data.
[2025-11-27T20:26:02.252665] [INFO ] [main      ] Progress: 27/1001 forecasts completed (2.7%). AEMD finished in 0.8s. ETA: 3m 2s. Rate: 321.97 forecasts/min
[2025-11-27T20:26:02.264313] [DEBUG] [REMOTE    ] FCTE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.265202] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 2 features, N/A% accuracy
[2025-11-27T20:26:02.265315] [INFO ] [LOCAL     ] FCTE: Loaded 2 optimal features with 48.32% confidence from JSON config
[2025-11-27T20:26:02.265406] [DEBUG] [MAG       ] Building data for symbol: FCTE with lookback: 0
[2025-11-27T20:26:02.266235] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:02.266356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:02.267192] [INFO ] [LOCAL     ] BSMS: Saved forecast.
[2025-11-27T20:26:02.267443] [INFO ] [main      ] BSMS: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=31.0434%)
[2025-11-27T20:26:02.267864] [INFO ] [main      ] Fetching symbol history for ONTO...
[2025-11-27T20:26:02.267972] [DEBUG] [REMOTE    ] ONTO: Fetching historical data.
[2025-11-27T20:26:02.267996] [INFO ] [main      ] Progress: 28/1001 forecasts completed (2.8%). BSMS finished in 0.8s. ETA: 2m 55s. Rate: 332.88 forecasts/min
[2025-11-27T20:26:02.271725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:02.273601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.282298] [DEBUG] [REMOTE    ] ONTO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.283203] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 1 features, N/A% accuracy
[2025-11-27T20:26:02.283264] [INFO ] [LOCAL     ] ONTO: Loaded 1 optimal features with 55.07% confidence from JSON config
[2025-11-27T20:26:02.283299] [DEBUG] [MAG       ] Building data for symbol: ONTO with lookback: 0
[2025-11-27T20:26:02.284334] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:02.284404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:02.289455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.352556] [DEBUG] [MAG       ] PTON: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.492636] [INFO ] [LOCAL     ] PTON: Saved forecast.
[2025-11-27T20:26:02.492852] [INFO ] [main      ] PTON: Signal=1 (Conf=100.0%), Magnitude=-2.77% (Conf=70.4097%)
[2025-11-27T20:26:02.493305] [INFO ] [main      ] Fetching symbol history for IONS...
[2025-11-27T20:26:02.493607] [INFO ] [main      ] Progress: 29/1001 forecasts completed (2.9%). PTON finished in 0.7s. ETA: 2m 57s. Rate: 330.02 forecasts/min
[2025-11-27T20:26:02.493491] [DEBUG] [REMOTE    ] IONS: Fetching historical data.
[2025-11-27T20:26:02.506859] [DEBUG] [REMOTE    ] IONS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.507786] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 9 features, N/A% accuracy
[2025-11-27T20:26:02.507903] [INFO ] [LOCAL     ] IONS: Loaded 9 optimal features with 53.82% confidence from JSON config
[2025-11-27T20:26:02.507996] [DEBUG] [MAG       ] Building data for symbol: IONS with lookback: 0
[2025-11-27T20:26:02.508884] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:02.509019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:02.513946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:02.515820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:02.516367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:02.516845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:02.517664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:02.547360] [DEBUG] [MAG       ] AZN: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.601816] [DEBUG] [MAG       ] FCTE: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.622206] [DEBUG] [MAG       ] ONTO: Last date is validated at 2025-11-26
[2025-11-27T20:26:02.634756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:02.676789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:02.678552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:02.679802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.721565] [DEBUG] [MAG       ] AZN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.768674] [DEBUG] [MAG       ] FCTE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.787928] [DEBUG] [MAG       ] ONTO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:02.816640] [INFO ] [LOCAL     ] AZN: Saved forecast.
[2025-11-27T20:26:02.816848] [INFO ] [main      ] AZN: Signal=1 (Conf=100.0%), Magnitude=-2.23% (Conf=48.6001%)
[2025-11-27T20:26:02.817117] [INFO ] [main      ] Fetching symbol history for HLI...
[2025-11-27T20:26:02.817227] [DEBUG] [REMOTE    ] HLI: Fetching historical data.
[2025-11-27T20:26:02.817905] [INFO ] [main      ] Progress: 30/1001 forecasts completed (3.0%). AZN finished in 0.6s. ETA: 3m 1s. Rate: 321.61 forecasts/min
[2025-11-27T20:26:02.830731] [DEBUG] [REMOTE    ] HLI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.831713] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 1 features, N/A% accuracy
[2025-11-27T20:26:02.831829] [INFO ] [LOCAL     ] HLI: Loaded 1 optimal features with 40.20% confidence from JSON config
[2025-11-27T20:26:02.831921] [DEBUG] [MAG       ] Building data for symbol: HLI with lookback: 0
[2025-11-27T20:26:02.832778] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:02.832897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:02.834288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.834385] [INFO ] [LOCAL     ] FCTE: Saved forecast.
[2025-11-27T20:26:02.834628] [INFO ] [main      ] FCTE: Signal=1 (Conf=100.0%), Magnitude=-1.01% (Conf=48.3171%)
[2025-11-27T20:26:02.834853] [INFO ] [main      ] Fetching symbol history for LXEO...
[2025-11-27T20:26:02.834958] [DEBUG] [REMOTE    ] LXEO: Fetching historical data.
[2025-11-27T20:26:02.835931] [INFO ] [main      ] Progress: 31/1001 forecasts completed (3.1%). FCTE finished in 0.6s. ETA: 2m 56s. Rate: 331.27 forecasts/min
[2025-11-27T20:26:02.847943] [DEBUG] [REMOTE    ] LXEO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.849149] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, N/A% accuracy
[2025-11-27T20:26:02.849272] [INFO ] [LOCAL     ] LXEO: Loaded 3 optimal features with 51.84% confidence from JSON config
[2025-11-27T20:26:02.849366] [DEBUG] [MAG       ] Building data for symbol: LXEO with lookback: 0
[2025-11-27T20:26:02.850228] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:02.850351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:02.852844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:02.853601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:02.855285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:02.923612] [INFO ] [LOCAL     ] ONTO: Saved forecast.
[2025-11-27T20:26:02.923868] [INFO ] [main      ] ONTO: Signal=1 (Conf=100.0%), Magnitude=2.29% (Conf=55.0682%)
[2025-11-27T20:26:02.924268] [INFO ] [main      ] Fetching symbol history for QBTS...
[2025-11-27T20:26:02.924373] [DEBUG] [REMOTE    ] QBTS: Fetching historical data.
[2025-11-27T20:26:02.924417] [INFO ] [main      ] Progress: 32/1001 forecasts completed (3.2%). ONTO finished in 0.7s. ETA: 2m 53s. Rate: 336.65 forecasts/min
[2025-11-27T20:26:02.937789] [DEBUG] [REMOTE    ] QBTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:02.938820] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 8 features, N/A% accuracy
[2025-11-27T20:26:02.938934] [INFO ] [LOCAL     ] QBTS: Loaded 8 optimal features with 61.34% confidence from JSON config
[2025-11-27T20:26:02.939032] [DEBUG] [MAG       ] Building data for symbol: QBTS with lookback: 0
[2025-11-27T20:26:02.939885] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:02.940009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:02.940931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:02.945072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:02.947433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:02.948191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:02.949385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:02.951279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:02.952385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:02.953112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:03.039742] [DEBUG] [MAG       ] IONS: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.167230] [DEBUG] [MAG       ] HLI: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.197487] [DEBUG] [MAG       ] LXEO: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.207852] [DEBUG] [MAG       ] IONS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.297359] [DEBUG] [MAG       ] QBTS: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.332084] [DEBUG] [MAG       ] HLI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.336196] [INFO ] [LOCAL     ] IONS: Saved forecast.
[2025-11-27T20:26:03.336276] [INFO ] [main      ] IONS: Signal=1 (Conf=100.0%), Magnitude=-2.11% (Conf=53.8161%)
[2025-11-27T20:26:03.336692] [INFO ] [main      ] Progress: 33/1001 forecasts completed (3.3%). IONS finished in 0.8s. ETA: 2m 59s. Rate: 323.77 forecasts/min
[2025-11-27T20:26:03.336885] [INFO ] [main      ] Fetching symbol history for TKO...
[2025-11-27T20:26:03.336942] [DEBUG] [REMOTE    ] TKO: Fetching historical data.
[2025-11-27T20:26:03.350186] [DEBUG] [REMOTE    ] TKO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:03.351148] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 2 features, N/A% accuracy
[2025-11-27T20:26:03.351219] [INFO ] [LOCAL     ] TKO: Loaded 2 optimal features with 46.59% confidence from JSON config
[2025-11-27T20:26:03.351270] [DEBUG] [MAG       ] Building data for symbol: TKO with lookback: 0
[2025-11-27T20:26:03.352154] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:03.352246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:03.357156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:03.358116] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:03.374086] [DEBUG] [MAG       ] LXEO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.436522] [INFO ] [LOCAL     ] HLI: Saved forecast.
[2025-11-27T20:26:03.436628] [INFO ] [main      ] HLI: Signal=1 (Conf=100.0%), Magnitude=1.12% (Conf=40.2026%)
[2025-11-27T20:26:03.436801] [INFO ] [main      ] Fetching symbol history for VNQI...
[2025-11-27T20:26:03.436869] [DEBUG] [REMOTE    ] VNQI: Fetching historical data.
[2025-11-27T20:26:03.437989] [INFO ] [main      ] Progress: 34/1001 forecasts completed (3.4%). HLI finished in 0.6s. ETA: 2m 57s. Rate: 328.14 forecasts/min
[2025-11-27T20:26:03.445417] [INFO ] [LOCAL     ] LXEO: Saved forecast.
[2025-11-27T20:26:03.445634] [INFO ] [main      ] LXEO: Signal=1 (Conf=100.0%), Magnitude=5.45% (Conf=51.8446%)
[2025-11-27T20:26:03.445891] [INFO ] [main      ] Fetching symbol history for GMAB...
[2025-11-27T20:26:03.445996] [DEBUG] [REMOTE    ] GMAB: Fetching historical data.
[2025-11-27T20:26:03.446767] [INFO ] [main      ] Progress: 35/1001 forecasts completed (3.5%). LXEO finished in 0.6s. ETA: 2m 52s. Rate: 337.31 forecasts/min
[2025-11-27T20:26:03.449681] [DEBUG] [REMOTE    ] VNQI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:03.451032] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 2 features, N/A% accuracy
[2025-11-27T20:26:03.451096] [INFO ] [LOCAL     ] VNQI: Loaded 2 optimal features with 63.20% confidence from JSON config
[2025-11-27T20:26:03.451131] [DEBUG] [MAG       ] Building data for symbol: VNQI with lookback: 0
[2025-11-27T20:26:03.451945] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:03.452012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:03.453696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:03.454722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:03.459419] [DEBUG] [REMOTE    ] GMAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:03.460487] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 7 features, N/A% accuracy
[2025-11-27T20:26:03.460555] [INFO ] [LOCAL     ] GMAB: Loaded 7 optimal features with 49.39% confidence from JSON config
[2025-11-27T20:26:03.460613] [DEBUG] [MAG       ] Building data for symbol: GMAB with lookback: 0
[2025-11-27T20:26:03.461503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:03.461569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:03.463379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:03.463935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:03.464345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:03.465161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:03.466364] [DEBUG] [MAG       ] QBTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.505060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:03.559056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:03.560022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:03.570992] [INFO ] [LOCAL     ] QBTS: Saved forecast.
[2025-11-27T20:26:03.571121] [INFO ] [main      ] QBTS: Signal=1 (Conf=100.0%), Magnitude=-3.04% (Conf=61.3435%)
[2025-11-27T20:26:03.571498] [INFO ] [main      ] Fetching symbol history for QDEL...
[2025-11-27T20:26:03.571563] [DEBUG] [REMOTE    ] QDEL: Fetching historical data.
[2025-11-27T20:26:03.571656] [INFO ] [main      ] Progress: 36/1001 forecasts completed (3.6%). QBTS finished in 0.6s. ETA: 2m 50s. Rate: 340.13 forecasts/min
[2025-11-27T20:26:03.584833] [DEBUG] [REMOTE    ] QDEL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:03.585881] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 3 features, N/A% accuracy
[2025-11-27T20:26:03.585956] [INFO ] [LOCAL     ] QDEL: Loaded 3 optimal features with 57.30% confidence from JSON config
[2025-11-27T20:26:03.586000] [DEBUG] [MAG       ] Building data for symbol: QDEL with lookback: 0
[2025-11-27T20:26:03.586832] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:03.586911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:03.591784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:03.669550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:03.672648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:03.693023] [DEBUG] [MAG       ] TKO: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.797532] [DEBUG] [MAG       ] VNQI: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.859487] [DEBUG] [MAG       ] TKO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.905329] [DEBUG] [MAG       ] GMAB: Last date is validated at 2025-11-26
[2025-11-27T20:26:03.961441] [DEBUG] [MAG       ] VNQI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:03.969165] [INFO ] [LOCAL     ] TKO: Saved forecast.
[2025-11-27T20:26:03.969394] [INFO ] [main      ] TKO: Signal=1 (Conf=100.0%), Magnitude=5.24% (Conf=46.5912%)
[2025-11-27T20:26:03.969996] [INFO ] [main      ] Progress: 37/1001 forecasts completed (3.7%). TKO finished in 0.6s. ETA: 2m 56s. Rate: 328.94 forecasts/min
[2025-11-27T20:26:03.970249] [INFO ] [main      ] Fetching symbol history for IEP...
[2025-11-27T20:26:03.970353] [DEBUG] [REMOTE    ] IEP: Fetching historical data.
[2025-11-27T20:26:03.983104] [DEBUG] [REMOTE    ] IEP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:03.984202] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 4 features, N/A% accuracy
[2025-11-27T20:26:03.984321] [INFO ] [LOCAL     ] IEP: Loaded 4 optimal features with 56.75% confidence from JSON config
[2025-11-27T20:26:03.984425] [DEBUG] [MAG       ] Building data for symbol: IEP with lookback: 0
[2025-11-27T20:26:03.985318] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:03.985444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:03.987194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:03.987783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:03.988272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:04.010141] [DEBUG] [MAG       ] QDEL: Last date is validated at 2025-11-26
[2025-11-27T20:26:04.026664] [INFO ] [LOCAL     ] VNQI: Saved forecast.
[2025-11-27T20:26:04.026871] [INFO ] [main      ] VNQI: Signal=1 (Conf=100.0%), Magnitude=0.80% (Conf=63.1963%)
[2025-11-27T20:26:04.027133] [INFO ] [main      ] Fetching symbol history for SPB...
[2025-11-27T20:26:04.027241] [DEBUG] [REMOTE    ] SPB: Fetching historical data.
[2025-11-27T20:26:04.027894] [INFO ] [main      ] Progress: 38/1001 forecasts completed (3.8%). VNQI finished in 0.6s. ETA: 2m 52s. Rate: 334.96 forecasts/min
[2025-11-27T20:26:04.040047] [DEBUG] [REMOTE    ] SPB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.041205] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 6 features, N/A% accuracy
[2025-11-27T20:26:04.041325] [INFO ] [LOCAL     ] SPB: Loaded 6 optimal features with 40.52% confidence from JSON config
[2025-11-27T20:26:04.041415] [DEBUG] [MAG       ] Building data for symbol: SPB with lookback: 0
[2025-11-27T20:26:04.042244] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:04.042367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:04.044074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:04.044658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:04.045114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:04.046062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:04.047704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:04.049161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.071518] [DEBUG] [MAG       ] GMAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:04.100202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.152064] [INFO ] [LOCAL     ] GMAB: Saved forecast.
[2025-11-27T20:26:04.152294] [INFO ] [main      ] GMAB: Signal=1 (Conf=100.0%), Magnitude=-1.48% (Conf=49.3876%)
[2025-11-27T20:26:04.152545] [INFO ] [main      ] Fetching symbol history for HUM...
[2025-11-27T20:26:04.152666] [DEBUG] [REMOTE    ] HUM: Fetching historical data.
[2025-11-27T20:26:04.152923] [INFO ] [main      ] Progress: 39/1001 forecasts completed (3.9%). GMAB finished in 0.7s. ETA: 2m 51s. Rate: 337.58 forecasts/min
[2025-11-27T20:26:04.165959] [DEBUG] [REMOTE    ] HUM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.166861] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 1 features, N/A% accuracy
[2025-11-27T20:26:04.166976] [INFO ] [LOCAL     ] HUM: Loaded 1 optimal features with 52.75% confidence from JSON config
[2025-11-27T20:26:04.167068] [DEBUG] [MAG       ] Building data for symbol: HUM with lookback: 0
[2025-11-27T20:26:04.168075] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:04.168178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:04.170514] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.179163] [DEBUG] [MAG       ] QDEL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:04.281799] [INFO ] [LOCAL     ] QDEL: Saved forecast.
[2025-11-27T20:26:04.282021] [INFO ] [main      ] QDEL: Signal=1 (Conf=100.0%), Magnitude=-1.44% (Conf=57.2988%)
[2025-11-27T20:26:04.282439] [INFO ] [main      ] Fetching symbol history for UPLD...
[2025-11-27T20:26:04.282547] [DEBUG] [REMOTE    ] UPLD: Fetching historical data.
[2025-11-27T20:26:04.282624] [INFO ] [main      ] Progress: 40/1001 forecasts completed (4.0%). QDEL finished in 0.7s. ETA: 2m 50s. Rate: 339.87 forecasts/min
[2025-11-27T20:26:04.295305] [DEBUG] [REMOTE    ] UPLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.296412] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 8 features, N/A% accuracy
[2025-11-27T20:26:04.296539] [INFO ] [LOCAL     ] UPLD: Loaded 8 optimal features with 72.51% confidence from JSON config
[2025-11-27T20:26:04.296655] [DEBUG] [MAG       ] Building data for symbol: UPLD with lookback: 0
[2025-11-27T20:26:04.297526] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:04.297666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:04.299426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:04.300011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:04.302413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:04.386482] [DEBUG] [MAG       ] SPB: Last date is validated at 2025-11-26
[2025-11-27T20:26:04.415712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:04.417867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:04.457451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:04.458625] [DEBUG] [MAG       ] IEP: Last date is validated at 2025-11-26
[2025-11-27T20:26:04.460067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:04.461279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.496605] [DEBUG] [MAG       ] HUM: Last date is validated at 2025-11-26
[2025-11-27T20:26:04.556199] [DEBUG] [MAG       ] SPB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:04.630967] [DEBUG] [MAG       ] IEP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:04.653253] [INFO ] [LOCAL     ] SPB: Saved forecast.
[2025-11-27T20:26:04.653471] [INFO ] [main      ] SPB: Signal=1 (Conf=100.0%), Magnitude=3.00% (Conf=40.5196%)
[2025-11-27T20:26:04.653757] [INFO ] [main      ] Fetching symbol history for FRBA...
[2025-11-27T20:26:04.654041] [DEBUG] [REMOTE    ] FRBA: Fetching historical data.
[2025-11-27T20:26:04.655325] [INFO ] [main      ] Progress: 41/1001 forecasts completed (4.1%). SPB finished in 0.6s. ETA: 2m 54s. Rate: 330.90 forecasts/min
[2025-11-27T20:26:04.661521] [DEBUG] [MAG       ] HUM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:04.667850] [DEBUG] [REMOTE    ] FRBA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.669279] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 5 features, N/A% accuracy
[2025-11-27T20:26:04.669393] [INFO ] [LOCAL     ] FRBA: Loaded 5 optimal features with 59.11% confidence from JSON config
[2025-11-27T20:26:04.669485] [DEBUG] [MAG       ] Building data for symbol: FRBA with lookback: 0
[2025-11-27T20:26:04.670340] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:04.670465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:04.675377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:04.676408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:04.677558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:04.678362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:04.679550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.689952] [INFO ] [LOCAL     ] IEP: Saved forecast.
[2025-11-27T20:26:04.690169] [INFO ] [main      ] IEP: Signal=1 (Conf=100.0%), Magnitude=1.54% (Conf=56.7485%)
[2025-11-27T20:26:04.690585] [INFO ] [main      ] Progress: 42/1001 forecasts completed (4.2%). IEP finished in 0.7s. ETA: 2m 51s. Rate: 337.38 forecasts/min
[2025-11-27T20:26:04.690764] [INFO ] [main      ] Fetching symbol history for NRUC...
[2025-11-27T20:26:04.690862] [DEBUG] [REMOTE    ] NRUC: Fetching historical data.
[2025-11-27T20:26:04.703056] [DEBUG] [REMOTE    ] NRUC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.704251] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 7 features, N/A% accuracy
[2025-11-27T20:26:04.704369] [INFO ] [LOCAL     ] NRUC: Loaded 7 optimal features with 52.06% confidence from JSON config
[2025-11-27T20:26:04.704460] [DEBUG] [MAG       ] Building data for symbol: NRUC with lookback: 0
[2025-11-27T20:26:04.705312] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:04.705437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:04.710308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:04.712220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:04.712805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:04.713253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:04.714054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:04.716654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:04.717767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:04.801048] [DEBUG] [MAG       ] UPLD: Last date is validated at 2025-11-26
[2025-11-27T20:26:04.814610] [INFO ] [LOCAL     ] HUM: Saved forecast.
[2025-11-27T20:26:04.814818] [INFO ] [main      ] HUM: Signal=1 (Conf=100.0%), Magnitude=10.46% (Conf=52.7504%)
[2025-11-27T20:26:04.815072] [INFO ] [main      ] Fetching symbol history for CNS...
[2025-11-27T20:26:04.815175] [DEBUG] [REMOTE    ] CNS: Fetching historical data.
[2025-11-27T20:26:04.815837] [INFO ] [main      ] Progress: 43/1001 forecasts completed (4.3%). HUM finished in 0.7s. ETA: 2m 49s. Rate: 339.71 forecasts/min
[2025-11-27T20:26:04.828688] [DEBUG] [REMOTE    ] CNS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:04.829702] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 6 features, N/A% accuracy
[2025-11-27T20:26:04.829817] [INFO ] [LOCAL     ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config
[2025-11-27T20:26:04.829907] [DEBUG] [MAG       ] Building data for symbol: CNS with lookback: 0
[2025-11-27T20:26:04.830740] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:04.830862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:04.835596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:04.837386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:04.837955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:04.838492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:04.839155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:04.839906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.016614] [DEBUG] [MAG       ] FRBA: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.019748] [DEBUG] [MAG       ] UPLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.052055] [DEBUG] [MAG       ] NRUC: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.083802] [INFO ] [LOCAL     ] UPLD: Saved forecast.
[2025-11-27T20:26:05.084022] [INFO ] [main      ] UPLD: Signal=1 (Conf=100.0%), Magnitude=0.57% (Conf=72.5113%)
[2025-11-27T20:26:05.084277] [INFO ] [main      ] Fetching symbol history for FTHY...
[2025-11-27T20:26:05.084387] [DEBUG] [REMOTE    ] FTHY: Fetching historical data.
[2025-11-27T20:26:05.084666] [INFO ] [main      ] Progress: 44/1001 forecasts completed (4.4%). UPLD finished in 0.8s. ETA: 2m 51s. Rate: 335.73 forecasts/min
[2025-11-27T20:26:05.096392] [DEBUG] [REMOTE    ] FTHY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.097513] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, N/A% accuracy
[2025-11-27T20:26:05.097648] [INFO ] [LOCAL     ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config
[2025-11-27T20:26:05.097758] [DEBUG] [MAG       ] Building data for symbol: FTHY with lookback: 0
[2025-11-27T20:26:05.098827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:05.098949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:05.100719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:05.101298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:05.101781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.168969] [DEBUG] [MAG       ] CNS: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.188965] [DEBUG] [MAG       ] FRBA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.224502] [DEBUG] [MAG       ] NRUC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.266740] [INFO ] [LOCAL     ] FRBA: Saved forecast.
[2025-11-27T20:26:05.266885] [INFO ] [main      ] FRBA: Signal=1 (Conf=100.0%), Magnitude=-0.90% (Conf=59.1137%)
[2025-11-27T20:26:05.267248] [INFO ] [main      ] Fetching symbol history for KMDA...
[2025-11-27T20:26:05.267372] [DEBUG] [REMOTE    ] KMDA: Fetching historical data.
[2025-11-27T20:26:05.269453] [INFO ] [main      ] Progress: 45/1001 forecasts completed (4.5%). FRBA finished in 0.6s. ETA: 2m 51s. Rate: 335.47 forecasts/min
[2025-11-27T20:26:05.280106] [DEBUG] [REMOTE    ] KMDA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.281099] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 5 features, N/A% accuracy
[2025-11-27T20:26:05.281217] [INFO ] [LOCAL     ] KMDA: Loaded 5 optimal features with 64.72% confidence from JSON config
[2025-11-27T20:26:05.281315] [DEBUG] [MAG       ] Building data for symbol: KMDA with lookback: 0
[2025-11-27T20:26:05.282180] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:05.282307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:05.284027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:05.284627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:05.285072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:05.286045] [INFO ] [LOCAL     ] NRUC: Saved forecast.
[2025-11-27T20:26:05.286274] [INFO ] [main      ] NRUC: Signal=1 (Conf=100.0%), Magnitude=0.44% (Conf=52.065%)
[2025-11-27T20:26:05.286645] [INFO ] [main      ] Progress: 46/1001 forecasts completed (4.6%). NRUC finished in 0.6s. ETA: 2m 47s. Rate: 342.20 forecasts/min
[2025-11-27T20:26:05.286818] [INFO ] [main      ] Fetching symbol history for ASTH...
[2025-11-27T20:26:05.286916] [DEBUG] [REMOTE    ] ASTH: Fetching historical data.
[2025-11-27T20:26:05.299757] [DEBUG] [REMOTE    ] ASTH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.300829] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 2 features, N/A% accuracy
[2025-11-27T20:26:05.300893] [INFO ] [LOCAL     ] ASTH: Loaded 2 optimal features with 41.68% confidence from JSON config
[2025-11-27T20:26:05.300930] [DEBUG] [MAG       ] Building data for symbol: ASTH with lookback: 0
[2025-11-27T20:26:05.301721] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:05.301800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:05.306766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:05.309649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.348864] [DEBUG] [MAG       ] CNS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.399519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:05.400722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.435108] [DEBUG] [MAG       ] FTHY: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.448931] [INFO ] [LOCAL     ] CNS: Saved forecast.
[2025-11-27T20:26:05.449036] [INFO ] [main      ] CNS: Signal=1 (Conf=100.0%), Magnitude=0.11% (Conf=55.4765%)
[2025-11-27T20:26:05.449240] [INFO ] [main      ] Fetching symbol history for BUD...
[2025-11-27T20:26:05.449292] [DEBUG] [REMOTE    ] BUD: Fetching historical data.
[2025-11-27T20:26:05.450036] [INFO ] [main      ] Progress: 47/1001 forecasts completed (4.7%). CNS finished in 0.6s. ETA: 2m 47s. Rate: 342.69 forecasts/min
[2025-11-27T20:26:05.463373] [DEBUG] [REMOTE    ] BUD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.464446] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, N/A% accuracy
[2025-11-27T20:26:05.464534] [INFO ] [LOCAL     ] BUD: Loaded 3 optimal features with 57.74% confidence from JSON config
[2025-11-27T20:26:05.464626] [DEBUG] [MAG       ] Building data for symbol: BUD with lookback: 0
[2025-11-27T20:26:05.465641] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:05.465767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:05.470907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:05.473936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:05.489534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.603118] [DEBUG] [MAG       ] FTHY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.650101] [DEBUG] [MAG       ] ASTH: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.660167] [INFO ] [LOCAL     ] FTHY: Saved forecast.
[2025-11-27T20:26:05.660392] [INFO ] [main      ] FTHY: Signal=1 (Conf=100.0%), Magnitude=0.47% (Conf=48.1242%)
[2025-11-27T20:26:05.660880] [INFO ] [main      ] Fetching symbol history for RMBI...
[2025-11-27T20:26:05.661009] [DEBUG] [REMOTE    ] RMBI: Fetching historical data.
[2025-11-27T20:26:05.661038] [INFO ] [main      ] Progress: 48/1001 forecasts completed (4.8%). FTHY finished in 0.6s. ETA: 2m 48s. Rate: 341.24 forecasts/min
[2025-11-27T20:26:05.672100] [DEBUG] [REMOTE    ] RMBI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.673285] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 9 features, N/A% accuracy
[2025-11-27T20:26:05.673403] [INFO ] [LOCAL     ] RMBI: Loaded 9 optimal features with 60.81% confidence from JSON config
[2025-11-27T20:26:05.673506] [DEBUG] [MAG       ] Building data for symbol: RMBI with lookback: 0
[2025-11-27T20:26:05.674448] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:05.674596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:05.676352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:05.676970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:05.677482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:05.678390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:05.679339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:05.720515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:05.722010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:05.722779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:05.724456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.765019] [DEBUG] [MAG       ] KMDA: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.815677] [DEBUG] [MAG       ] ASTH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.836194] [DEBUG] [MAG       ] BUD: Last date is validated at 2025-11-26
[2025-11-27T20:26:05.912122] [INFO ] [LOCAL     ] ASTH: Saved forecast.
[2025-11-27T20:26:05.912340] [INFO ] [main      ] ASTH: Signal=1 (Conf=100.0%), Magnitude=-2.27% (Conf=41.6813%)
[2025-11-27T20:26:05.912847] [INFO ] [main      ] Progress: 49/1001 forecasts completed (4.9%). ASTH finished in 0.6s. ETA: 2m 49s. Rate: 338.25 forecasts/min
[2025-11-27T20:26:05.913022] [INFO ] [main      ] Fetching symbol history for MYN...
[2025-11-27T20:26:05.913123] [DEBUG] [REMOTE    ] MYN: Fetching historical data.
[2025-11-27T20:26:05.925740] [DEBUG] [REMOTE    ] MYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:05.926977] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 6 features, N/A% accuracy
[2025-11-27T20:26:05.927089] [INFO ] [LOCAL     ] MYN: Loaded 6 optimal features with 48.66% confidence from JSON config
[2025-11-27T20:26:05.927181] [DEBUG] [MAG       ] Building data for symbol: MYN with lookback: 0
[2025-11-27T20:26:05.928033] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:05.928180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:05.929921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:05.930468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:05.930946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:05.931891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:05.932642] [DEBUG] [MAG       ] KMDA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:05.934293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:05.935956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:05.991807] [INFO ] [LOCAL     ] KMDA: Saved forecast.
[2025-11-27T20:26:05.992002] [INFO ] [main      ] KMDA: Signal=1 (Conf=100.0%), Magnitude=-4.71% (Conf=64.7246%)
[2025-11-27T20:26:05.992247] [INFO ] [main      ] Fetching symbol history for EMBC...
[2025-11-27T20:26:05.992352] [DEBUG] [REMOTE    ] EMBC: Fetching historical data.
[2025-11-27T20:26:05.992997] [INFO ] [main      ] Progress: 50/1001 forecasts completed (5.0%). KMDA finished in 0.7s. ETA: 2m 47s. Rate: 342.00 forecasts/min
[2025-11-27T20:26:06.001058] [DEBUG] [MAG       ] BUD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.007256] [DEBUG] [REMOTE    ] EMBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.008292] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 1 features, N/A% accuracy
[2025-11-27T20:26:06.008413] [INFO ] [LOCAL     ] EMBC: Loaded 1 optimal features with 57.23% confidence from JSON config
[2025-11-27T20:26:06.008506] [DEBUG] [MAG       ] Building data for symbol: EMBC with lookback: 0
[2025-11-27T20:26:06.009376] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:06.009497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:06.011037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:06.063648] [DEBUG] [MAG       ] RMBI: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.096383] [INFO ] [LOCAL     ] BUD: Saved forecast.
[2025-11-27T20:26:06.096472] [INFO ] [main      ] BUD: Signal=1 (Conf=100.0%), Magnitude=-3.54% (Conf=57.7443%)
[2025-11-27T20:26:06.096682] [INFO ] [main      ] Fetching symbol history for IZEA...
[2025-11-27T20:26:06.096734] [DEBUG] [REMOTE    ] IZEA: Fetching historical data.
[2025-11-27T20:26:06.097853] [INFO ] [main      ] Progress: 51/1001 forecasts completed (5.1%). BUD finished in 0.6s. ETA: 2m 45s. Rate: 344.72 forecasts/min
[2025-11-27T20:26:06.109505] [DEBUG] [REMOTE    ] IZEA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.110353] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 0 features, N/A% accuracy
[2025-11-27T20:26:06.110413] [INFO ] [LOCAL     ] IZEA: Loaded 0 optimal features with 44.67% confidence from JSON config
[2025-11-27T20:26:06.110450] [DEBUG] [MAG       ] Building data for symbol: IZEA with lookback: 0
[2025-11-27T20:26:06.111285] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:06.231531] [DEBUG] [MAG       ] RMBI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.270949] [DEBUG] [MAG       ] MYN: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.301658] [INFO ] [LOCAL     ] RMBI: Saved forecast.
[2025-11-27T20:26:06.301746] [INFO ] [main      ] RMBI: Signal=1 (Conf=100.0%), Magnitude=-0.70% (Conf=60.8079%)
[2025-11-27T20:26:06.302108] [INFO ] [main      ] Fetching symbol history for CRTO...
[2025-11-27T20:26:06.302163] [DEBUG] [REMOTE    ] CRTO: Fetching historical data.
[2025-11-27T20:26:06.302660] [INFO ] [main      ] Progress: 52/1001 forecasts completed (5.2%). RMBI finished in 0.6s. ETA: 2m 46s. Rate: 343.55 forecasts/min
[2025-11-27T20:26:06.314915] [DEBUG] [REMOTE    ] CRTO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.315901] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 5 features, N/A% accuracy
[2025-11-27T20:26:06.315968] [INFO ] [LOCAL     ] CRTO: Loaded 5 optimal features with 68.81% confidence from JSON config
[2025-11-27T20:26:06.316004] [DEBUG] [MAG       ] Building data for symbol: CRTO with lookback: 0
[2025-11-27T20:26:06.316923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:06.316998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:06.318680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:06.341972] [DEBUG] [MAG       ] EMBC: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.370402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:06.371336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:06.375777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:06.376520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:06.440421] [DEBUG] [MAG       ] MYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.454350] [DEBUG] [MAG       ] IZEA: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.498958] [INFO ] [LOCAL     ] MYN: Saved forecast.
[2025-11-27T20:26:06.499050] [INFO ] [main      ] MYN: Signal=1 (Conf=100.0%), Magnitude=-0.22% (Conf=48.6561%)
[2025-11-27T20:26:06.499426] [INFO ] [main      ] Progress: 53/1001 forecasts completed (5.3%). MYN finished in 0.6s. ETA: 2m 46s. Rate: 342.74 forecasts/min
[2025-11-27T20:26:06.499623] [INFO ] [main      ] Fetching symbol history for BLX...
[2025-11-27T20:26:06.499675] [DEBUG] [REMOTE    ] BLX: Fetching historical data.
[2025-11-27T20:26:06.512307] [DEBUG] [REMOTE    ] BLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.513334] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 1 features, N/A% accuracy
[2025-11-27T20:26:06.513393] [INFO ] [LOCAL     ] BLX: Loaded 1 optimal features with 54.90% confidence from JSON config
[2025-11-27T20:26:06.513427] [DEBUG] [MAG       ] Building data for symbol: BLX with lookback: 0
[2025-11-27T20:26:06.514219] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:06.514289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:06.515158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:06.517722] [DEBUG] [MAG       ] EMBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.587185] [INFO ] [LOCAL     ] EMBC: Saved forecast.
[2025-11-27T20:26:06.587388] [INFO ] [main      ] EMBC: Signal=1 (Conf=100.0%), Magnitude=-6.22% (Conf=57.2327%)
[2025-11-27T20:26:06.587818] [INFO ] [main      ] Fetching symbol history for BROS...
[2025-11-27T20:26:06.588062] [DEBUG] [REMOTE    ] BROS: Fetching historical data.
[2025-11-27T20:26:06.588669] [INFO ] [main      ] Progress: 54/1001 forecasts completed (5.4%). EMBC finished in 0.6s. ETA: 2m 44s. Rate: 345.88 forecasts/min
[2025-11-27T20:26:06.600733] [DEBUG] [REMOTE    ] BROS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.601609] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 10 features, N/A% accuracy
[2025-11-27T20:26:06.601733] [INFO ] [LOCAL     ] BROS: Loaded 10 optimal features with 51.07% confidence from JSON config
[2025-11-27T20:26:06.601825] [DEBUG] [MAG       ] Building data for symbol: BROS with lookback: 0
[2025-11-27T20:26:06.602664] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:06.602787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:06.607512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:06.608693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:06.610454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:06.611015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:06.612152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:06.613850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:06.614618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:06.615384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:06.616520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:06.621665] [DEBUG] [MAG       ] IZEA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.622354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:06.676592] [INFO ] [LOCAL     ] IZEA: Saved forecast.
[2025-11-27T20:26:06.676679] [INFO ] [main      ] IZEA: Signal=1 (Conf=100.0%), Magnitude=0.97% (Conf=44.6694%)
[2025-11-27T20:26:06.677039] [INFO ] [main      ] Fetching symbol history for BKD...
[2025-11-27T20:26:06.677091] [DEBUG] [REMOTE    ] BKD: Fetching historical data.
[2025-11-27T20:26:06.677660] [INFO ] [main      ] Progress: 55/1001 forecasts completed (5.5%). IZEA finished in 0.6s. ETA: 2m 43s. Rate: 348.97 forecasts/min
[2025-11-27T20:26:06.689652] [DEBUG] [REMOTE    ] BKD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.690658] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 9 features, N/A% accuracy
[2025-11-27T20:26:06.690722] [INFO ] [LOCAL     ] BKD: Loaded 9 optimal features with 45.35% confidence from JSON config
[2025-11-27T20:26:06.690763] [DEBUG] [MAG       ] Building data for symbol: BKD with lookback: 0
[2025-11-27T20:26:06.691549] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:06.691640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:06.696476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:06.698284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:06.698794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:06.699243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:06.699665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:06.700551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:06.702234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:06.731539] [DEBUG] [MAG       ] CRTO: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.740324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:06.741542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:06.848181] [DEBUG] [MAG       ] BLX: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.895812] [DEBUG] [MAG       ] CRTO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:06.954226] [DEBUG] [MAG       ] BROS: Last date is validated at 2025-11-26
[2025-11-27T20:26:06.981434] [INFO ] [LOCAL     ] CRTO: Saved forecast.
[2025-11-27T20:26:06.981709] [INFO ] [main      ] CRTO: Signal=1 (Conf=100.0%), Magnitude=0.20% (Conf=68.8112%)
[2025-11-27T20:26:06.981931] [INFO ] [main      ] Fetching symbol history for LSCC...
[2025-11-27T20:26:06.982035] [DEBUG] [REMOTE    ] LSCC: Fetching historical data.
[2025-11-27T20:26:06.983651] [INFO ] [main      ] Progress: 56/1001 forecasts completed (5.6%). CRTO finished in 0.7s. ETA: 2m 45s. Rate: 344.17 forecasts/min
[2025-11-27T20:26:06.993100] [DEBUG] [REMOTE    ] LSCC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:06.994192] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 4 features, N/A% accuracy
[2025-11-27T20:26:06.994306] [INFO ] [LOCAL     ] LSCC: Loaded 4 optimal features with 50.26% confidence from JSON config
[2025-11-27T20:26:06.994395] [DEBUG] [MAG       ] Building data for symbol: LSCC with lookback: 0
[2025-11-27T20:26:06.995257] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:06.995379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:07.015223] [DEBUG] [MAG       ] BLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.069665] [DEBUG] [MAG       ] BKD: Last date is validated at 2025-11-26
[2025-11-27T20:26:07.089048] [INFO ] [LOCAL     ] BLX: Saved forecast.
[2025-11-27T20:26:07.089227] [INFO ] [main      ] BLX: Signal=1 (Conf=100.0%), Magnitude=-0.27% (Conf=54.8975%)
[2025-11-27T20:26:07.089667] [INFO ] [main      ] Progress: 57/1001 forecasts completed (5.7%). BLX finished in 0.6s. ETA: 2m 43s. Rate: 346.56 forecasts/min
[2025-11-27T20:26:07.089846] [INFO ] [main      ] Fetching symbol history for AWRE...
[2025-11-27T20:26:07.089943] [DEBUG] [REMOTE    ] AWRE: Fetching historical data.
[2025-11-27T20:26:07.101956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:07.102526] [DEBUG] [REMOTE    ] AWRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.103549] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 7 features, N/A% accuracy
[2025-11-27T20:26:07.103692] [INFO ] [LOCAL     ] AWRE: Loaded 7 optimal features with 53.43% confidence from JSON config
[2025-11-27T20:26:07.103783] [DEBUG] [MAG       ] Building data for symbol: AWRE with lookback: 0
[2025-11-27T20:26:07.104386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:07.104681] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:07.104792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:07.107251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:07.108720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.109901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:07.110972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:07.125325] [DEBUG] [MAG       ] BROS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.153614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:07.155153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:07.156000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:07.157784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:07.160881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.238001] [DEBUG] [MAG       ] BKD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.247146] [INFO ] [LOCAL     ] BROS: Saved forecast.
[2025-11-27T20:26:07.247227] [INFO ] [main      ] BROS: Signal=1 (Conf=100.0%), Magnitude=7.67% (Conf=51.0686%)
[2025-11-27T20:26:07.247399] [INFO ] [main      ] Fetching symbol history for KNTK...
[2025-11-27T20:26:07.247445] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-11-27T20:26:07.247932] [INFO ] [main      ] Progress: 58/1001 forecasts completed (5.8%). BROS finished in 0.7s. ETA: 2m 43s. Rate: 347.07 forecasts/min
[2025-11-27T20:26:07.259926] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.261559] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, N/A% accuracy
[2025-11-27T20:26:07.261636] [INFO ] [LOCAL     ] KNTK: Loaded 5 optimal features with 58.08% confidence from JSON config
[2025-11-27T20:26:07.261672] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 0
[2025-11-27T20:26:07.262421] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:07.262490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:07.263224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:07.304702] [INFO ] [LOCAL     ] BKD: Saved forecast.
[2025-11-27T20:26:07.304795] [INFO ] [main      ] BKD: Signal=1 (Conf=100.0%), Magnitude=-4.92% (Conf=45.348%)
[2025-11-27T20:26:07.304952] [INFO ] [main      ] Fetching symbol history for HY...
[2025-11-27T20:26:07.304998] [DEBUG] [REMOTE    ] HY: Fetching historical data.
[2025-11-27T20:26:07.305933] [INFO ] [main      ] Progress: 59/1001 forecasts completed (5.9%). BKD finished in 0.6s. ETA: 2m 41s. Rate: 351.02 forecasts/min
[2025-11-27T20:26:07.317532] [DEBUG] [REMOTE    ] HY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.318759] [DEBUG] [LOCAL     ] Loaded configuration for HY: 9 features, N/A% accuracy
[2025-11-27T20:26:07.318820] [INFO ] [LOCAL     ] HY: Loaded 9 optimal features with 48.91% confidence from JSON config
[2025-11-27T20:26:07.318855] [DEBUG] [MAG       ] Building data for symbol: HY with lookback: 0
[2025-11-27T20:26:07.319623] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:07.319694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:07.324351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:07.326075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:07.326549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:07.340472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:07.342285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:07.343396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:07.349296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.431428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:07.433333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:07.443136] [DEBUG] [MAG       ] LSCC: Last date is validated at 2025-11-26
[2025-11-27T20:26:07.480536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:07.482184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:07.486047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:07.487420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.498876] [DEBUG] [MAG       ] AWRE: Last date is validated at 2025-11-26
[2025-11-27T20:26:07.612495] [DEBUG] [MAG       ] LSCC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.666827] [DEBUG] [MAG       ] AWRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.688696] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-11-26
[2025-11-27T20:26:07.724510] [INFO ] [LOCAL     ] LSCC: Saved forecast.
[2025-11-27T20:26:07.724743] [INFO ] [main      ] LSCC: Signal=1 (Conf=100.0%), Magnitude=5.78% (Conf=50.2604%)
[2025-11-27T20:26:07.725189] [INFO ] [main      ] Fetching symbol history for UONE...
[2025-11-27T20:26:07.725301] [DEBUG] [REMOTE    ] UONE: Fetching historical data.
[2025-11-27T20:26:07.725218] [INFO ] [main      ] Progress: 60/1001 forecasts completed (6.0%). LSCC finished in 0.7s. ETA: 2m 45s. Rate: 342.72 forecasts/min
[2025-11-27T20:26:07.730386] [INFO ] [LOCAL     ] AWRE: Saved forecast.
[2025-11-27T20:26:07.730546] [INFO ] [main      ] AWRE: Signal=1 (Conf=100.0%), Magnitude=2.21% (Conf=53.4311%)
[2025-11-27T20:26:07.730816] [INFO ] [main      ] Fetching symbol history for RMBS...
[2025-11-27T20:26:07.730920] [DEBUG] [REMOTE    ] RMBS: Fetching historical data.
[2025-11-27T20:26:07.732118] [INFO ] [main      ] Progress: 61/1001 forecasts completed (6.1%). AWRE finished in 0.6s. ETA: 2m 42s. Rate: 348.21 forecasts/min
[2025-11-27T20:26:07.739176] [DEBUG] [REMOTE    ] UONE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.740423] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 14 features, N/A% accuracy
[2025-11-27T20:26:07.740487] [INFO ] [LOCAL     ] UONE: Loaded 14 optimal features with 30.92% confidence from JSON config
[2025-11-27T20:26:07.740523] [DEBUG] [MAG       ] Building data for symbol: UONE with lookback: 0
[2025-11-27T20:26:07.741371] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-27T20:26:07.741449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:07.743220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:07.743831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:07.743838] [DEBUG] [REMOTE    ] RMBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.744295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:07.744726] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 8 features, N/A% accuracy
[2025-11-27T20:26:07.744840] [INFO ] [LOCAL     ] RMBS: Loaded 8 optimal features with 48.47% confidence from JSON config
[2025-11-27T20:26:07.744984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:07.744931] [DEBUG] [MAG       ] Building data for symbol: RMBS with lookback: 0
[2025-11-27T20:26:07.745831] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:07.745956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:07.750890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:07.752778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:07.753341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:07.753887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:07.754696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:07.755636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:07.756898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:07.761266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.785313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:07.786649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:07.788821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:07.791104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:07.792286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:07.795242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:07.796969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:07.798092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:07.799896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:07.800679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:07.816450] [DEBUG] [MAG       ] HY: Last date is validated at 2025-11-26
[2025-11-27T20:26:07.862680] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.952993] [INFO ] [LOCAL     ] KNTK: Saved forecast.
[2025-11-27T20:26:07.953077] [INFO ] [main      ] KNTK: Signal=1 (Conf=100.0%), Magnitude=0.29% (Conf=58.0805%)
[2025-11-27T20:26:07.953259] [INFO ] [main      ] Fetching symbol history for NAVI...
[2025-11-27T20:26:07.953312] [DEBUG] [REMOTE    ] NAVI: Fetching historical data.
[2025-11-27T20:26:07.954631] [INFO ] [main      ] Progress: 62/1001 forecasts completed (6.2%). KNTK finished in 0.7s. ETA: 2m 43s. Rate: 346.58 forecasts/min
[2025-11-27T20:26:07.967082] [DEBUG] [REMOTE    ] NAVI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:07.968099] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 7 features, N/A% accuracy
[2025-11-27T20:26:07.968183] [INFO ] [LOCAL     ] NAVI: Loaded 7 optimal features with 74.53% confidence from JSON config
[2025-11-27T20:26:07.968222] [DEBUG] [MAG       ] Building data for symbol: NAVI with lookback: 0
[2025-11-27T20:26:07.969009] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:07.969078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:07.973937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:07.975781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:07.976270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:07.977163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:07.979590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:07.981638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:07.982239] [DEBUG] [MAG       ] HY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:07.984084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.082848] [INFO ] [LOCAL     ] HY: Saved forecast.
[2025-11-27T20:26:08.082943] [INFO ] [main      ] HY: Signal=1 (Conf=100.0%), Magnitude=-1.73% (Conf=48.9122%)
[2025-11-27T20:26:08.083105] [INFO ] [main      ] Fetching symbol history for PDYN...
[2025-11-27T20:26:08.083150] [DEBUG] [REMOTE    ] PDYN: Fetching historical data.
[2025-11-27T20:26:08.085646] [INFO ] [main      ] Progress: 63/1001 forecasts completed (6.3%). HY finished in 0.8s. ETA: 2m 42s. Rate: 347.92 forecasts/min
[2025-11-27T20:26:08.095800] [DEBUG] [REMOTE    ] PDYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:08.096931] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 5 features, N/A% accuracy
[2025-11-27T20:26:08.096993] [INFO ] [LOCAL     ] PDYN: Loaded 5 optimal features with 48.40% confidence from JSON config
[2025-11-27T20:26:08.097027] [DEBUG] [MAG       ] Building data for symbol: PDYN with lookback: 0
[2025-11-27T20:26:08.097081] [DEBUG] [MAG       ] RMBS: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.097812] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:08.097882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:08.102623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:08.104335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:08.104837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:08.144512] [DEBUG] [MAG       ] UONE: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.145257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:08.147897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.268680] [DEBUG] [MAG       ] RMBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:08.313979] [DEBUG] [MAG       ] UONE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:08.332879] [DEBUG] [MAG       ] NAVI: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.387505] [INFO ] [LOCAL     ] UONE: Saved forecast.
[2025-11-27T20:26:08.387610] [INFO ] [main      ] UONE: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=30.9248%)
[2025-11-27T20:26:08.387977] [INFO ] [main      ] Fetching symbol history for OSS...
[2025-11-27T20:26:08.388035] [DEBUG] [REMOTE    ] OSS: Fetching historical data.
[2025-11-27T20:26:08.388024] [INFO ] [main      ] Progress: 64/1001 forecasts completed (6.4%). UONE finished in 0.7s. ETA: 2m 43s. Rate: 343.87 forecasts/min
[2025-11-27T20:26:08.388327] [INFO ] [LOCAL     ] RMBS: Saved forecast.
[2025-11-27T20:26:08.388489] [INFO ] [main      ] RMBS: Signal=1 (Conf=100.0%), Magnitude=-0.22% (Conf=48.4655%)
[2025-11-27T20:26:08.388921] [INFO ] [main      ] Progress: 65/1001 forecasts completed (6.5%). RMBS finished in 0.7s. ETA: 2m 41s. Rate: 349.22 forecasts/min
[2025-11-27T20:26:08.389084] [INFO ] [main      ] Fetching symbol history for EDF...
[2025-11-27T20:26:08.389184] [DEBUG] [REMOTE    ] EDF: Fetching historical data.
[2025-11-27T20:26:08.401201] [DEBUG] [REMOTE    ] OSS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:08.402204] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 5 features, N/A% accuracy
[2025-11-27T20:26:08.402268] [INFO ] [LOCAL     ] OSS: Loaded 5 optimal features with 53.09% confidence from JSON config
[2025-11-27T20:26:08.402308] [DEBUG] [MAG       ] Building data for symbol: OSS with lookback: 0
[2025-11-27T20:26:08.403014] [DEBUG] [REMOTE    ] EDF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:08.403229] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:08.403309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:08.403777] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 7 features, N/A% accuracy
[2025-11-27T20:26:08.403836] [INFO ] [LOCAL     ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config
[2025-11-27T20:26:08.403880] [DEBUG] [MAG       ] Building data for symbol: EDF with lookback: 0
[2025-11-27T20:26:08.404677] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:08.404750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:08.409345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:08.409610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:08.411404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:08.411973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:08.412126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:08.412447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:08.413304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:08.413282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.415159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:08.415715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:08.417229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:08.419505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.481465] [DEBUG] [MAG       ] PDYN: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.504526] [DEBUG] [MAG       ] NAVI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:08.579769] [INFO ] [LOCAL     ] NAVI: Saved forecast.
[2025-11-27T20:26:08.579864] [INFO ] [main      ] NAVI: Signal=1 (Conf=100.0%), Magnitude=4.62% (Conf=74.5298%)
[2025-11-27T20:26:08.580317] [INFO ] [main      ] Fetching symbol history for GEL...
[2025-11-27T20:26:08.580373] [DEBUG] [REMOTE    ] GEL: Fetching historical data.
[2025-11-27T20:26:08.580628] [INFO ] [main      ] Progress: 66/1001 forecasts completed (6.6%). NAVI finished in 0.6s. ETA: 2m 41s. Rate: 348.61 forecasts/min
[2025-11-27T20:26:08.593183] [DEBUG] [REMOTE    ] GEL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:08.594363] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 12 features, N/A% accuracy
[2025-11-27T20:26:08.594423] [INFO ] [LOCAL     ] GEL: Loaded 12 optimal features with 36.11% confidence from JSON config
[2025-11-27T20:26:08.594457] [DEBUG] [MAG       ] Building data for symbol: GEL with lookback: 0
[2025-11-27T20:26:08.595238] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-11-27T20:26:08.595313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:08.600140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:08.601933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:08.602445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:08.602860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:08.603627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:08.649204] [DEBUG] [MAG       ] PDYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:08.651457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:08.728665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:08.729411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:08.730526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:08.732324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:08.733537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:08.734292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.735297] [INFO ] [LOCAL     ] PDYN: Saved forecast.
[2025-11-27T20:26:08.735393] [INFO ] [main      ] PDYN: Signal=1 (Conf=100.0%), Magnitude=13.78% (Conf=48.4002%)
[2025-11-27T20:26:08.735791] [INFO ] [main      ] Fetching symbol history for PWP...
[2025-11-27T20:26:08.735847] [DEBUG] [REMOTE    ] PWP: Fetching historical data.
[2025-11-27T20:26:08.736658] [INFO ] [main      ] Progress: 67/1001 forecasts completed (6.7%). PDYN finished in 0.7s. ETA: 2m 41s. Rate: 349.09 forecasts/min
[2025-11-27T20:26:08.748672] [DEBUG] [REMOTE    ] PWP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:08.749796] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 3 features, N/A% accuracy
[2025-11-27T20:26:08.749857] [INFO ] [LOCAL     ] PWP: Loaded 3 optimal features with 50.79% confidence from JSON config
[2025-11-27T20:26:08.749892] [DEBUG] [MAG       ] Building data for symbol: PWP with lookback: 0
[2025-11-27T20:26:08.750698] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:08.750766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:08.751658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:08.754119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:08.755290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:08.769053] [DEBUG] [MAG       ] OSS: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.839031] [DEBUG] [MAG       ] EDF: Last date is validated at 2025-11-26
[2025-11-27T20:26:08.943527] [DEBUG] [MAG       ] OSS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.007138] [INFO ] [LOCAL     ] OSS: Saved forecast.
[2025-11-27T20:26:09.007365] [INFO ] [main      ] OSS: Signal=1 (Conf=100.0%), Magnitude=19.03% (Conf=53.0887%)
[2025-11-27T20:26:09.007650] [INFO ] [main      ] Fetching symbol history for INTZ...
[2025-11-27T20:26:09.007767] [DEBUG] [REMOTE    ] INTZ: Fetching historical data.
[2025-11-27T20:26:09.009057] [INFO ] [main      ] Progress: 68/1001 forecasts completed (6.8%). OSS finished in 0.6s. ETA: 2m 42s. Rate: 346.12 forecasts/min
[2025-11-27T20:26:09.016084] [DEBUG] [MAG       ] EDF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.021309] [DEBUG] [REMOTE    ] INTZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.022329] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 7 features, N/A% accuracy
[2025-11-27T20:26:09.022397] [INFO ] [LOCAL     ] INTZ: Loaded 7 optimal features with 39.49% confidence from JSON config
[2025-11-27T20:26:09.022433] [DEBUG] [MAG       ] Building data for symbol: INTZ with lookback: 0
[2025-11-27T20:26:09.023301] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:09.023375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:09.028881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:09.030725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:09.031207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:09.073689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:09.078761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:09.080015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:09.099844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.135505] [INFO ] [LOCAL     ] EDF: Saved forecast.
[2025-11-27T20:26:09.135724] [INFO ] [main      ] EDF: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=20.0937%)
[2025-11-27T20:26:09.136145] [INFO ] [main      ] Progress: 69/1001 forecasts completed (6.9%). EDF finished in 0.7s. ETA: 2m 41s. Rate: 347.46 forecasts/min
[2025-11-27T20:26:09.136324] [INFO ] [main      ] Fetching symbol history for ABUS...
[2025-11-27T20:26:09.136419] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-11-27T20:26:09.150777] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.151390] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 5 features, N/A% accuracy
[2025-11-27T20:26:09.151500] [INFO ] [LOCAL     ] ABUS: Loaded 5 optimal features with 54.70% confidence from JSON config
[2025-11-27T20:26:09.151606] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 0
[2025-11-27T20:26:09.152396] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:09.152520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:09.154235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:09.154822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:09.155268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:09.163322] [DEBUG] [MAG       ] GEL: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.171225] [DEBUG] [MAG       ] PWP: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.265349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:09.267826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.328647] [DEBUG] [MAG       ] GEL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.336111] [DEBUG] [MAG       ] PWP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.402701] [INFO ] [LOCAL     ] GEL: Saved forecast.
[2025-11-27T20:26:09.402788] [INFO ] [main      ] GEL: Signal=1 (Conf=100.0%), Magnitude=0.91% (Conf=36.1082%)
[2025-11-27T20:26:09.402943] [INFO ] [main      ] Fetching symbol history for MBX...
[2025-11-27T20:26:09.402989] [DEBUG] [REMOTE    ] MBX: Fetching historical data.
[2025-11-27T20:26:09.403881] [INFO ] [main      ] Progress: 70/1001 forecasts completed (7.0%). GEL finished in 0.8s. ETA: 2m 42s. Rate: 344.75 forecasts/min
[2025-11-27T20:26:09.411780] [INFO ] [LOCAL     ] PWP: Saved forecast.
[2025-11-27T20:26:09.411880] [INFO ] [main      ] PWP: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=50.7922%)
[2025-11-27T20:26:09.412045] [INFO ] [main      ] Fetching symbol history for NWSA...
[2025-11-27T20:26:09.412092] [DEBUG] [REMOTE    ] NWSA: Fetching historical data.
[2025-11-27T20:26:09.412751] [INFO ] [main      ] Progress: 71/1001 forecasts completed (7.1%). PWP finished in 0.7s. ETA: 2m 40s. Rate: 349.42 forecasts/min
[2025-11-27T20:26:09.415740] [DEBUG] [REMOTE    ] MBX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.417455] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, N/A% accuracy
[2025-11-27T20:26:09.417520] [INFO ] [LOCAL     ] MBX: Loaded 2 optimal features with 50.48% confidence from JSON config
[2025-11-27T20:26:09.417555] [DEBUG] [MAG       ] Building data for symbol: MBX with lookback: 0
[2025-11-27T20:26:09.418341] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:09.418407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:09.419484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:09.425188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.425174] [DEBUG] [REMOTE    ] NWSA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.425942] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 10 features, N/A% accuracy
[2025-11-27T20:26:09.426004] [INFO ] [LOCAL     ] NWSA: Loaded 10 optimal features with 43.09% confidence from JSON config
[2025-11-27T20:26:09.426038] [DEBUG] [MAG       ] Building data for symbol: NWSA with lookback: 0
[2025-11-27T20:26:09.426827] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:09.426899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:09.431657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:09.432912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:09.434894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:09.439076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:09.440619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:09.441326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:09.442982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:09.443465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:09.444643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:09.446616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.520548] [DEBUG] [MAG       ] INTZ: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.606272] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.683743] [DEBUG] [MAG       ] INTZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.757525] [DEBUG] [MAG       ] MBX: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.758423] [INFO ] [LOCAL     ] INTZ: Saved forecast.
[2025-11-27T20:26:09.758562] [INFO ] [main      ] INTZ: Signal=1 (Conf=90.0%), Magnitude=2.67% (Conf=39.4929%)
[2025-11-27T20:26:09.758993] [INFO ] [main      ] Fetching symbol history for ASND...
[2025-11-27T20:26:09.759100] [DEBUG] [REMOTE    ] ASND: Fetching historical data.
[2025-11-27T20:26:09.759148] [INFO ] [main      ] Progress: 72/1001 forecasts completed (7.2%). INTZ finished in 0.8s. ETA: 2m 42s. Rate: 344.55 forecasts/min
[2025-11-27T20:26:09.770901] [DEBUG] [REMOTE    ] ASND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.771818] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 6 features, N/A% accuracy
[2025-11-27T20:26:09.771879] [INFO ] [LOCAL     ] ASND: Loaded 6 optimal features with 54.06% confidence from JSON config
[2025-11-27T20:26:09.771913] [DEBUG] [MAG       ] Building data for symbol: ASND with lookback: 0
[2025-11-27T20:26:09.772700] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:09.772768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:09.774434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:09.774964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:09.775391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:09.775823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:09.776380] [DEBUG] [MAG       ] NWSA: Last date is validated at 2025-11-26
[2025-11-27T20:26:09.776865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:09.778405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.781089] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.838639] [INFO ] [LOCAL     ] ABUS: Saved forecast.
[2025-11-27T20:26:09.838748] [INFO ] [main      ] ABUS: Signal=1 (Conf=90.0%), Magnitude=1.60% (Conf=54.6981%)
[2025-11-27T20:26:09.838917] [INFO ] [main      ] Fetching symbol history for ALGM...
[2025-11-27T20:26:09.838974] [DEBUG] [REMOTE    ] ALGM: Fetching historical data.
[2025-11-27T20:26:09.840146] [INFO ] [main      ] Progress: 73/1001 forecasts completed (7.3%). ABUS finished in 0.7s. ETA: 2m 40s. Rate: 347.10 forecasts/min
[2025-11-27T20:26:09.852556] [DEBUG] [REMOTE    ] ALGM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:09.853653] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, N/A% accuracy
[2025-11-27T20:26:09.853723] [INFO ] [LOCAL     ] ALGM: Loaded 4 optimal features with 64.57% confidence from JSON config
[2025-11-27T20:26:09.853816] [DEBUG] [MAG       ] Building data for symbol: ALGM with lookback: 0
[2025-11-27T20:26:09.854647] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:09.854732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:09.859540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:09.860424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:09.899343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:09.900898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:09.923527] [DEBUG] [MAG       ] MBX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:09.942206] [DEBUG] [MAG       ] NWSA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.014996] [INFO ] [LOCAL     ] MBX: Saved forecast.
[2025-11-27T20:26:10.015087] [INFO ] [main      ] MBX: Signal=1 (Conf=90.0%), Magnitude=7.61% (Conf=50.4812%)
[2025-11-27T20:26:10.015244] [INFO ] [main      ] Fetching symbol history for CMRE...
[2025-11-27T20:26:10.015290] [DEBUG] [REMOTE    ] CMRE: Fetching historical data.
[2025-11-27T20:26:10.016803] [INFO ] [main      ] Progress: 74/1001 forecasts completed (7.4%). MBX finished in 0.6s. ETA: 2m 40s. Rate: 346.99 forecasts/min
[2025-11-27T20:26:10.025260] [INFO ] [LOCAL     ] NWSA: Saved forecast.
[2025-11-27T20:26:10.025352] [INFO ] [main      ] NWSA: Signal=1 (Conf=90.0%), Magnitude=1.59% (Conf=43.0879%)
[2025-11-27T20:26:10.025544] [INFO ] [main      ] Fetching symbol history for SCL...
[2025-11-27T20:26:10.025608] [DEBUG] [REMOTE    ] SCL: Fetching historical data.
[2025-11-27T20:26:10.025773] [INFO ] [main      ] Progress: 75/1001 forecasts completed (7.5%). NWSA finished in 0.6s. ETA: 2m 38s. Rate: 351.44 forecasts/min
[2025-11-27T20:26:10.028293] [DEBUG] [REMOTE    ] CMRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.029136] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 7 features, N/A% accuracy
[2025-11-27T20:26:10.029196] [INFO ] [LOCAL     ] CMRE: Loaded 7 optimal features with 49.75% confidence from JSON config
[2025-11-27T20:26:10.029230] [DEBUG] [MAG       ] Building data for symbol: CMRE with lookback: 0
[2025-11-27T20:26:10.030055] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:10.030124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:10.034856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:10.037280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:10.038908] [DEBUG] [REMOTE    ] SCL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.039719] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, N/A% accuracy
[2025-11-27T20:26:10.039779] [INFO ] [LOCAL     ] SCL: Loaded 3 optimal features with 53.92% confidence from JSON config
[2025-11-27T20:26:10.039814] [DEBUG] [MAG       ] Building data for symbol: SCL with lookback: 0
[2025-11-27T20:26:10.040603] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:10.040671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:10.041517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:10.089774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:10.090710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.105501] [DEBUG] [MAG       ] ASND: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.145843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:10.147804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:10.196646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:10.199629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:10.200710] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.259941] [DEBUG] [MAG       ] ALGM: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.269782] [DEBUG] [MAG       ] ASND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.380169] [INFO ] [LOCAL     ] ASND: Saved forecast.
[2025-11-27T20:26:10.380381] [INFO ] [main      ] ASND: Signal=1 (Conf=90.0%), Magnitude=1.82% (Conf=54.0567%)
[2025-11-27T20:26:10.380812] [INFO ] [main      ] Progress: 76/1001 forecasts completed (7.6%). ASND finished in 0.6s. ETA: 2m 40s. Rate: 346.51 forecasts/min
[2025-11-27T20:26:10.381000] [INFO ] [main      ] Fetching symbol history for GL...
[2025-11-27T20:26:10.381099] [DEBUG] [REMOTE    ] GL: Fetching historical data.
[2025-11-27T20:26:10.395367] [DEBUG] [REMOTE    ] GL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.396358] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, N/A% accuracy
[2025-11-27T20:26:10.396471] [INFO ] [LOCAL     ] GL: Loaded 2 optimal features with 50.10% confidence from JSON config
[2025-11-27T20:26:10.396563] [DEBUG] [MAG       ] Building data for symbol: GL with lookback: 0
[2025-11-27T20:26:10.397419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:10.397538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:10.402309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:10.404032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.424814] [DEBUG] [MAG       ] SCL: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.427435] [DEBUG] [MAG       ] ALGM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.512689] [INFO ] [LOCAL     ] ALGM: Saved forecast.
[2025-11-27T20:26:10.512780] [INFO ] [main      ] ALGM: Signal=1 (Conf=90.0%), Magnitude=5.48% (Conf=64.5681%)
[2025-11-27T20:26:10.513157] [INFO ] [main      ] Fetching symbol history for KURA...
[2025-11-27T20:26:10.513212] [DEBUG] [REMOTE    ] KURA: Fetching historical data.
[2025-11-27T20:26:10.513797] [INFO ] [main      ] Progress: 77/1001 forecasts completed (7.7%). ALGM finished in 0.7s. ETA: 2m 40s. Rate: 347.56 forecasts/min
[2025-11-27T20:26:10.526685] [DEBUG] [REMOTE    ] KURA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.527775] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, N/A% accuracy
[2025-11-27T20:26:10.527889] [INFO ] [LOCAL     ] KURA: Loaded 2 optimal features with 54.42% confidence from JSON config
[2025-11-27T20:26:10.527979] [DEBUG] [MAG       ] Building data for symbol: KURA with lookback: 0
[2025-11-27T20:26:10.528866] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:10.528987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:10.531416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:10.533255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.533756] [DEBUG] [MAG       ] CMRE: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.596456] [DEBUG] [MAG       ] SCL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.695074] [INFO ] [LOCAL     ] SCL: Saved forecast.
[2025-11-27T20:26:10.695180] [INFO ] [main      ] SCL: Signal=1 (Conf=90.0%), Magnitude=3.90% (Conf=53.9248%)
[2025-11-27T20:26:10.695705] [INFO ] [main      ] Fetching symbol history for BGY...
[2025-11-27T20:26:10.695781] [DEBUG] [REMOTE    ] BGY: Fetching historical data.
[2025-11-27T20:26:10.695911] [INFO ] [main      ] Progress: 78/1001 forecasts completed (7.8%). SCL finished in 0.7s. ETA: 2m 39s. Rate: 347.32 forecasts/min
[2025-11-27T20:26:10.701831] [DEBUG] [MAG       ] CMRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.713768] [DEBUG] [REMOTE    ] BGY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.714689] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 5 features, N/A% accuracy
[2025-11-27T20:26:10.714770] [INFO ] [LOCAL     ] BGY: Loaded 5 optimal features with 36.50% confidence from JSON config
[2025-11-27T20:26:10.714831] [DEBUG] [MAG       ] Building data for symbol: BGY with lookback: 0
[2025-11-27T20:26:10.715909] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:10.715999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:10.723131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:10.725693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:10.726377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:10.726913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:10.728079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.733300] [DEBUG] [MAG       ] GL: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.771048] [INFO ] [LOCAL     ] CMRE: Saved forecast.
[2025-11-27T20:26:10.771132] [INFO ] [main      ] CMRE: Signal=1 (Conf=90.0%), Magnitude=-0.14% (Conf=49.7533%)
[2025-11-27T20:26:10.771330] [INFO ] [main      ] Fetching symbol history for FOLD...
[2025-11-27T20:26:10.771379] [DEBUG] [REMOTE    ] FOLD: Fetching historical data.
[2025-11-27T20:26:10.772656] [INFO ] [main      ] Progress: 79/1001 forecasts completed (7.9%). CMRE finished in 0.8s. ETA: 2m 38s. Rate: 349.78 forecasts/min
[2025-11-27T20:26:10.783846] [DEBUG] [REMOTE    ] FOLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:10.784770] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 4 features, N/A% accuracy
[2025-11-27T20:26:10.784830] [INFO ] [LOCAL     ] FOLD: Loaded 4 optimal features with 58.75% confidence from JSON config
[2025-11-27T20:26:10.784865] [DEBUG] [MAG       ] Building data for symbol: FOLD with lookback: 0
[2025-11-27T20:26:10.785629] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:10.785694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:10.790370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:10.792160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:10.792651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:10.793486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:10.872241] [DEBUG] [MAG       ] KURA: Last date is validated at 2025-11-26
[2025-11-27T20:26:10.896654] [DEBUG] [MAG       ] GL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:10.993383] [INFO ] [LOCAL     ] GL: Saved forecast.
[2025-11-27T20:26:10.993607] [INFO ] [main      ] GL: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=50.0981%)
[2025-11-27T20:26:10.993794] [INFO ] [main      ] Fetching symbol history for KDP...
[2025-11-27T20:26:10.993841] [DEBUG] [REMOTE    ] KDP: Fetching historical data.
[2025-11-27T20:26:10.995011] [INFO ] [main      ] Progress: 80/1001 forecasts completed (8.0%). GL finished in 0.6s. ETA: 2m 39s. Rate: 348.49 forecasts/min
[2025-11-27T20:26:11.008231] [DEBUG] [REMOTE    ] KDP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.009147] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 6 features, N/A% accuracy
[2025-11-27T20:26:11.009206] [INFO ] [LOCAL     ] KDP: Loaded 6 optimal features with 60.41% confidence from JSON config
[2025-11-27T20:26:11.009242] [DEBUG] [MAG       ] Building data for symbol: KDP with lookback: 0
[2025-11-27T20:26:11.010072] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:11.010140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:11.011837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:11.012341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:11.012765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:11.042268] [DEBUG] [MAG       ] KURA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.062670] [DEBUG] [MAG       ] BGY: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.113155] [INFO ] [LOCAL     ] KURA: Saved forecast.
[2025-11-27T20:26:11.113369] [INFO ] [main      ] KURA: Signal=1 (Conf=90.0%), Magnitude=-8.05% (Conf=54.425%)
[2025-11-27T20:26:11.113808] [INFO ] [main      ] Fetching symbol history for CARS...
[2025-11-27T20:26:11.113918] [DEBUG] [REMOTE    ] CARS: Fetching historical data.
[2025-11-27T20:26:11.113999] [INFO ] [main      ] Progress: 81/1001 forecasts completed (8.1%). KURA finished in 0.6s. ETA: 2m 38s. Rate: 349.82 forecasts/min
[2025-11-27T20:26:11.124255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:11.129034] [DEBUG] [REMOTE    ] CARS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.130075] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, N/A% accuracy
[2025-11-27T20:26:11.130196] [INFO ] [LOCAL     ] CARS: Loaded 2 optimal features with 47.87% confidence from JSON config
[2025-11-27T20:26:11.130290] [DEBUG] [MAG       ] Building data for symbol: CARS with lookback: 0
[2025-11-27T20:26:11.131156] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:11.131282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:11.133080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:11.133038] [DEBUG] [MAG       ] FOLD: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.133626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.170305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:11.172163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.228757] [DEBUG] [MAG       ] BGY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.286310] [INFO ] [LOCAL     ] BGY: Saved forecast.
[2025-11-27T20:26:11.286397] [INFO ] [main      ] BGY: Signal=1 (Conf=90.0%), Magnitude=1.08% (Conf=36.4979%)
[2025-11-27T20:26:11.286554] [INFO ] [main      ] Fetching symbol history for PBM...
[2025-11-27T20:26:11.286641] [DEBUG] [REMOTE    ] PBM: Fetching historical data.
[2025-11-27T20:26:11.287106] [INFO ] [main      ] Progress: 82/1001 forecasts completed (8.2%). BGY finished in 0.6s. ETA: 2m 38s. Rate: 349.78 forecasts/min
[2025-11-27T20:26:11.298969] [DEBUG] [REMOTE    ] PBM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.300058] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 5 features, N/A% accuracy
[2025-11-27T20:26:11.300119] [INFO ] [LOCAL     ] PBM: Loaded 5 optimal features with 36.34% confidence from JSON config
[2025-11-27T20:26:11.300155] [DEBUG] [MAG       ] Building data for symbol: PBM with lookback: 0
[2025-11-27T20:26:11.300943] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:11.301010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:11.305698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:11.307425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:11.307927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:11.308364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:11.309205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.318734] [DEBUG] [MAG       ] FOLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.381789] [INFO ] [LOCAL     ] FOLD: Saved forecast.
[2025-11-27T20:26:11.381876] [INFO ] [main      ] FOLD: Signal=1 (Conf=90.0%), Magnitude=3.31% (Conf=58.7518%)
[2025-11-27T20:26:11.382035] [INFO ] [main      ] Fetching symbol history for GPIX...
[2025-11-27T20:26:11.382100] [DEBUG] [REMOTE    ] GPIX: Fetching historical data.
[2025-11-27T20:26:11.382896] [INFO ] [main      ] Progress: 83/1001 forecasts completed (8.3%). FOLD finished in 0.6s. ETA: 2m 37s. Rate: 351.65 forecasts/min
[2025-11-27T20:26:11.395105] [DEBUG] [REMOTE    ] GPIX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.396119] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 7 features, N/A% accuracy
[2025-11-27T20:26:11.396180] [INFO ] [LOCAL     ] GPIX: Loaded 7 optimal features with 73.62% confidence from JSON config
[2025-11-27T20:26:11.396214] [DEBUG] [MAG       ] Building data for symbol: GPIX with lookback: 0
[2025-11-27T20:26:11.397044] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:11.397118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:11.401916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:11.403736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:11.404227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:11.404659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:11.405527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:11.408785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:11.409714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.484057] [DEBUG] [MAG       ] CARS: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.501524] [DEBUG] [MAG       ] KDP: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.640668] [DEBUG] [MAG       ] PBM: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.651307] [DEBUG] [MAG       ] CARS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.665800] [DEBUG] [MAG       ] KDP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.717620] [INFO ] [LOCAL     ] CARS: Saved forecast.
[2025-11-27T20:26:11.717705] [INFO ] [main      ] CARS: Signal=1 (Conf=90.0%), Magnitude=-6.22% (Conf=47.8687%)
[2025-11-27T20:26:11.718100] [INFO ] [main      ] Progress: 84/1001 forecasts completed (8.4%). CARS finished in 0.6s. ETA: 2m 38s. Rate: 347.66 forecasts/min
[2025-11-27T20:26:11.718271] [INFO ] [main      ] Fetching symbol history for CTRA...
[2025-11-27T20:26:11.718322] [DEBUG] [REMOTE    ] CTRA: Fetching historical data.
[2025-11-27T20:26:11.730754] [DEBUG] [REMOTE    ] CTRA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.731809] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 9 features, N/A% accuracy
[2025-11-27T20:26:11.731879] [INFO ] [LOCAL     ] CTRA: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-11-27T20:26:11.731928] [DEBUG] [MAG       ] Building data for symbol: CTRA with lookback: 0
[2025-11-27T20:26:11.732719] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:11.732789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:11.737500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:11.739297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:11.739793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:11.740185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:11.741106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:11.741803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:11.743410] [INFO ] [LOCAL     ] KDP: Saved forecast.
[2025-11-27T20:26:11.743550] [INFO ] [main      ] KDP: Signal=1 (Conf=90.0%), Magnitude=3.33% (Conf=60.414%)
[2025-11-27T20:26:11.744020] [INFO ] [main      ] Fetching symbol history for PHK...
[2025-11-27T20:26:11.744168] [INFO ] [main      ] Progress: 85/1001 forecasts completed (8.5%). KDP finished in 0.7s. ETA: 2m 37s. Rate: 351.17 forecasts/min
[2025-11-27T20:26:11.744133] [DEBUG] [REMOTE    ] PHK: Fetching historical data.
[2025-11-27T20:26:11.746130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:11.747540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:11.748346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.757660] [DEBUG] [REMOTE    ] PHK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.758631] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 3 features, N/A% accuracy
[2025-11-27T20:26:11.758701] [INFO ] [LOCAL     ] PHK: Loaded 3 optimal features with 26.52% confidence from JSON config
[2025-11-27T20:26:11.758804] [DEBUG] [MAG       ] Building data for symbol: PHK with lookback: 0
[2025-11-27T20:26:11.759672] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:11.759749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:11.764637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:11.765539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:11.767944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.773489] [DEBUG] [MAG       ] GPIX: Last date is validated at 2025-11-26
[2025-11-27T20:26:11.805541] [DEBUG] [MAG       ] PBM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:11.916245] [INFO ] [LOCAL     ] PBM: Saved forecast.
[2025-11-27T20:26:11.916330] [INFO ] [main      ] PBM: Signal=1 (Conf=90.0%), Magnitude=-12.01% (Conf=36.3447%)
[2025-11-27T20:26:11.916684] [INFO ] [main      ] Fetching symbol history for LQDA...
[2025-11-27T20:26:11.916812] [DEBUG] [REMOTE    ] LQDA: Fetching historical data.
[2025-11-27T20:26:11.916965] [INFO ] [main      ] Progress: 86/1001 forecasts completed (8.6%). PBM finished in 0.6s. ETA: 2m 36s. Rate: 351.12 forecasts/min
[2025-11-27T20:26:11.929940] [DEBUG] [REMOTE    ] LQDA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:11.931071] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 4 features, N/A% accuracy
[2025-11-27T20:26:11.931191] [INFO ] [LOCAL     ] LQDA: Loaded 4 optimal features with 56.29% confidence from JSON config
[2025-11-27T20:26:11.931280] [DEBUG] [MAG       ] Building data for symbol: LQDA with lookback: 0
[2025-11-27T20:26:11.932110] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:11.932230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:11.934614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:11.935472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:11.937353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:11.939778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:11.942269] [DEBUG] [MAG       ] GPIX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.018148] [INFO ] [LOCAL     ] GPIX: Saved forecast.
[2025-11-27T20:26:12.018258] [INFO ] [main      ] GPIX: Signal=1 (Conf=90.0%), Magnitude=1.43% (Conf=73.6211%)
[2025-11-27T20:26:12.018440] [INFO ] [main      ] Fetching symbol history for PRGS...
[2025-11-27T20:26:12.018488] [DEBUG] [REMOTE    ] PRGS: Fetching historical data.
[2025-11-27T20:26:12.019633] [INFO ] [main      ] Progress: 87/1001 forecasts completed (8.7%). GPIX finished in 0.6s. ETA: 2m 35s. Rate: 352.74 forecasts/min
[2025-11-27T20:26:12.029910] [DEBUG] [REMOTE    ] PRGS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.030824] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, N/A% accuracy
[2025-11-27T20:26:12.030887] [INFO ] [LOCAL     ] PRGS: Loaded 2 optimal features with 56.51% confidence from JSON config
[2025-11-27T20:26:12.030921] [DEBUG] [MAG       ] Building data for symbol: PRGS with lookback: 0
[2025-11-27T20:26:12.031694] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:12.031760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:12.032623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:12.078557] [DEBUG] [MAG       ] CTRA: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.095838] [DEBUG] [MAG       ] PHK: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.145703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.246514] [DEBUG] [MAG       ] CTRA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.263799] [DEBUG] [MAG       ] PHK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.277096] [DEBUG] [MAG       ] LQDA: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.318231] [INFO ] [LOCAL     ] PHK: Saved forecast.
[2025-11-27T20:26:12.318320] [INFO ] [main      ] PHK: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=26.5154%)
[2025-11-27T20:26:12.318502] [INFO ] [main      ] Fetching symbol history for BSX...
[2025-11-27T20:26:12.318554] [DEBUG] [REMOTE    ] BSX: Fetching historical data.
[2025-11-27T20:26:12.318911] [INFO ] [main      ] Progress: 88/1001 forecasts completed (8.8%). PHK finished in 0.6s. ETA: 2m 37s. Rate: 349.72 forecasts/min
[2025-11-27T20:26:12.325689] [INFO ] [LOCAL     ] CTRA: Saved forecast.
[2025-11-27T20:26:12.325833] [INFO ] [main      ] CTRA: Signal=1 (Conf=90.0%), Magnitude=1.60% (Conf=46.8873%)
[2025-11-27T20:26:12.326271] [INFO ] [main      ] Progress: 89/1001 forecasts completed (8.9%). CTRA finished in 0.6s. ETA: 2m 35s. Rate: 353.52 forecasts/min
[2025-11-27T20:26:12.326451] [INFO ] [main      ] Fetching symbol history for DOUG...
[2025-11-27T20:26:12.326546] [DEBUG] [REMOTE    ] DOUG: Fetching historical data.
[2025-11-27T20:26:12.331469] [DEBUG] [REMOTE    ] BSX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.332392] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 8 features, N/A% accuracy
[2025-11-27T20:26:12.332452] [INFO ] [LOCAL     ] BSX: Loaded 8 optimal features with 48.01% confidence from JSON config
[2025-11-27T20:26:12.332487] [DEBUG] [MAG       ] Building data for symbol: BSX with lookback: 0
[2025-11-27T20:26:12.333271] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:12.333341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:12.338193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:12.339243] [DEBUG] [REMOTE    ] DOUG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.339994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:12.340254] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 6 features, N/A% accuracy
[2025-11-27T20:26:12.340317] [INFO ] [LOCAL     ] DOUG: Loaded 6 optimal features with 42.06% confidence from JSON config
[2025-11-27T20:26:12.340365] [DEBUG] [MAG       ] Building data for symbol: DOUG with lookback: 0
[2025-11-27T20:26:12.340486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:12.340884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:12.341139] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:12.341203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:12.341658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:12.343478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:12.345490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:12.346168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:12.347054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.348047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:12.348624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:12.349071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:12.351908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:12.353079] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.445990] [DEBUG] [MAG       ] LQDA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.506237] [DEBUG] [MAG       ] PRGS: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.532982] [INFO ] [LOCAL     ] LQDA: Saved forecast.
[2025-11-27T20:26:12.533074] [INFO ] [main      ] LQDA: Signal=1 (Conf=90.0%), Magnitude=1.93% (Conf=56.2886%)
[2025-11-27T20:26:12.533237] [INFO ] [main      ] Fetching symbol history for LMBS...
[2025-11-27T20:26:12.533284] [DEBUG] [REMOTE    ] LMBS: Fetching historical data.
[2025-11-27T20:26:12.533965] [INFO ] [main      ] Progress: 90/1001 forecasts completed (9.0%). LQDA finished in 0.6s. ETA: 2m 35s. Rate: 352.65 forecasts/min
[2025-11-27T20:26:12.546568] [DEBUG] [REMOTE    ] LMBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.547773] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 4 features, N/A% accuracy
[2025-11-27T20:26:12.547910] [INFO ] [LOCAL     ] LMBS: Loaded 4 optimal features with 46.91% confidence from JSON config
[2025-11-27T20:26:12.548018] [DEBUG] [MAG       ] Building data for symbol: LMBS with lookback: 0
[2025-11-27T20:26:12.549058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:12.549206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:12.554389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:12.556343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:12.557007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:12.557554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.673992] [DEBUG] [MAG       ] PRGS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.676646] [DEBUG] [MAG       ] BSX: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.694806] [DEBUG] [MAG       ] DOUG: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.764644] [INFO ] [LOCAL     ] PRGS: Saved forecast.
[2025-11-27T20:26:12.764730] [INFO ] [main      ] PRGS: Signal=1 (Conf=90.0%), Magnitude=0.20% (Conf=56.5095%)
[2025-11-27T20:26:12.765068] [INFO ] [main      ] Fetching symbol history for NXE...
[2025-11-27T20:26:12.765121] [DEBUG] [REMOTE    ] NXE: Fetching historical data.
[2025-11-27T20:26:12.765749] [INFO ] [main      ] Progress: 91/1001 forecasts completed (9.1%). PRGS finished in 0.7s. ETA: 2m 35s. Rate: 351.25 forecasts/min
[2025-11-27T20:26:12.776436] [DEBUG] [REMOTE    ] NXE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.777282] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, N/A% accuracy
[2025-11-27T20:26:12.777340] [INFO ] [LOCAL     ] NXE: Loaded 2 optimal features with 53.33% confidence from JSON config
[2025-11-27T20:26:12.777375] [DEBUG] [MAG       ] Building data for symbol: NXE with lookback: 0
[2025-11-27T20:26:12.778179] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:12.778247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:12.783399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:12.826758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.844030] [DEBUG] [MAG       ] BSX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.864225] [DEBUG] [MAG       ] DOUG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:12.917907] [DEBUG] [MAG       ] LMBS: Last date is validated at 2025-11-26
[2025-11-27T20:26:12.923593] [INFO ] [LOCAL     ] DOUG: Saved forecast.
[2025-11-27T20:26:12.923751] [INFO ] [main      ] DOUG: Signal=1 (Conf=90.0%), Magnitude=5.59% (Conf=42.0612%)
[2025-11-27T20:26:12.924221] [INFO ] [main      ] Progress: 92/1001 forecasts completed (9.2%). DOUG finished in 0.6s. ETA: 2m 35s. Rate: 351.52 forecasts/min
[2025-11-27T20:26:12.924409] [INFO ] [main      ] Fetching symbol history for NATL...
[2025-11-27T20:26:12.924508] [DEBUG] [REMOTE    ] NATL: Fetching historical data.
[2025-11-27T20:26:12.937643] [DEBUG] [REMOTE    ] NATL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.938956] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 5 features, N/A% accuracy
[2025-11-27T20:26:12.939100] [INFO ] [LOCAL     ] NATL: Loaded 5 optimal features with 57.28% confidence from JSON config
[2025-11-27T20:26:12.939211] [DEBUG] [MAG       ] Building data for symbol: NATL with lookback: 0
[2025-11-27T20:26:12.940065] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:12.940186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:12.940976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:12.943333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:12.944097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:12.944867] [INFO ] [LOCAL     ] BSX: Saved forecast.
[2025-11-27T20:26:12.944952] [INFO ] [main      ] BSX: Signal=1 (Conf=90.0%), Magnitude=-1.07% (Conf=48.0086%)
[2025-11-27T20:26:12.945107] [INFO ] [main      ] Fetching symbol history for VTEX...
[2025-11-27T20:26:12.945168] [DEBUG] [REMOTE    ] VTEX: Fetching historical data.
[2025-11-27T20:26:12.945941] [INFO ] [main      ] Progress: 93/1001 forecasts completed (9.3%). BSX finished in 0.6s. ETA: 2m 34s. Rate: 354.85 forecasts/min
[2025-11-27T20:26:12.947727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:12.949453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:12.957908] [DEBUG] [REMOTE    ] VTEX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:12.958769] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 4 features, N/A% accuracy
[2025-11-27T20:26:12.958828] [INFO ] [LOCAL     ] VTEX: Loaded 4 optimal features with 62.99% confidence from JSON config
[2025-11-27T20:26:12.958863] [DEBUG] [MAG       ] Building data for symbol: VTEX with lookback: 0
[2025-11-27T20:26:12.959659] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:12.959726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:12.964377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:12.966134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:12.966617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:12.967010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.082012] [DEBUG] [MAG       ] LMBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:13.139687] [INFO ] [LOCAL     ] LMBS: Saved forecast.
[2025-11-27T20:26:13.139772] [INFO ] [main      ] LMBS: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=46.9091%)
[2025-11-27T20:26:13.139947] [INFO ] [main      ] Fetching symbol history for HPE...
[2025-11-27T20:26:13.139994] [DEBUG] [REMOTE    ] HPE: Fetching historical data.
[2025-11-27T20:26:13.140884] [INFO ] [main      ] Progress: 94/1001 forecasts completed (9.4%). LMBS finished in 0.6s. ETA: 2m 34s. Rate: 354.28 forecasts/min
[2025-11-27T20:26:13.152859] [DEBUG] [REMOTE    ] HPE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:13.153672] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 2 features, N/A% accuracy
[2025-11-27T20:26:13.153732] [INFO ] [LOCAL     ] HPE: Loaded 2 optimal features with 58.69% confidence from JSON config
[2025-11-27T20:26:13.153767] [DEBUG] [MAG       ] Building data for symbol: HPE with lookback: 0
[2025-11-27T20:26:13.154510] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:13.154593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:13.180076] [DEBUG] [MAG       ] NXE: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.262335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:13.263434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.285340] [DEBUG] [MAG       ] NATL: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.302337] [DEBUG] [MAG       ] VTEX: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.350079] [DEBUG] [MAG       ] NXE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:13.413602] [INFO ] [LOCAL     ] NXE: Saved forecast.
[2025-11-27T20:26:13.413689] [INFO ] [main      ] NXE: Signal=1 (Conf=90.0%), Magnitude=5.28% (Conf=53.3323%)
[2025-11-27T20:26:13.413869] [INFO ] [main      ] Fetching symbol history for MSGS...
[2025-11-27T20:26:13.413914] [DEBUG] [REMOTE    ] MSGS: Fetching historical data.
[2025-11-27T20:26:13.414853] [INFO ] [main      ] Progress: 95/1001 forecasts completed (9.5%). NXE finished in 0.6s. ETA: 2m 34s. Rate: 351.99 forecasts/min
[2025-11-27T20:26:13.425853] [DEBUG] [REMOTE    ] MSGS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:13.426832] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 7 features, N/A% accuracy
[2025-11-27T20:26:13.426892] [INFO ] [LOCAL     ] MSGS: Loaded 7 optimal features with 39.29% confidence from JSON config
[2025-11-27T20:26:13.426927] [DEBUG] [MAG       ] Building data for symbol: MSGS with lookback: 0
[2025-11-27T20:26:13.427693] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:13.427757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:13.432442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:13.434298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:13.434856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:13.435357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:13.437734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:13.439399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:13.440479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.452111] [DEBUG] [MAG       ] NATL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:13.468752] [DEBUG] [MAG       ] VTEX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:13.527541] [INFO ] [LOCAL     ] VTEX: Saved forecast.
[2025-11-27T20:26:13.527643] [INFO ] [main      ] VTEX: Signal=1 (Conf=90.0%), Magnitude=-0.56% (Conf=62.9904%)
[2025-11-27T20:26:13.527800] [INFO ] [main      ] Fetching symbol history for HSII...
[2025-11-27T20:26:13.527861] [DEBUG] [REMOTE    ] HSII: Fetching historical data.
[2025-11-27T20:26:13.528070] [INFO ] [main      ] Progress: 96/1001 forecasts completed (9.6%). VTEX finished in 0.6s. ETA: 2m 34s. Rate: 353.22 forecasts/min
[2025-11-27T20:26:13.540460] [DEBUG] [REMOTE    ] HSII: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:13.541625] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 8 features, N/A% accuracy
[2025-11-27T20:26:13.541746] [INFO ] [LOCAL     ] HSII: Loaded 8 optimal features with 27.70% confidence from JSON config
[2025-11-27T20:26:13.541655] [INFO ] [LOCAL     ] NATL: Saved forecast.
[2025-11-27T20:26:13.541800] [DEBUG] [MAG       ] Building data for symbol: HSII with lookback: 0
[2025-11-27T20:26:13.541928] [INFO ] [main      ] NATL: Signal=1 (Conf=90.0%), Magnitude=1.24% (Conf=57.2769%)
[2025-11-27T20:26:13.542338] [INFO ] [main      ] Progress: 97/1001 forecasts completed (9.7%). NATL finished in 0.6s. ETA: 2m 32s. Rate: 356.59 forecasts/min
[2025-11-27T20:26:13.542531] [INFO ] [main      ] Fetching symbol history for BJ...
[2025-11-27T20:26:13.542647] [DEBUG] [REMOTE    ] BJ: Fetching historical data.
[2025-11-27T20:26:13.542691] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:13.542848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:13.547544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:13.549358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:13.549912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:13.550368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:13.551185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:13.551754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:13.552931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:13.554994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.555526] [DEBUG] [REMOTE    ] BJ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:13.556645] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 3 features, N/A% accuracy
[2025-11-27T20:26:13.556708] [INFO ] [LOCAL     ] BJ: Loaded 3 optimal features with 46.22% confidence from JSON config
[2025-11-27T20:26:13.556743] [DEBUG] [MAG       ] Building data for symbol: BJ with lookback: 0
[2025-11-27T20:26:13.557526] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:13.557608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:13.562600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:13.563916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:13.564994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.595099] [DEBUG] [MAG       ] HPE: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.763967] [DEBUG] [MAG       ] HPE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:13.791020] [DEBUG] [MAG       ] MSGS: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.836363] [INFO ] [LOCAL     ] HPE: Saved forecast.
[2025-11-27T20:26:13.836589] [INFO ] [main      ] HPE: Signal=1 (Conf=90.0%), Magnitude=1.09% (Conf=58.6856%)
[2025-11-27T20:26:13.837012] [INFO ] [main      ] Fetching symbol history for BDN...
[2025-11-27T20:26:13.837122] [DEBUG] [REMOTE    ] BDN: Fetching historical data.
[2025-11-27T20:26:13.837661] [INFO ] [main      ] Progress: 98/1001 forecasts completed (9.8%). HPE finished in 0.7s. ETA: 2m 33s. Rate: 353.86 forecasts/min
[2025-11-27T20:26:13.850635] [DEBUG] [REMOTE    ] BDN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:13.851625] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 4 features, N/A% accuracy
[2025-11-27T20:26:13.851691] [INFO ] [LOCAL     ] BDN: Loaded 4 optimal features with 54.69% confidence from JSON config
[2025-11-27T20:26:13.851735] [DEBUG] [MAG       ] Building data for symbol: BDN with lookback: 0
[2025-11-27T20:26:13.852489] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:13.852587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:13.886469] [DEBUG] [MAG       ] HSII: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.889815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:13.897225] [DEBUG] [MAG       ] BJ: Last date is validated at 2025-11-26
[2025-11-27T20:26:13.938966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:13.940272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:13.941034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:13.956437] [DEBUG] [MAG       ] MSGS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.049697] [DEBUG] [MAG       ] HSII: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.062631] [DEBUG] [MAG       ] BJ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.072681] [INFO ] [LOCAL     ] MSGS: Saved forecast.
[2025-11-27T20:26:14.072900] [INFO ] [main      ] MSGS: Signal=1 (Conf=90.0%), Magnitude=3.49% (Conf=39.2888%)
[2025-11-27T20:26:14.073149] [INFO ] [main      ] Fetching symbol history for VOC...
[2025-11-27T20:26:14.073415] [DEBUG] [REMOTE    ] VOC: Fetching historical data.
[2025-11-27T20:26:14.074646] [INFO ] [main      ] Progress: 99/1001 forecasts completed (9.9%). MSGS finished in 0.7s. ETA: 2m 34s. Rate: 352.45 forecasts/min
[2025-11-27T20:26:14.086368] [DEBUG] [REMOTE    ] VOC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.087255] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 1 features, N/A% accuracy
[2025-11-27T20:26:14.087315] [INFO ] [LOCAL     ] VOC: Loaded 1 optimal features with 43.92% confidence from JSON config
[2025-11-27T20:26:14.087351] [DEBUG] [MAG       ] Building data for symbol: VOC with lookback: 0
[2025-11-27T20:26:14.088105] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:14.088199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:14.092920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:14.139253] [INFO ] [LOCAL     ] HSII: Saved forecast.
[2025-11-27T20:26:14.139492] [INFO ] [main      ] HSII: Signal=1 (Conf=90.0%), Magnitude=0.24% (Conf=27.7045%)
[2025-11-27T20:26:14.139780] [INFO ] [main      ] Fetching symbol history for ESTA...
[2025-11-27T20:26:14.139892] [DEBUG] [REMOTE    ] ESTA: Fetching historical data.
[2025-11-27T20:26:14.140904] [INFO ] [main      ] Progress: 100/1001 forecasts completed (10.0%). HSII finished in 0.6s. ETA: 2m 32s. Rate: 354.62 forecasts/min
[2025-11-27T20:26:14.152511] [DEBUG] [REMOTE    ] ESTA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.153564] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 5 features, N/A% accuracy
[2025-11-27T20:26:14.153700] [INFO ] [LOCAL     ] ESTA: Loaded 5 optimal features with 49.92% confidence from JSON config
[2025-11-27T20:26:14.153802] [DEBUG] [MAG       ] Building data for symbol: ESTA with lookback: 0
[2025-11-27T20:26:14.154677] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:14.154803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:14.156524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:14.157104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:14.157568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:14.158561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:14.166857] [INFO ] [LOCAL     ] BJ: Saved forecast.
[2025-11-27T20:26:14.166941] [INFO ] [main      ] BJ: Signal=1 (Conf=90.0%), Magnitude=-1.41% (Conf=46.2187%)
[2025-11-27T20:26:14.167292] [INFO ] [main      ] Progress: 101/1001 forecasts completed (10.1%). BJ finished in 0.6s. ETA: 2m 31s. Rate: 357.60 forecasts/min
[2025-11-27T20:26:14.167415] [INFO ] [main      ] Fetching symbol history for NUVL...
[2025-11-27T20:26:14.167463] [DEBUG] [REMOTE    ] NUVL: Fetching historical data.
[2025-11-27T20:26:14.180153] [DEBUG] [REMOTE    ] NUVL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.181239] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 7 features, N/A% accuracy
[2025-11-27T20:26:14.181299] [INFO ] [LOCAL     ] NUVL: Loaded 7 optimal features with 56.87% confidence from JSON config
[2025-11-27T20:26:14.181335] [DEBUG] [MAG       ] Building data for symbol: NUVL with lookback: 0
[2025-11-27T20:26:14.182157] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:14.182227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:14.183963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:14.184478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:14.184949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:14.185363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:14.186341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:14.205741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:14.226108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:14.275562] [DEBUG] [MAG       ] BDN: Last date is validated at 2025-11-26
[2025-11-27T20:26:14.276300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:14.428382] [DEBUG] [MAG       ] VOC: Last date is validated at 2025-11-26
[2025-11-27T20:26:14.439395] [DEBUG] [MAG       ] BDN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.496030] [INFO ] [LOCAL     ] BDN: Saved forecast.
[2025-11-27T20:26:14.496110] [INFO ] [main      ] BDN: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=54.6938%)
[2025-11-27T20:26:14.496268] [INFO ] [main      ] Fetching symbol history for GTES...
[2025-11-27T20:26:14.496314] [DEBUG] [REMOTE    ] GTES: Fetching historical data.
[2025-11-27T20:26:14.496830] [INFO ] [main      ] Progress: 102/1001 forecasts completed (10.2%). BDN finished in 0.7s. ETA: 2m 32s. Rate: 354.25 forecasts/min
[2025-11-27T20:26:14.510525] [DEBUG] [REMOTE    ] GTES: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.511515] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 2 features, N/A% accuracy
[2025-11-27T20:26:14.511625] [INFO ] [LOCAL     ] GTES: Loaded 2 optimal features with 47.82% confidence from JSON config
[2025-11-27T20:26:14.511673] [DEBUG] [MAG       ] Building data for symbol: GTES with lookback: 0
[2025-11-27T20:26:14.512419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:14.512485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:14.517227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:14.536384] [DEBUG] [MAG       ] ESTA: Last date is validated at 2025-11-26
[2025-11-27T20:26:14.589955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:14.594751] [DEBUG] [MAG       ] VOC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.607743] [DEBUG] [MAG       ] NUVL: Last date is validated at 2025-11-26
[2025-11-27T20:26:14.648675] [INFO ] [LOCAL     ] VOC: Saved forecast.
[2025-11-27T20:26:14.648770] [INFO ] [main      ] VOC: Signal=1 (Conf=90.0%), Magnitude=2.48% (Conf=43.918%)
[2025-11-27T20:26:14.649129] [INFO ] [main      ] Fetching symbol history for APLD...
[2025-11-27T20:26:14.649184] [DEBUG] [REMOTE    ] APLD: Fetching historical data.
[2025-11-27T20:26:14.649654] [INFO ] [main      ] Progress: 103/1001 forecasts completed (10.3%). VOC finished in 0.6s. ETA: 2m 32s. Rate: 354.59 forecasts/min
[2025-11-27T20:26:14.661961] [DEBUG] [REMOTE    ] APLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.663061] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 5 features, N/A% accuracy
[2025-11-27T20:26:14.663219] [INFO ] [LOCAL     ] APLD: Loaded 5 optimal features with 47.19% confidence from JSON config
[2025-11-27T20:26:14.663309] [DEBUG] [MAG       ] Building data for symbol: APLD with lookback: 0
[2025-11-27T20:26:14.664173] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:14.664298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:14.669101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:14.670928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:14.702278] [DEBUG] [MAG       ] ESTA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.718758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:14.719827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:14.721154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:14.774527] [DEBUG] [MAG       ] NUVL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:14.806015] [INFO ] [LOCAL     ] ESTA: Saved forecast.
[2025-11-27T20:26:14.806226] [INFO ] [main      ] ESTA: Signal=1 (Conf=90.0%), Magnitude=0.28% (Conf=49.9198%)
[2025-11-27T20:26:14.806674] [INFO ] [main      ] Fetching symbol history for TBIL...
[2025-11-27T20:26:14.806702] [INFO ] [main      ] Progress: 104/1001 forecasts completed (10.4%). ESTA finished in 0.7s. ETA: 2m 32s. Rate: 354.84 forecasts/min
[2025-11-27T20:26:14.806821] [DEBUG] [REMOTE    ] TBIL: Fetching historical data.
[2025-11-27T20:26:14.818025] [DEBUG] [REMOTE    ] TBIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.819061] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 50 features, N/A% accuracy
[2025-11-27T20:26:14.819172] [INFO ] [LOCAL     ] TBIL: Loaded 50 optimal features with 14.41% confidence from JSON config
[2025-11-27T20:26:14.819262] [DEBUG] [MAG       ] Building data for symbol: TBIL with lookback: 0
[2025-11-27T20:26:14.820098] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-11-27T20:26:14.820254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:14.825012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:14.826823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:14.827354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:14.827872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:14.828348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:14.829152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:14.830015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:14.832426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:14.891352] [INFO ] [LOCAL     ] NUVL: Saved forecast.
[2025-11-27T20:26:14.891588] [INFO ] [main      ] NUVL: Signal=1 (Conf=90.0%), Magnitude=-0.22% (Conf=56.8748%)
[2025-11-27T20:26:14.891989] [INFO ] [main      ] Fetching symbol history for IHS...
[2025-11-27T20:26:14.892255] [INFO ] [main      ] Progress: 105/1001 forecasts completed (10.5%). NUVL finished in 0.7s. ETA: 2m 31s. Rate: 356.51 forecasts/min
[2025-11-27T20:26:14.892160] [DEBUG] [REMOTE    ] IHS: Fetching historical data.
[2025-11-27T20:26:14.906421] [DEBUG] [REMOTE    ] IHS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:14.907628] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 5 features, N/A% accuracy
[2025-11-27T20:26:14.907741] [INFO ] [LOCAL     ] IHS: Loaded 5 optimal features with 39.05% confidence from JSON config
[2025-11-27T20:26:14.907835] [DEBUG] [MAG       ] Building data for symbol: IHS with lookback: 0
[2025-11-27T20:26:14.908722] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:14.908848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:14.910684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:14.911269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:14.911775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:14.928444] [DEBUG] [MAG       ] GTES: Last date is validated at 2025-11-26
[2025-11-27T20:26:14.937748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:14.939828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:14.976875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:14.978067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:15.017611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:15.018642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:15.019954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:15.024512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:15.026145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.053047] [DEBUG] [MAG       ] APLD: Last date is validated at 2025-11-26
[2025-11-27T20:26:15.093114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:15.094007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:15.095840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:15.098679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:15.099860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:15.101834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:15.102638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:15.106888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:15.108117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:15.109545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:15.110056] [DEBUG] [MAG       ] GTES: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.111173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:15.114035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:15.114762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:15.115500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:15.117508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:15.118682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:15.119418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:15.120177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:26:15.120938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:15.123696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:15.125320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:15.127784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:15.130033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:15.133846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:15.151101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:15.152348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:15.154046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:15.154835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:15.156602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:15.158569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:15.160621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:15.162058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:15.164289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:15.166016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:15.167937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.189976] [INFO ] [LOCAL     ] GTES: Saved forecast.
[2025-11-27T20:26:15.190071] [INFO ] [main      ] GTES: Signal=1 (Conf=90.0%), Magnitude=-0.79% (Conf=47.8169%)
[2025-11-27T20:26:15.190484] [INFO ] [main      ] Fetching symbol history for ZETA...
[2025-11-27T20:26:15.190558] [DEBUG] [REMOTE    ] ZETA: Fetching historical data.
[2025-11-27T20:26:15.190664] [INFO ] [main      ] Progress: 106/1001 forecasts completed (10.6%). GTES finished in 0.7s. ETA: 2m 32s. Rate: 353.93 forecasts/min
[2025-11-27T20:26:15.205067] [DEBUG] [REMOTE    ] ZETA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:15.205817] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 5 features, N/A% accuracy
[2025-11-27T20:26:15.205878] [INFO ] [LOCAL     ] ZETA: Loaded 5 optimal features with 46.00% confidence from JSON config
[2025-11-27T20:26:15.205914] [DEBUG] [MAG       ] Building data for symbol: ZETA with lookback: 0
[2025-11-27T20:26:15.206772] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:15.206853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:15.207822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:15.223951] [DEBUG] [MAG       ] APLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.323913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:15.362449] [DEBUG] [MAG       ] IHS: Last date is validated at 2025-11-26
[2025-11-27T20:26:15.363064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:15.363992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:15.414961] [INFO ] [LOCAL     ] APLD: Saved forecast.
[2025-11-27T20:26:15.415044] [INFO ] [main      ] APLD: Signal=1 (Conf=90.0%), Magnitude=8.41% (Conf=47.1878%)
[2025-11-27T20:26:15.415201] [INFO ] [main      ] Fetching symbol history for DMAC...
[2025-11-27T20:26:15.415247] [DEBUG] [REMOTE    ] DMAC: Fetching historical data.
[2025-11-27T20:26:15.416630] [INFO ] [main      ] Progress: 107/1001 forecasts completed (10.7%). APLD finished in 0.8s. ETA: 2m 32s. Rate: 352.83 forecasts/min
[2025-11-27T20:26:15.429509] [DEBUG] [REMOTE    ] DMAC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:15.430308] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, N/A% accuracy
[2025-11-27T20:26:15.430370] [INFO ] [LOCAL     ] DMAC: Loaded 5 optimal features with 51.91% confidence from JSON config
[2025-11-27T20:26:15.430406] [DEBUG] [MAG       ] Building data for symbol: DMAC with lookback: 0
[2025-11-27T20:26:15.431201] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:15.431269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:15.436004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:15.437806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:15.438306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:15.438708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:15.439569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.441283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.504560] [DEBUG] [MAG       ] TBIL: Last date is validated at 2025-11-26
[2025-11-27T20:26:15.531092] [DEBUG] [MAG       ] IHS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.587783] [INFO ] [LOCAL     ] IHS: Saved forecast.
[2025-11-27T20:26:15.587996] [INFO ] [main      ] IHS: Signal=1 (Conf=90.0%), Magnitude=-0.59% (Conf=39.0465%)
[2025-11-27T20:26:15.588462] [INFO ] [main      ] Progress: 108/1001 forecasts completed (10.8%). IHS finished in 0.7s. ETA: 2m 32s. Rate: 352.80 forecasts/min
[2025-11-27T20:26:15.588673] [INFO ] [main      ] Fetching symbol history for ABG...
[2025-11-27T20:26:15.588776] [DEBUG] [REMOTE    ] ABG: Fetching historical data.
[2025-11-27T20:26:15.601109] [DEBUG] [REMOTE    ] ABG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:15.602126] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 3 features, N/A% accuracy
[2025-11-27T20:26:15.602239] [INFO ] [LOCAL     ] ABG: Loaded 3 optimal features with 65.53% confidence from JSON config
[2025-11-27T20:26:15.602333] [DEBUG] [MAG       ] Building data for symbol: ABG with lookback: 0
[2025-11-27T20:26:15.603167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:15.603288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:15.608480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:15.648494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:15.649636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.671477] [DEBUG] [MAG       ] TBIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.773358] [DEBUG] [MAG       ] ZETA: Last date is validated at 2025-11-26
[2025-11-27T20:26:15.776700] [DEBUG] [MAG       ] DMAC: Last date is validated at 2025-11-26
[2025-11-27T20:26:15.927940] [INFO ] [LOCAL     ] TBIL: Saved forecast.
[2025-11-27T20:26:15.928178] [INFO ] [main      ] TBIL: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.406%)
[2025-11-27T20:26:15.928513] [INFO ] [main      ] Fetching symbol history for LII...
[2025-11-27T20:26:15.928641] [DEBUG] [REMOTE    ] LII: Fetching historical data.
[2025-11-27T20:26:15.929656] [INFO ] [main      ] Progress: 109/1001 forecasts completed (10.9%). TBIL finished in 1.1s. ETA: 2m 33s. Rate: 349.57 forecasts/min
[2025-11-27T20:26:15.937697] [DEBUG] [MAG       ] ZETA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.940457] [DEBUG] [REMOTE    ] LII: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:15.941711] [DEBUG] [LOCAL     ] Loaded configuration for LII: 1 features, N/A% accuracy
[2025-11-27T20:26:15.941780] [INFO ] [LOCAL     ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config
[2025-11-27T20:26:15.941817] [DEBUG] [MAG       ] Building data for symbol: LII with lookback: 0
[2025-11-27T20:26:15.942616] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:15.942712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:15.947991] [DEBUG] [MAG       ] DMAC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:15.982080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:15.986969] [DEBUG] [MAG       ] ABG: Last date is validated at 2025-11-26
[2025-11-27T20:26:16.026734] [INFO ] [LOCAL     ] DMAC: Saved forecast.
[2025-11-27T20:26:16.026986] [INFO ] [main      ] DMAC: Signal=1 (Conf=90.0%), Magnitude=-3.11% (Conf=51.9132%)
[2025-11-27T20:26:16.027297] [INFO ] [main      ] Fetching symbol history for DHIL...
[2025-11-27T20:26:16.027646] [DEBUG] [REMOTE    ] DHIL: Fetching historical data.
[2025-11-27T20:26:16.029657] [INFO ] [main      ] Progress: 110/1001 forecasts completed (11.0%). DMAC finished in 0.6s. ETA: 2m 32s. Rate: 350.91 forecasts/min
[2025-11-27T20:26:16.044511] [DEBUG] [REMOTE    ] DHIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.045693] [INFO ] [LOCAL     ] ZETA: Saved forecast.
[2025-11-27T20:26:16.045792] [INFO ] [main      ] ZETA: Signal=1 (Conf=90.0%), Magnitude=7.84% (Conf=46.0024%)
[2025-11-27T20:26:16.045891] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 9 features, N/A% accuracy
[2025-11-27T20:26:16.045981] [INFO ] [LOCAL     ] DHIL: Loaded 9 optimal features with 52.69% confidence from JSON config
[2025-11-27T20:26:16.046030] [DEBUG] [MAG       ] Building data for symbol: DHIL with lookback: 0
[2025-11-27T20:26:16.046143] [INFO ] [main      ] Fetching symbol history for WKSP...
[2025-11-27T20:26:16.046200] [DEBUG] [REMOTE    ] WKSP: Fetching historical data.
[2025-11-27T20:26:16.046661] [INFO ] [main      ] Progress: 111/1001 forecasts completed (11.1%). ZETA finished in 0.9s. ETA: 2m 31s. Rate: 353.78 forecasts/min
[2025-11-27T20:26:16.047384] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:16.047560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.050307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:16.050989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:16.051476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:16.052480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:16.062031] [DEBUG] [REMOTE    ] WKSP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.063037] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 6 features, N/A% accuracy
[2025-11-27T20:26:16.063102] [INFO ] [LOCAL     ] WKSP: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-11-27T20:26:16.063139] [DEBUG] [MAG       ] Building data for symbol: WKSP with lookback: 0
[2025-11-27T20:26:16.063996] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:16.064070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:16.069141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.070970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:16.071473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:16.072306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:16.073090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:16.074696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.099213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:16.100909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:16.102970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:16.104626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:16.106389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.198269] [DEBUG] [MAG       ] ABG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:16.317951] [INFO ] [LOCAL     ] ABG: Saved forecast.
[2025-11-27T20:26:16.318038] [INFO ] [main      ] ABG: Signal=1 (Conf=90.0%), Magnitude=0.13% (Conf=65.5309%)
[2025-11-27T20:26:16.318449] [INFO ] [main      ] Progress: 112/1001 forecasts completed (11.2%). ABG finished in 0.7s. ETA: 2m 32s. Rate: 351.88 forecasts/min
[2025-11-27T20:26:16.318594] [INFO ] [main      ] Fetching symbol history for LINC...
[2025-11-27T20:26:16.318643] [DEBUG] [REMOTE    ] LINC: Fetching historical data.
[2025-11-27T20:26:16.325675] [DEBUG] [MAG       ] LII: Last date is validated at 2025-11-26
[2025-11-27T20:26:16.331192] [DEBUG] [REMOTE    ] LINC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.332359] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 8 features, N/A% accuracy
[2025-11-27T20:26:16.332426] [INFO ] [LOCAL     ] LINC: Loaded 8 optimal features with 42.50% confidence from JSON config
[2025-11-27T20:26:16.332461] [DEBUG] [MAG       ] Building data for symbol: LINC with lookback: 0
[2025-11-27T20:26:16.333229] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:16.333297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:16.337964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.339726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:16.340188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:16.340566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:16.342829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:16.344401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:16.345086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:16.345775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.414079] [DEBUG] [MAG       ] WKSP: Last date is validated at 2025-11-26
[2025-11-27T20:26:16.446949] [DEBUG] [MAG       ] DHIL: Last date is validated at 2025-11-26
[2025-11-27T20:26:16.490725] [DEBUG] [MAG       ] LII: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:16.579460] [DEBUG] [MAG       ] WKSP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:16.614730] [DEBUG] [MAG       ] DHIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:16.627503] [INFO ] [LOCAL     ] LII: Saved forecast.
[2025-11-27T20:26:16.627708] [INFO ] [main      ] LII: Signal=1 (Conf=90.0%), Magnitude=3.16% (Conf=52.7203%)
[2025-11-27T20:26:16.628131] [INFO ] [main      ] Fetching symbol history for GECC...
[2025-11-27T20:26:16.628264] [DEBUG] [REMOTE    ] GECC: Fetching historical data.
[2025-11-27T20:26:16.628317] [INFO ] [main      ] Progress: 113/1001 forecasts completed (11.3%). LII finished in 0.7s. ETA: 2m 33s. Rate: 349.36 forecasts/min
[2025-11-27T20:26:16.638877] [DEBUG] [REMOTE    ] GECC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.640006] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 8 features, N/A% accuracy
[2025-11-27T20:26:16.640122] [INFO ] [LOCAL     ] GECC: Loaded 8 optimal features with 58.40% confidence from JSON config
[2025-11-27T20:26:16.640212] [DEBUG] [MAG       ] Building data for symbol: GECC with lookback: 0
[2025-11-27T20:26:16.641131] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:16.641256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.643032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:16.643757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:16.644441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:16.644973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:16.646065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:16.650312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:16.652330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:16.654038] [INFO ] [LOCAL     ] WKSP: Saved forecast.
[2025-11-27T20:26:16.654123] [INFO ] [main      ] WKSP: Signal=1 (Conf=90.0%), Magnitude=-3.38% (Conf=55.7376%)
[2025-11-27T20:26:16.654506] [INFO ] [main      ] Fetching symbol history for FCBC...
[2025-11-27T20:26:16.654559] [DEBUG] [REMOTE    ] FCBC: Fetching historical data.
[2025-11-27T20:26:16.654784] [INFO ] [main      ] Progress: 114/1001 forecasts completed (11.4%). WKSP finished in 0.6s. ETA: 2m 31s. Rate: 351.97 forecasts/min
[2025-11-27T20:26:16.654848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.667177] [DEBUG] [REMOTE    ] FCBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.667986] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, N/A% accuracy
[2025-11-27T20:26:16.668044] [INFO ] [LOCAL     ] FCBC: Loaded 3 optimal features with 63.29% confidence from JSON config
[2025-11-27T20:26:16.668079] [DEBUG] [MAG       ] Building data for symbol: FCBC with lookback: 0
[2025-11-27T20:26:16.669011] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:16.669079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:16.672913] [DEBUG] [MAG       ] LINC: Last date is validated at 2025-11-26
[2025-11-27T20:26:16.726190] [INFO ] [LOCAL     ] DHIL: Saved forecast.
[2025-11-27T20:26:16.726277] [INFO ] [main      ] DHIL: Signal=1 (Conf=90.0%), Magnitude=-1.00% (Conf=52.6877%)
[2025-11-27T20:26:16.726640] [INFO ] [main      ] Fetching symbol history for ALGN...
[2025-11-27T20:26:16.726707] [DEBUG] [REMOTE    ] ALGN: Fetching historical data.
[2025-11-27T20:26:16.728651] [INFO ] [main      ] Progress: 115/1001 forecasts completed (11.5%). DHIL finished in 0.7s. ETA: 2m 30s. Rate: 353.71 forecasts/min
[2025-11-27T20:26:16.740340] [DEBUG] [REMOTE    ] ALGN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.741429] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 5 features, N/A% accuracy
[2025-11-27T20:26:16.741489] [INFO ] [LOCAL     ] ALGN: Loaded 5 optimal features with 59.55% confidence from JSON config
[2025-11-27T20:26:16.741524] [DEBUG] [MAG       ] Building data for symbol: ALGN with lookback: 0
[2025-11-27T20:26:16.742331] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:16.742402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.744092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:16.744625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:16.745018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:16.746040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:16.747402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.779997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:16.782231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:16.783380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:16.837455] [DEBUG] [MAG       ] LINC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:16.915148] [INFO ] [LOCAL     ] LINC: Saved forecast.
[2025-11-27T20:26:16.915233] [INFO ] [main      ] LINC: Signal=1 (Conf=90.0%), Magnitude=1.65% (Conf=42.4983%)
[2025-11-27T20:26:16.915611] [INFO ] [main      ] Fetching symbol history for CAAP...
[2025-11-27T20:26:16.915665] [DEBUG] [REMOTE    ] CAAP: Fetching historical data.
[2025-11-27T20:26:16.915663] [INFO ] [main      ] Progress: 116/1001 forecasts completed (11.6%). LINC finished in 0.6s. ETA: 2m 30s. Rate: 353.40 forecasts/min
[2025-11-27T20:26:16.928419] [DEBUG] [REMOTE    ] CAAP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:16.929541] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 8 features, N/A% accuracy
[2025-11-27T20:26:16.929632] [INFO ] [LOCAL     ] CAAP: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-11-27T20:26:16.929671] [DEBUG] [MAG       ] Building data for symbol: CAAP with lookback: 0
[2025-11-27T20:26:16.930416] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:16.930481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:16.932144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:16.932658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:16.933056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:16.933820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:16.935336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:17.007369] [DEBUG] [MAG       ] GECC: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.007880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:17.009080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:17.009816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.080805] [DEBUG] [MAG       ] ALGN: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.117038] [DEBUG] [MAG       ] FCBC: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.173399] [DEBUG] [MAG       ] GECC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.236304] [INFO ] [LOCAL     ] GECC: Saved forecast.
[2025-11-27T20:26:17.236388] [INFO ] [main      ] GECC: Signal=1 (Conf=90.0%), Magnitude=-0.75% (Conf=58.3957%)
[2025-11-27T20:26:17.236547] [INFO ] [main      ] Fetching symbol history for CDXS...
[2025-11-27T20:26:17.236615] [DEBUG] [REMOTE    ] CDXS: Fetching historical data.
[2025-11-27T20:26:17.237653] [INFO ] [main      ] Progress: 117/1001 forecasts completed (11.7%). GECC finished in 0.6s. ETA: 2m 31s. Rate: 350.71 forecasts/min
[2025-11-27T20:26:17.248707] [DEBUG] [REMOTE    ] CDXS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.248658] [DEBUG] [MAG       ] ALGN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.249616] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, N/A% accuracy
[2025-11-27T20:26:17.249677] [INFO ] [LOCAL     ] CDXS: Loaded 5 optimal features with 60.51% confidence from JSON config
[2025-11-27T20:26:17.249712] [DEBUG] [MAG       ] Building data for symbol: CDXS with lookback: 0
[2025-11-27T20:26:17.250454] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:17.250528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:17.255271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:17.285951] [DEBUG] [MAG       ] FCBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.303608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:17.304518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:17.306532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:17.308736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.336068] [DEBUG] [MAG       ] CAAP: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.370501] [INFO ] [LOCAL     ] FCBC: Saved forecast.
[2025-11-27T20:26:17.370617] [INFO ] [main      ] FCBC: Signal=1 (Conf=90.0%), Magnitude=0.77% (Conf=63.2943%)
[2025-11-27T20:26:17.370818] [INFO ] [main      ] Fetching symbol history for OBDC...
[2025-11-27T20:26:17.370870] [DEBUG] [REMOTE    ] OBDC: Fetching historical data.
[2025-11-27T20:26:17.371888] [INFO ] [main      ] Progress: 118/1001 forecasts completed (11.8%). FCBC finished in 0.7s. ETA: 2m 31s. Rate: 351.35 forecasts/min
[2025-11-27T20:26:17.383783] [DEBUG] [REMOTE    ] OBDC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.384884] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 4 features, N/A% accuracy
[2025-11-27T20:26:17.384948] [INFO ] [LOCAL     ] OBDC: Loaded 4 optimal features with 48.76% confidence from JSON config
[2025-11-27T20:26:17.384983] [DEBUG] [MAG       ] Building data for symbol: OBDC with lookback: 0
[2025-11-27T20:26:17.385747] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:17.385739] [INFO ] [LOCAL     ] ALGN: Saved forecast.
[2025-11-27T20:26:17.385810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:17.385816] [INFO ] [main      ] ALGN: Signal=1 (Conf=90.0%), Magnitude=-3.46% (Conf=59.5514%)
[2025-11-27T20:26:17.385988] [INFO ] [main      ] Fetching symbol history for DGICA...
[2025-11-27T20:26:17.386034] [DEBUG] [REMOTE    ] DGICA: Fetching historical data.
[2025-11-27T20:26:17.386749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:17.386766] [INFO ] [main      ] Progress: 119/1001 forecasts completed (11.9%). ALGN finished in 0.7s. ETA: 2m 29s. Rate: 354.07 forecasts/min
[2025-11-27T20:26:17.387524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:17.390130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:17.391073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.402066] [DEBUG] [REMOTE    ] DGICA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.403643] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 2 features, N/A% accuracy
[2025-11-27T20:26:17.403707] [INFO ] [LOCAL     ] DGICA: Loaded 2 optimal features with 52.64% confidence from JSON config
[2025-11-27T20:26:17.403759] [DEBUG] [MAG       ] Building data for symbol: DGICA with lookback: 0
[2025-11-27T20:26:17.404593] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:17.404691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:17.409751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:17.411001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.503081] [DEBUG] [MAG       ] CAAP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.576540] [INFO ] [LOCAL     ] CAAP: Saved forecast.
[2025-11-27T20:26:17.576652] [INFO ] [main      ] CAAP: Signal=1 (Conf=90.0%), Magnitude=1.38% (Conf=49.0309%)
[2025-11-27T20:26:17.577000] [INFO ] [main      ] Fetching symbol history for LHX...
[2025-11-27T20:26:17.577052] [DEBUG] [REMOTE    ] LHX: Fetching historical data.
[2025-11-27T20:26:17.577661] [INFO ] [main      ] Progress: 120/1001 forecasts completed (12.0%). CAAP finished in 0.7s. ETA: 2m 29s. Rate: 353.70 forecasts/min
[2025-11-27T20:26:17.589805] [DEBUG] [REMOTE    ] LHX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.590782] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 5 features, N/A% accuracy
[2025-11-27T20:26:17.590843] [INFO ] [LOCAL     ] LHX: Loaded 5 optimal features with 57.96% confidence from JSON config
[2025-11-27T20:26:17.590878] [DEBUG] [MAG       ] Building data for symbol: LHX with lookback: 0
[2025-11-27T20:26:17.591657] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:17.591723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:17.592434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:17.593322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:17.594009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:17.594721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:17.595830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.639887] [DEBUG] [MAG       ] CDXS: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.722084] [DEBUG] [MAG       ] OBDC: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.742881] [DEBUG] [MAG       ] DGICA: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.801387] [DEBUG] [MAG       ] CDXS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.866433] [INFO ] [LOCAL     ] CDXS: Saved forecast.
[2025-11-27T20:26:17.866514] [INFO ] [main      ] CDXS: Signal=1 (Conf=90.0%), Magnitude=-5.29% (Conf=60.5064%)
[2025-11-27T20:26:17.866900] [INFO ] [main      ] Fetching symbol history for STBA...
[2025-11-27T20:26:17.866954] [DEBUG] [REMOTE    ] STBA: Fetching historical data.
[2025-11-27T20:26:17.867669] [INFO ] [main      ] Progress: 121/1001 forecasts completed (12.1%). CDXS finished in 0.6s. ETA: 2m 30s. Rate: 351.63 forecasts/min
[2025-11-27T20:26:17.877751] [DEBUG] [REMOTE    ] STBA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.878729] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 11 features, N/A% accuracy
[2025-11-27T20:26:17.878789] [INFO ] [LOCAL     ] STBA: Loaded 11 optimal features with 63.05% confidence from JSON config
[2025-11-27T20:26:17.878823] [DEBUG] [MAG       ] Building data for symbol: STBA with lookback: 0
[2025-11-27T20:26:17.879607] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:26:17.879715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:17.884438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:17.886191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:17.886691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:17.887086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:17.888715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:17.888936] [DEBUG] [MAG       ] OBDC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.889476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:17.890701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:17.891334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:17.892828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:17.894755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:17.895832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.911179] [DEBUG] [MAG       ] DGICA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:17.921858] [DEBUG] [MAG       ] LHX: Last date is validated at 2025-11-26
[2025-11-27T20:26:17.953362] [INFO ] [LOCAL     ] OBDC: Saved forecast.
[2025-11-27T20:26:17.953562] [INFO ] [main      ] OBDC: Signal=1 (Conf=90.0%), Magnitude=2.32% (Conf=48.7647%)
[2025-11-27T20:26:17.954038] [INFO ] [main      ] Fetching symbol history for SRAD...
[2025-11-27T20:26:17.954075] [INFO ] [main      ] Progress: 122/1001 forecasts completed (12.2%). OBDC finished in 0.6s. ETA: 2m 29s. Rate: 353.06 forecasts/min
[2025-11-27T20:26:17.954189] [DEBUG] [REMOTE    ] SRAD: Fetching historical data.
[2025-11-27T20:26:17.968037] [DEBUG] [REMOTE    ] SRAD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.969125] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, N/A% accuracy
[2025-11-27T20:26:17.969241] [INFO ] [LOCAL     ] SRAD: Loaded 4 optimal features with 45.50% confidence from JSON config
[2025-11-27T20:26:17.969334] [DEBUG] [MAG       ] Building data for symbol: SRAD with lookback: 0
[2025-11-27T20:26:17.970261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:17.970386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:17.971354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:17.972697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:17.974688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:17.975545] [INFO ] [LOCAL     ] DGICA: Saved forecast.
[2025-11-27T20:26:17.975643] [INFO ] [main      ] DGICA: Signal=1 (Conf=90.0%), Magnitude=-0.52% (Conf=52.6418%)
[2025-11-27T20:26:17.975555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:17.975996] [INFO ] [main      ] Progress: 123/1001 forecasts completed (12.3%). DGICA finished in 0.6s. ETA: 2m 28s. Rate: 355.58 forecasts/min
[2025-11-27T20:26:17.976119] [INFO ] [main      ] Fetching symbol history for FELE...
[2025-11-27T20:26:17.976163] [DEBUG] [REMOTE    ] FELE: Fetching historical data.
[2025-11-27T20:26:17.988600] [DEBUG] [REMOTE    ] FELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:17.989498] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 7 features, N/A% accuracy
[2025-11-27T20:26:17.989561] [INFO ] [LOCAL     ] FELE: Loaded 7 optimal features with 50.01% confidence from JSON config
[2025-11-27T20:26:17.989619] [DEBUG] [MAG       ] Building data for symbol: FELE with lookback: 0
[2025-11-27T20:26:17.990357] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:17.990421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:17.991274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:17.993121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:17.993666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:17.994723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:17.996351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:17.997424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:17.998148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.086457] [DEBUG] [MAG       ] LHX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:18.197410] [INFO ] [LOCAL     ] LHX: Saved forecast.
[2025-11-27T20:26:18.197496] [INFO ] [main      ] LHX: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=57.9642%)
[2025-11-27T20:26:18.197683] [INFO ] [main      ] Fetching symbol history for YUMC...
[2025-11-27T20:26:18.197735] [DEBUG] [REMOTE    ] YUMC: Fetching historical data.
[2025-11-27T20:26:18.198894] [INFO ] [main      ] Progress: 124/1001 forecasts completed (12.4%). LHX finished in 0.6s. ETA: 2m 28s. Rate: 354.66 forecasts/min
[2025-11-27T20:26:18.211893] [DEBUG] [REMOTE    ] YUMC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:18.212834] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, N/A% accuracy
[2025-11-27T20:26:18.212897] [INFO ] [LOCAL     ] YUMC: Loaded 3 optimal features with 49.37% confidence from JSON config
[2025-11-27T20:26:18.212932] [DEBUG] [MAG       ] Building data for symbol: YUMC with lookback: 0
[2025-11-27T20:26:18.213708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:18.213774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:18.214644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:18.217047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:18.217751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.223621] [DEBUG] [MAG       ] STBA: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.317349] [DEBUG] [MAG       ] SRAD: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.328618] [DEBUG] [MAG       ] FELE: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.388828] [DEBUG] [MAG       ] STBA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:18.479411] [INFO ] [LOCAL     ] STBA: Saved forecast.
[2025-11-27T20:26:18.479494] [INFO ] [main      ] STBA: Signal=1 (Conf=90.0%), Magnitude=-3.10% (Conf=63.0494%)
[2025-11-27T20:26:18.479858] [INFO ] [main      ] Fetching symbol history for WULF...
[2025-11-27T20:26:18.479914] [DEBUG] [REMOTE    ] WULF: Fetching historical data.
[2025-11-27T20:26:18.480663] [INFO ] [main      ] Progress: 125/1001 forecasts completed (12.5%). STBA finished in 0.6s. ETA: 2m 29s. Rate: 352.78 forecasts/min
[2025-11-27T20:26:18.490001] [DEBUG] [MAG       ] SRAD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:18.491709] [DEBUG] [REMOTE    ] WULF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:18.492411] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 7 features, N/A% accuracy
[2025-11-27T20:26:18.492481] [INFO ] [LOCAL     ] WULF: Loaded 7 optimal features with 57.65% confidence from JSON config
[2025-11-27T20:26:18.492525] [DEBUG] [MAG       ] Building data for symbol: WULF with lookback: 0
[2025-11-27T20:26:18.493123] [DEBUG] [MAG       ] FELE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:18.493302] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:18.493383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:18.498092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:18.499866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:18.500352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:18.500768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:18.547913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:18.549156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:18.552945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.557471] [DEBUG] [MAG       ] YUMC: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.566913] [INFO ] [LOCAL     ] SRAD: Saved forecast.
[2025-11-27T20:26:18.567018] [INFO ] [main      ] SRAD: Signal=1 (Conf=90.0%), Magnitude=-1.85% (Conf=45.4979%)
[2025-11-27T20:26:18.567190] [INFO ] [main      ] Fetching symbol history for BIVI...
[2025-11-27T20:26:18.567256] [DEBUG] [REMOTE    ] BIVI: Fetching historical data.
[2025-11-27T20:26:18.568807] [INFO ] [main      ] Progress: 126/1001 forecasts completed (12.6%). SRAD finished in 0.6s. ETA: 2m 28s. Rate: 354.14 forecasts/min
[2025-11-27T20:26:18.580286] [DEBUG] [REMOTE    ] BIVI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:18.581345] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 8 features, N/A% accuracy
[2025-11-27T20:26:18.581407] [INFO ] [LOCAL     ] BIVI: Loaded 8 optimal features with 26.61% confidence from JSON config
[2025-11-27T20:26:18.581442] [DEBUG] [MAG       ] Building data for symbol: BIVI with lookback: 0
[2025-11-27T20:26:18.582288] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:18.582360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:18.587375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:18.589295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:18.589815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:18.590267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:18.590691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:18.592848] [INFO ] [LOCAL     ] FELE: Saved forecast.
[2025-11-27T20:26:18.592929] [INFO ] [main      ] FELE: Signal=1 (Conf=90.0%), Magnitude=0.35% (Conf=50.0096%)
[2025-11-27T20:26:18.593297] [INFO ] [main      ] Fetching symbol history for BLFY...
[2025-11-27T20:26:18.593348] [DEBUG] [REMOTE    ] BLFY: Fetching historical data.
[2025-11-27T20:26:18.593670] [INFO ] [main      ] Progress: 127/1001 forecasts completed (12.7%). FELE finished in 0.6s. ETA: 2m 27s. Rate: 356.53 forecasts/min
[2025-11-27T20:26:18.605906] [DEBUG] [REMOTE    ] BLFY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:18.606787] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 5 features, N/A% accuracy
[2025-11-27T20:26:18.606849] [INFO ] [LOCAL     ] BLFY: Loaded 5 optimal features with 43.48% confidence from JSON config
[2025-11-27T20:26:18.606885] [DEBUG] [MAG       ] Building data for symbol: BLFY with lookback: 0
[2025-11-27T20:26:18.607655] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:18.607718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:18.609396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:18.609987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:18.610440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:18.612448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:18.614044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.632524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:18.633472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:18.634550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.727551] [DEBUG] [MAG       ] YUMC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:18.821840] [INFO ] [LOCAL     ] YUMC: Saved forecast.
[2025-11-27T20:26:18.821929] [INFO ] [main      ] YUMC: Signal=1 (Conf=90.0%), Magnitude=1.03% (Conf=49.3652%)
[2025-11-27T20:26:18.822394] [INFO ] [main      ] Progress: 128/1001 forecasts completed (12.8%). YUMC finished in 0.6s. ETA: 2m 27s. Rate: 355.53 forecasts/min
[2025-11-27T20:26:18.822624] [INFO ] [main      ] Fetching symbol history for PLTK...
[2025-11-27T20:26:18.822683] [DEBUG] [REMOTE    ] PLTK: Fetching historical data.
[2025-11-27T20:26:18.835217] [DEBUG] [REMOTE    ] PLTK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:18.836329] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 6 features, N/A% accuracy
[2025-11-27T20:26:18.836387] [INFO ] [LOCAL     ] PLTK: Loaded 6 optimal features with 56.65% confidence from JSON config
[2025-11-27T20:26:18.836422] [DEBUG] [MAG       ] Building data for symbol: PLTK with lookback: 0
[2025-11-27T20:26:18.837303] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:18.837376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:18.842137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:18.843876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:18.844348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:18.845211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:18.877042] [DEBUG] [MAG       ] WULF: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.943232] [DEBUG] [MAG       ] BLFY: Last date is validated at 2025-11-26
[2025-11-27T20:26:18.952003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:18.953277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:18.974184] [DEBUG] [MAG       ] BIVI: Last date is validated at 2025-11-26
[2025-11-27T20:26:19.038214] [DEBUG] [MAG       ] WULF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.111619] [DEBUG] [MAG       ] BLFY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.115547] [INFO ] [LOCAL     ] WULF: Saved forecast.
[2025-11-27T20:26:19.115652] [INFO ] [main      ] WULF: Signal=1 (Conf=90.0%), Magnitude=-0.58% (Conf=57.6498%)
[2025-11-27T20:26:19.116088] [INFO ] [main      ] Fetching symbol history for IRTC...
[2025-11-27T20:26:19.116141] [DEBUG] [REMOTE    ] IRTC: Fetching historical data.
[2025-11-27T20:26:19.116664] [INFO ] [main      ] Progress: 129/1001 forecasts completed (12.9%). WULF finished in 0.6s. ETA: 2m 28s. Rate: 353.50 forecasts/min
[2025-11-27T20:26:19.127607] [DEBUG] [REMOTE    ] IRTC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.128609] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 3 features, N/A% accuracy
[2025-11-27T20:26:19.128669] [INFO ] [LOCAL     ] IRTC: Loaded 3 optimal features with 46.90% confidence from JSON config
[2025-11-27T20:26:19.128707] [DEBUG] [MAG       ] Building data for symbol: IRTC with lookback: 0
[2025-11-27T20:26:19.129463] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:19.129525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:19.130370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:19.132052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:19.133982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:19.147074] [DEBUG] [MAG       ] BIVI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.180017] [INFO ] [LOCAL     ] BLFY: Saved forecast.
[2025-11-27T20:26:19.180220] [INFO ] [main      ] BLFY: Signal=1 (Conf=90.0%), Magnitude=1.80% (Conf=43.4827%)
[2025-11-27T20:26:19.180473] [INFO ] [main      ] Fetching symbol history for CHCI...
[2025-11-27T20:26:19.180588] [DEBUG] [REMOTE    ] CHCI: Fetching historical data.
[2025-11-27T20:26:19.183639] [INFO ] [main      ] Progress: 130/1001 forecasts completed (13.0%). BLFY finished in 0.6s. ETA: 2m 27s. Rate: 355.15 forecasts/min
[2025-11-27T20:26:19.193278] [DEBUG] [REMOTE    ] CHCI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.194224] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 8 features, N/A% accuracy
[2025-11-27T20:26:19.194336] [INFO ] [LOCAL     ] CHCI: Loaded 8 optimal features with 49.65% confidence from JSON config
[2025-11-27T20:26:19.194425] [DEBUG] [MAG       ] Building data for symbol: CHCI with lookback: 0
[2025-11-27T20:26:19.195262] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:19.195386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:19.200204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:19.202005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:19.202495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:19.202958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:19.203865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:19.206247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:19.207513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:19.208304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:19.293396] [DEBUG] [MAG       ] PLTK: Last date is validated at 2025-11-26
[2025-11-27T20:26:19.323421] [INFO ] [LOCAL     ] BIVI: Saved forecast.
[2025-11-27T20:26:19.323507] [INFO ] [main      ] BIVI: Signal=1 (Conf=90.0%), Magnitude=-31.62% (Conf=26.6091%)
[2025-11-27T20:26:19.323680] [INFO ] [main      ] Fetching symbol history for AAPL...
[2025-11-27T20:26:19.323762] [DEBUG] [REMOTE    ] AAPL: Fetching historical data.
[2025-11-27T20:26:19.325683] [INFO ] [main      ] Progress: 131/1001 forecasts completed (13.1%). BIVI finished in 0.8s. ETA: 2m 27s. Rate: 355.58 forecasts/min
[2025-11-27T20:26:19.340432] [DEBUG] [REMOTE    ] AAPL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.341379] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 0 features, N/A% accuracy
[2025-11-27T20:26:19.341487] [INFO ] [LOCAL     ] AAPL: Loaded 0 optimal features with 50.41% confidence from JSON config
[2025-11-27T20:26:19.341594] [DEBUG] [MAG       ] Building data for symbol: AAPL with lookback: 0
[2025-11-27T20:26:19.342412] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:19.463257] [DEBUG] [MAG       ] PLTK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.465841] [DEBUG] [MAG       ] IRTC: Last date is validated at 2025-11-26
[2025-11-27T20:26:19.523406] [INFO ] [LOCAL     ] PLTK: Saved forecast.
[2025-11-27T20:26:19.523683] [INFO ] [main      ] PLTK: Signal=1 (Conf=90.0%), Magnitude=2.06% (Conf=56.6456%)
[2025-11-27T20:26:19.524158] [INFO ] [main      ] Fetching symbol history for MCRB...
[2025-11-27T20:26:19.524279] [DEBUG] [REMOTE    ] MCRB: Fetching historical data.
[2025-11-27T20:26:19.524695] [INFO ] [main      ] Progress: 132/1001 forecasts completed (13.2%). PLTK finished in 0.7s. ETA: 2m 27s. Rate: 355.10 forecasts/min
[2025-11-27T20:26:19.536773] [DEBUG] [REMOTE    ] MCRB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.537589] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, N/A% accuracy
[2025-11-27T20:26:19.537650] [INFO ] [LOCAL     ] MCRB: Loaded 3 optimal features with 46.86% confidence from JSON config
[2025-11-27T20:26:19.537689] [DEBUG] [MAG       ] Building data for symbol: MCRB with lookback: 0
[2025-11-27T20:26:19.538446] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:19.538507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:19.557344] [DEBUG] [MAG       ] CHCI: Last date is validated at 2025-11-26
[2025-11-27T20:26:19.632086] [DEBUG] [MAG       ] IRTC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.646023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:19.646949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:19.647655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:19.699299] [DEBUG] [MAG       ] AAPL: Last date is validated at 2025-11-26
[2025-11-27T20:26:19.723856] [DEBUG] [MAG       ] CHCI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.751377] [INFO ] [LOCAL     ] IRTC: Saved forecast.
[2025-11-27T20:26:19.751460] [INFO ] [main      ] IRTC: Signal=1 (Conf=90.0%), Magnitude=-1.89% (Conf=46.9018%)
[2025-11-27T20:26:19.751957] [INFO ] [main      ] Fetching symbol history for TNL...
[2025-11-27T20:26:19.752013] [DEBUG] [REMOTE    ] TNL: Fetching historical data.
[2025-11-27T20:26:19.752704] [INFO ] [main      ] Progress: 133/1001 forecasts completed (13.3%). IRTC finished in 0.6s. ETA: 2m 27s. Rate: 354.17 forecasts/min
[2025-11-27T20:26:19.763219] [DEBUG] [REMOTE    ] TNL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.763955] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 2 features, N/A% accuracy
[2025-11-27T20:26:19.764015] [INFO ] [LOCAL     ] TNL: Loaded 2 optimal features with 60.70% confidence from JSON config
[2025-11-27T20:26:19.764048] [DEBUG] [MAG       ] Building data for symbol: TNL with lookback: 0
[2025-11-27T20:26:19.764852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:19.764919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:19.769732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:19.770536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:19.802217] [INFO ] [LOCAL     ] CHCI: Saved forecast.
[2025-11-27T20:26:19.802305] [INFO ] [main      ] CHCI: Signal=1 (Conf=90.0%), Magnitude=3.82% (Conf=49.6462%)
[2025-11-27T20:26:19.802716] [INFO ] [main      ] Progress: 134/1001 forecasts completed (13.4%). CHCI finished in 0.6s. ETA: 2m 26s. Rate: 356.04 forecasts/min
[2025-11-27T20:26:19.802770] [INFO ] [main      ] Fetching symbol history for EVN...
[2025-11-27T20:26:19.802913] [DEBUG] [REMOTE    ] EVN: Fetching historical data.
[2025-11-27T20:26:19.815389] [DEBUG] [REMOTE    ] EVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:19.816433] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 8 features, N/A% accuracy
[2025-11-27T20:26:19.816492] [INFO ] [LOCAL     ] EVN: Loaded 8 optimal features with 58.91% confidence from JSON config
[2025-11-27T20:26:19.816527] [DEBUG] [MAG       ] Building data for symbol: EVN with lookback: 0
[2025-11-27T20:26:19.817293] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:19.817363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:19.819900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:19.878787] [DEBUG] [MAG       ] AAPL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:19.928245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:19.930261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:19.979221] [DEBUG] [MAG       ] MCRB: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.003893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.005893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:20.006381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:20.007462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:20.009426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.012053] [INFO ] [LOCAL     ] AAPL: Saved forecast.
[2025-11-27T20:26:20.012207] [INFO ] [main      ] AAPL: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=50.4091%)
[2025-11-27T20:26:20.012474] [INFO ] [main      ] Fetching symbol history for DCTH...
[2025-11-27T20:26:20.012597] [DEBUG] [REMOTE    ] DCTH: Fetching historical data.
[2025-11-27T20:26:20.012873] [INFO ] [main      ] Progress: 135/1001 forecasts completed (13.5%). AAPL finished in 0.7s. ETA: 2m 26s. Rate: 355.39 forecasts/min
[2025-11-27T20:26:20.026145] [DEBUG] [REMOTE    ] DCTH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.027175] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 3 features, N/A% accuracy
[2025-11-27T20:26:20.027291] [INFO ] [LOCAL     ] DCTH: Loaded 3 optimal features with 46.56% confidence from JSON config
[2025-11-27T20:26:20.027384] [DEBUG] [MAG       ] Building data for symbol: DCTH with lookback: 0
[2025-11-27T20:26:20.028274] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:20.028399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:20.034440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:20.035593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:20.037529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.102429] [DEBUG] [MAG       ] TNL: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.143095] [DEBUG] [MAG       ] MCRB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.232280] [INFO ] [LOCAL     ] MCRB: Saved forecast.
[2025-11-27T20:26:20.232361] [INFO ] [main      ] MCRB: Signal=1 (Conf=90.0%), Magnitude=-6.36% (Conf=46.8559%)
[2025-11-27T20:26:20.232725] [INFO ] [main      ] Progress: 136/1001 forecasts completed (13.6%). MCRB finished in 0.7s. ETA: 2m 26s. Rate: 354.60 forecasts/min
[2025-11-27T20:26:20.232861] [INFO ] [main      ] Fetching symbol history for CLBK...
[2025-11-27T20:26:20.232916] [DEBUG] [REMOTE    ] CLBK: Fetching historical data.
[2025-11-27T20:26:20.245253] [DEBUG] [REMOTE    ] CLBK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.246319] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 7 features, N/A% accuracy
[2025-11-27T20:26:20.246391] [INFO ] [LOCAL     ] CLBK: Loaded 7 optimal features with 60.32% confidence from JSON config
[2025-11-27T20:26:20.246436] [DEBUG] [MAG       ] Building data for symbol: CLBK with lookback: 0
[2025-11-27T20:26:20.247208] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:20.247289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.248985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:20.249486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:20.249893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:20.250658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:20.253277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:20.254383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:20.256831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.265875] [DEBUG] [MAG       ] TNL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.335930] [DEBUG] [MAG       ] EVN: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.356019] [INFO ] [LOCAL     ] TNL: Saved forecast.
[2025-11-27T20:26:20.356119] [INFO ] [main      ] TNL: Signal=1 (Conf=90.0%), Magnitude=0.16% (Conf=60.697%)
[2025-11-27T20:26:20.356610] [INFO ] [main      ] Fetching symbol history for PFG...
[2025-11-27T20:26:20.356673] [DEBUG] [REMOTE    ] PFG: Fetching historical data.
[2025-11-27T20:26:20.356744] [INFO ] [main      ] Progress: 137/1001 forecasts completed (13.7%). TNL finished in 0.6s. ETA: 2m 26s. Rate: 355.30 forecasts/min
[2025-11-27T20:26:20.369192] [DEBUG] [REMOTE    ] PFG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.370183] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 3 features, N/A% accuracy
[2025-11-27T20:26:20.370256] [INFO ] [LOCAL     ] PFG: Loaded 3 optimal features with 57.63% confidence from JSON config
[2025-11-27T20:26:20.370291] [DEBUG] [MAG       ] Building data for symbol: PFG with lookback: 0
[2025-11-27T20:26:20.371081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:20.371147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:20.375900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.377680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:20.378165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.387717] [DEBUG] [MAG       ] DCTH: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.501130] [DEBUG] [MAG       ] EVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.560642] [INFO ] [LOCAL     ] EVN: Saved forecast.
[2025-11-27T20:26:20.560734] [INFO ] [main      ] EVN: Signal=1 (Conf=90.0%), Magnitude=1.26% (Conf=58.914%)
[2025-11-27T20:26:20.561162] [INFO ] [main      ] Fetching symbol history for AMBP...
[2025-11-27T20:26:20.561215] [DEBUG] [REMOTE    ] AMBP: Fetching historical data.
[2025-11-27T20:26:20.561638] [INFO ] [main      ] Progress: 138/1001 forecasts completed (13.8%). EVN finished in 0.8s. ETA: 2m 26s. Rate: 354.75 forecasts/min
[2025-11-27T20:26:20.569311] [DEBUG] [MAG       ] DCTH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.572079] [DEBUG] [REMOTE    ] AMBP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.573051] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 5 features, N/A% accuracy
[2025-11-27T20:26:20.573110] [INFO ] [LOCAL     ] AMBP: Loaded 5 optimal features with 53.11% confidence from JSON config
[2025-11-27T20:26:20.573144] [DEBUG] [MAG       ] Building data for symbol: AMBP with lookback: 0
[2025-11-27T20:26:20.573911] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:20.573979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.575649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:20.576153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:20.577055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:20.578016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:20.579029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.585538] [DEBUG] [MAG       ] CLBK: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.642787] [INFO ] [LOCAL     ] DCTH: Saved forecast.
[2025-11-27T20:26:20.642872] [INFO ] [main      ] DCTH: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=46.5563%)
[2025-11-27T20:26:20.643039] [INFO ] [main      ] Fetching symbol history for CMP...
[2025-11-27T20:26:20.643104] [DEBUG] [REMOTE    ] CMP: Fetching historical data.
[2025-11-27T20:26:20.644622] [INFO ] [main      ] Progress: 139/1001 forecasts completed (13.9%). DCTH finished in 0.6s. ETA: 2m 25s. Rate: 356.05 forecasts/min
[2025-11-27T20:26:20.656187] [DEBUG] [REMOTE    ] CMP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.657209] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 6 features, N/A% accuracy
[2025-11-27T20:26:20.657281] [INFO ] [LOCAL     ] CMP: Loaded 6 optimal features with 58.09% confidence from JSON config
[2025-11-27T20:26:20.657382] [DEBUG] [MAG       ] Building data for symbol: CMP with lookback: 0
[2025-11-27T20:26:20.658251] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:20.658331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:20.663378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.665241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:20.665768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:20.666620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:20.669019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:20.670086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.710521] [DEBUG] [MAG       ] PFG: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.747044] [DEBUG] [MAG       ] CLBK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.816139] [INFO ] [LOCAL     ] CLBK: Saved forecast.
[2025-11-27T20:26:20.816356] [INFO ] [main      ] CLBK: Signal=1 (Conf=90.0%), Magnitude=-1.00% (Conf=60.3159%)
[2025-11-27T20:26:20.816841] [INFO ] [main      ] Progress: 140/1001 forecasts completed (14.0%). CLBK finished in 0.6s. ETA: 2m 25s. Rate: 356.00 forecasts/min
[2025-11-27T20:26:20.817029] [INFO ] [main      ] Fetching symbol history for SHLS...
[2025-11-27T20:26:20.817126] [DEBUG] [REMOTE    ] SHLS: Fetching historical data.
[2025-11-27T20:26:20.829464] [DEBUG] [REMOTE    ] SHLS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.830411] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 10 features, N/A% accuracy
[2025-11-27T20:26:20.830522] [INFO ] [LOCAL     ] SHLS: Loaded 10 optimal features with 54.28% confidence from JSON config
[2025-11-27T20:26:20.830634] [DEBUG] [MAG       ] Building data for symbol: SHLS with lookback: 0
[2025-11-27T20:26:20.831425] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:20.831549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:20.880087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:20.881196] [DEBUG] [MAG       ] PFG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:20.881228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:20.882012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:20.884857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:20.885539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:20.886279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:20.887051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:20.889729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:20.893595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:20.894738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:20.907622] [DEBUG] [MAG       ] AMBP: Last date is validated at 2025-11-26
[2025-11-27T20:26:20.981491] [INFO ] [LOCAL     ] PFG: Saved forecast.
[2025-11-27T20:26:20.981638] [INFO ] [main      ] PFG: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=57.6295%)
[2025-11-27T20:26:20.982157] [INFO ] [main      ] Fetching symbol history for ALZN...
[2025-11-27T20:26:20.982214] [DEBUG] [REMOTE    ] ALZN: Fetching historical data.
[2025-11-27T20:26:20.982695] [INFO ] [main      ] Progress: 141/1001 forecasts completed (14.1%). PFG finished in 0.6s. ETA: 2m 25s. Rate: 356.04 forecasts/min
[2025-11-27T20:26:20.993295] [DEBUG] [REMOTE    ] ALZN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:20.994493] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 7 features, N/A% accuracy
[2025-11-27T20:26:20.994556] [INFO ] [LOCAL     ] ALZN: Loaded 7 optimal features with 67.64% confidence from JSON config
[2025-11-27T20:26:20.994616] [DEBUG] [MAG       ] Building data for symbol: ALZN with lookback: 0
[2025-11-27T20:26:20.995396] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:20.995461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:20.997156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:20.997724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:20.998140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:21.020887] [DEBUG] [MAG       ] CMP: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.074525] [DEBUG] [MAG       ] AMBP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.112000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:21.129613] [INFO ] [LOCAL     ] AMBP: Saved forecast.
[2025-11-27T20:26:21.129709] [INFO ] [main      ] AMBP: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=53.1095%)
[2025-11-27T20:26:21.130091] [INFO ] [main      ] Fetching symbol history for AIPI...
[2025-11-27T20:26:21.130144] [DEBUG] [REMOTE    ] AIPI: Fetching historical data.
[2025-11-27T20:26:21.131632] [INFO ] [main      ] Progress: 142/1001 forecasts completed (14.2%). AMBP finished in 0.6s. ETA: 2m 25s. Rate: 356.33 forecasts/min
[2025-11-27T20:26:21.140915] [DEBUG] [REMOTE    ] AIPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.142009] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 1 features, N/A% accuracy
[2025-11-27T20:26:21.142071] [INFO ] [LOCAL     ] AIPI: Loaded 1 optimal features with 55.59% confidence from JSON config
[2025-11-27T20:26:21.142106] [DEBUG] [MAG       ] Building data for symbol: AIPI with lookback: 0
[2025-11-27T20:26:21.142886] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:21.142945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:21.143675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.152624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:21.153873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:21.154526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.189751] [DEBUG] [MAG       ] CMP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.219936] [DEBUG] [MAG       ] SHLS: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.268733] [INFO ] [LOCAL     ] CMP: Saved forecast.
[2025-11-27T20:26:21.268817] [INFO ] [main      ] CMP: Signal=1 (Conf=90.0%), Magnitude=3.82% (Conf=58.0919%)
[2025-11-27T20:26:21.268976] [INFO ] [main      ] Fetching symbol history for SNTI...
[2025-11-27T20:26:21.269022] [DEBUG] [REMOTE    ] SNTI: Fetching historical data.
[2025-11-27T20:26:21.270667] [INFO ] [main      ] Progress: 143/1001 forecasts completed (14.3%). CMP finished in 0.6s. ETA: 2m 24s. Rate: 356.76 forecasts/min
[2025-11-27T20:26:21.281429] [DEBUG] [REMOTE    ] SNTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.282292] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 4 features, N/A% accuracy
[2025-11-27T20:26:21.282353] [INFO ] [LOCAL     ] SNTI: Loaded 4 optimal features with 40.86% confidence from JSON config
[2025-11-27T20:26:21.282390] [DEBUG] [MAG       ] Building data for symbol: SNTI with lookback: 0
[2025-11-27T20:26:21.283188] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:21.283257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:21.285005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:21.285525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:21.285950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:21.287601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.385359] [DEBUG] [MAG       ] SHLS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.459317] [INFO ] [LOCAL     ] SHLS: Saved forecast.
[2025-11-27T20:26:21.459532] [INFO ] [main      ] SHLS: Signal=1 (Conf=90.0%), Magnitude=-3.38% (Conf=54.2765%)
[2025-11-27T20:26:21.459988] [INFO ] [main      ] Progress: 144/1001 forecasts completed (14.4%). SHLS finished in 0.6s. ETA: 2m 24s. Rate: 356.45 forecasts/min
[2025-11-27T20:26:21.460176] [INFO ] [main      ] Fetching symbol history for MATX...
[2025-11-27T20:26:21.460272] [DEBUG] [REMOTE    ] MATX: Fetching historical data.
[2025-11-27T20:26:21.471769] [DEBUG] [MAG       ] AIPI: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.473068] [DEBUG] [REMOTE    ] MATX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.473997] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 2 features, N/A% accuracy
[2025-11-27T20:26:21.474110] [INFO ] [LOCAL     ] MATX: Loaded 2 optimal features with 57.95% confidence from JSON config
[2025-11-27T20:26:21.474201] [DEBUG] [MAG       ] Building data for symbol: MATX with lookback: 0
[2025-11-27T20:26:21.475027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:21.475145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:21.480054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:21.481814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.494465] [DEBUG] [MAG       ] ALZN: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.616002] [DEBUG] [MAG       ] SNTI: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.637012] [DEBUG] [MAG       ] AIPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.666422] [DEBUG] [MAG       ] ALZN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.703882] [INFO ] [LOCAL     ] AIPI: Saved forecast.
[2025-11-27T20:26:21.703967] [INFO ] [main      ] AIPI: Signal=1 (Conf=90.0%), Magnitude=3.29% (Conf=55.5928%)
[2025-11-27T20:26:21.704332] [INFO ] [main      ] Fetching symbol history for COLL...
[2025-11-27T20:26:21.704384] [DEBUG] [REMOTE    ] COLL: Fetching historical data.
[2025-11-27T20:26:21.704704] [INFO ] [main      ] Progress: 145/1001 forecasts completed (14.5%). AIPI finished in 0.6s. ETA: 2m 25s. Rate: 355.34 forecasts/min
[2025-11-27T20:26:21.716124] [DEBUG] [REMOTE    ] COLL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.717241] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, N/A% accuracy
[2025-11-27T20:26:21.717355] [INFO ] [LOCAL     ] COLL: Loaded 5 optimal features with 57.43% confidence from JSON config
[2025-11-27T20:26:21.717446] [DEBUG] [MAG       ] Building data for symbol: COLL with lookback: 0
[2025-11-27T20:26:21.718308] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:21.718430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:21.723708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:21.724701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:21.725638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:21.726929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:21.728296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.737063] [INFO ] [LOCAL     ] ALZN: Saved forecast.
[2025-11-27T20:26:21.737150] [INFO ] [main      ] ALZN: Signal=1 (Conf=90.0%), Magnitude=-2.78% (Conf=67.6387%)
[2025-11-27T20:26:21.737512] [INFO ] [main      ] Fetching symbol history for CLOA...
[2025-11-27T20:26:21.737584] [DEBUG] [REMOTE    ] CLOA: Fetching historical data.
[2025-11-27T20:26:21.739635] [INFO ] [main      ] Progress: 146/1001 forecasts completed (14.6%). ALZN finished in 0.8s. ETA: 2m 24s. Rate: 357.28 forecasts/min
[2025-11-27T20:26:21.749246] [DEBUG] [REMOTE    ] CLOA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.750289] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 7 features, N/A% accuracy
[2025-11-27T20:26:21.750364] [INFO ] [LOCAL     ] CLOA: Loaded 7 optimal features with 22.35% confidence from JSON config
[2025-11-27T20:26:21.750402] [DEBUG] [MAG       ] Building data for symbol: CLOA with lookback: 0
[2025-11-27T20:26:21.751352] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:21.751443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:21.753510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:21.754134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:21.755311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:21.757046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:21.758353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:21.759049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:21.760389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.788552] [DEBUG] [MAG       ] SNTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:21.812299] [DEBUG] [MAG       ] MATX: Last date is validated at 2025-11-26
[2025-11-27T20:26:21.871771] [INFO ] [LOCAL     ] SNTI: Saved forecast.
[2025-11-27T20:26:21.871856] [INFO ] [main      ] SNTI: Signal=1 (Conf=90.0%), Magnitude=-0.17% (Conf=40.8632%)
[2025-11-27T20:26:21.872013] [INFO ] [main      ] Fetching symbol history for REYN...
[2025-11-27T20:26:21.872076] [DEBUG] [REMOTE    ] REYN: Fetching historical data.
[2025-11-27T20:26:21.873655] [INFO ] [main      ] Progress: 147/1001 forecasts completed (14.7%). SNTI finished in 0.6s. ETA: 2m 23s. Rate: 357.77 forecasts/min
[2025-11-27T20:26:21.884828] [DEBUG] [REMOTE    ] REYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:21.885844] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 5 features, N/A% accuracy
[2025-11-27T20:26:21.885909] [INFO ] [LOCAL     ] REYN: Loaded 5 optimal features with 56.03% confidence from JSON config
[2025-11-27T20:26:21.885945] [DEBUG] [MAG       ] Building data for symbol: REYN with lookback: 0
[2025-11-27T20:26:21.886750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:21.886817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:21.891514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:21.893273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:21.893799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:21.894279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:21.897000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:21.976603] [DEBUG] [MAG       ] MATX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.058555] [DEBUG] [MAG       ] COLL: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.095447] [INFO ] [LOCAL     ] MATX: Saved forecast.
[2025-11-27T20:26:22.095539] [INFO ] [main      ] MATX: Signal=1 (Conf=90.0%), Magnitude=1.52% (Conf=57.9484%)
[2025-11-27T20:26:22.095931] [INFO ] [main      ] Progress: 148/1001 forecasts completed (14.8%). MATX finished in 0.6s. ETA: 2m 23s. Rate: 356.99 forecasts/min
[2025-11-27T20:26:22.096064] [INFO ] [main      ] Fetching symbol history for OCSL...
[2025-11-27T20:26:22.096109] [DEBUG] [REMOTE    ] OCSL: Fetching historical data.
[2025-11-27T20:26:22.099459] [DEBUG] [MAG       ] CLOA: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.108841] [DEBUG] [REMOTE    ] OCSL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.109752] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, N/A% accuracy
[2025-11-27T20:26:22.109812] [INFO ] [LOCAL     ] OCSL: Loaded 5 optimal features with 59.82% confidence from JSON config
[2025-11-27T20:26:22.109847] [DEBUG] [MAG       ] Building data for symbol: OCSL with lookback: 0
[2025-11-27T20:26:22.110616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:22.110686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:22.115313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:22.117686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:22.119287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:22.167881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:22.169174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:22.224000] [DEBUG] [MAG       ] COLL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.231704] [DEBUG] [MAG       ] REYN: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.269161] [DEBUG] [MAG       ] CLOA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.309885] [INFO ] [LOCAL     ] COLL: Saved forecast.
[2025-11-27T20:26:22.310058] [INFO ] [main      ] COLL: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=57.4254%)
[2025-11-27T20:26:22.310490] [INFO ] [main      ] Fetching symbol history for PD...
[2025-11-27T20:26:22.310611] [DEBUG] [REMOTE    ] PD: Fetching historical data.
[2025-11-27T20:26:22.310664] [INFO ] [main      ] Progress: 149/1001 forecasts completed (14.9%). COLL finished in 0.6s. ETA: 2m 23s. Rate: 356.32 forecasts/min
[2025-11-27T20:26:22.321774] [DEBUG] [REMOTE    ] PD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.322674] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, N/A% accuracy
[2025-11-27T20:26:22.322742] [INFO ] [LOCAL     ] PD: Loaded 4 optimal features with 47.28% confidence from JSON config
[2025-11-27T20:26:22.322777] [DEBUG] [MAG       ] Building data for symbol: PD with lookback: 0
[2025-11-27T20:26:22.323527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:22.323608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:22.328401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:22.328566] [INFO ] [LOCAL     ] CLOA: Saved forecast.
[2025-11-27T20:26:22.328680] [INFO ] [main      ] CLOA: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=22.3519%)
[2025-11-27T20:26:22.329111] [INFO ] [main      ] Fetching symbol history for PDI...
[2025-11-27T20:26:22.329165] [DEBUG] [REMOTE    ] PDI: Fetching historical data.
[2025-11-27T20:26:22.329285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:22.329632] [INFO ] [main      ] Progress: 150/1001 forecasts completed (15.0%). CLOA finished in 0.6s. ETA: 2m 22s. Rate: 358.44 forecasts/min
[2025-11-27T20:26:22.330557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:22.331194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:22.341288] [DEBUG] [REMOTE    ] PDI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.342554] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 2 features, N/A% accuracy
[2025-11-27T20:26:22.342660] [INFO ] [LOCAL     ] PDI: Loaded 2 optimal features with 46.17% confidence from JSON config
[2025-11-27T20:26:22.342698] [DEBUG] [MAG       ] Building data for symbol: PDI with lookback: 0
[2025-11-27T20:26:22.343472] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:22.343533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:22.348286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:22.349539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:22.397426] [DEBUG] [MAG       ] REYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.468250] [INFO ] [LOCAL     ] REYN: Saved forecast.
[2025-11-27T20:26:22.468340] [INFO ] [main      ] REYN: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=56.029%)
[2025-11-27T20:26:22.468756] [INFO ] [main      ] Fetching symbol history for BEPI...
[2025-11-27T20:26:22.468825] [DEBUG] [REMOTE    ] BEPI: Fetching historical data.
[2025-11-27T20:26:22.468780] [INFO ] [main      ] Progress: 151/1001 forecasts completed (15.1%). REYN finished in 0.6s. ETA: 2m 22s. Rate: 358.85 forecasts/min
[2025-11-27T20:26:22.481428] [DEBUG] [REMOTE    ] BEPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.482347] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 6 features, N/A% accuracy
[2025-11-27T20:26:22.482407] [INFO ] [LOCAL     ] BEPI: Loaded 6 optimal features with 69.71% confidence from JSON config
[2025-11-27T20:26:22.482444] [DEBUG] [MAG       ] Building data for symbol: BEPI with lookback: 0
[2025-11-27T20:26:22.483262] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:22.483334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:22.503893] [DEBUG] [MAG       ] OCSL: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.560558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:22.561876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:22.564960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:22.567359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:22.571259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:22.572035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:22.657655] [DEBUG] [MAG       ] PD: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.669887] [DEBUG] [MAG       ] OCSL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.688257] [DEBUG] [MAG       ] PDI: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.733674] [INFO ] [LOCAL     ] OCSL: Saved forecast.
[2025-11-27T20:26:22.733890] [INFO ] [main      ] OCSL: Signal=1 (Conf=90.0%), Magnitude=3.44% (Conf=59.8228%)
[2025-11-27T20:26:22.734337] [INFO ] [main      ] Progress: 152/1001 forecasts completed (15.2%). OCSL finished in 0.6s. ETA: 2m 23s. Rate: 357.46 forecasts/min
[2025-11-27T20:26:22.734515] [INFO ] [main      ] Fetching symbol history for SF...
[2025-11-27T20:26:22.734625] [DEBUG] [REMOTE    ] SF: Fetching historical data.
[2025-11-27T20:26:22.747352] [DEBUG] [REMOTE    ] SF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.748390] [DEBUG] [LOCAL     ] Loaded configuration for SF: 9 features, N/A% accuracy
[2025-11-27T20:26:22.748504] [INFO ] [LOCAL     ] SF: Loaded 9 optimal features with 56.21% confidence from JSON config
[2025-11-27T20:26:22.748612] [DEBUG] [MAG       ] Building data for symbol: SF with lookback: 0
[2025-11-27T20:26:22.749443] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:22.749585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:22.754312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:22.793181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:22.795026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:22.795586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:22.796680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:22.798342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:22.799428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:22.800162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:22.802848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:22.820068] [DEBUG] [MAG       ] PD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.860484] [DEBUG] [MAG       ] PDI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:22.890964] [INFO ] [LOCAL     ] PD: Saved forecast.
[2025-11-27T20:26:22.891057] [INFO ] [main      ] PD: Signal=1 (Conf=90.0%), Magnitude=-1.45% (Conf=47.277%)
[2025-11-27T20:26:22.891415] [INFO ] [main      ] Fetching symbol history for CTAS...
[2025-11-27T20:26:22.891468] [DEBUG] [REMOTE    ] CTAS: Fetching historical data.
[2025-11-27T20:26:22.891705] [INFO ] [main      ] Progress: 153/1001 forecasts completed (15.3%). PD finished in 0.6s. ETA: 2m 22s. Rate: 357.61 forecasts/min
[2025-11-27T20:26:22.902645] [DEBUG] [REMOTE    ] CTAS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.903408] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 6 features, N/A% accuracy
[2025-11-27T20:26:22.903478] [INFO ] [LOCAL     ] CTAS: Loaded 6 optimal features with 78.66% confidence from JSON config
[2025-11-27T20:26:22.903523] [DEBUG] [MAG       ] Building data for symbol: CTAS with lookback: 0
[2025-11-27T20:26:22.904290] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:22.904374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:22.907773] [DEBUG] [MAG       ] BEPI: Last date is validated at 2025-11-26
[2025-11-27T20:26:22.909181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:22.910005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:22.921886] [INFO ] [LOCAL     ] PDI: Saved forecast.
[2025-11-27T20:26:22.921985] [INFO ] [main      ] PDI: Signal=1 (Conf=90.0%), Magnitude=0.13% (Conf=46.1699%)
[2025-11-27T20:26:22.922393] [INFO ] [main      ] Fetching symbol history for MANH...
[2025-11-27T20:26:22.922458] [DEBUG] [REMOTE    ] MANH: Fetching historical data.
[2025-11-27T20:26:22.923636] [INFO ] [main      ] Progress: 154/1001 forecasts completed (15.4%). PDI finished in 0.6s. ETA: 2m 21s. Rate: 359.50 forecasts/min
[2025-11-27T20:26:22.933957] [DEBUG] [REMOTE    ] MANH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:22.934958] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 6 features, N/A% accuracy
[2025-11-27T20:26:22.935020] [INFO ] [LOCAL     ] MANH: Loaded 6 optimal features with 52.78% confidence from JSON config
[2025-11-27T20:26:22.935055] [DEBUG] [MAG       ] Building data for symbol: MANH with lookback: 0
[2025-11-27T20:26:22.935980] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:22.936072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:22.938143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:22.938757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:22.939161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:22.940152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:22.948336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:22.950208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:22.950979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:22.967906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.019496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:23.020742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.085326] [DEBUG] [MAG       ] BEPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:23.141052] [DEBUG] [MAG       ] SF: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.147153] [INFO ] [LOCAL     ] BEPI: Saved forecast.
[2025-11-27T20:26:23.147241] [INFO ] [main      ] BEPI: Signal=1 (Conf=90.0%), Magnitude=1.01% (Conf=69.7114%)
[2025-11-27T20:26:23.147632] [INFO ] [main      ] Fetching symbol history for GLPG...
[2025-11-27T20:26:23.147695] [DEBUG] [REMOTE    ] GLPG: Fetching historical data.
[2025-11-27T20:26:23.147660] [INFO ] [main      ] Progress: 155/1001 forecasts completed (15.5%). BEPI finished in 0.7s. ETA: 2m 22s. Rate: 358.71 forecasts/min
[2025-11-27T20:26:23.159395] [DEBUG] [REMOTE    ] GLPG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:23.160243] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 6 features, N/A% accuracy
[2025-11-27T20:26:23.160302] [INFO ] [LOCAL     ] GLPG: Loaded 6 optimal features with 49.18% confidence from JSON config
[2025-11-27T20:26:23.160337] [DEBUG] [MAG       ] Building data for symbol: GLPG with lookback: 0
[2025-11-27T20:26:23.161128] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:23.161198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:23.165989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:23.167798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:23.168334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:23.168800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:23.169191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:23.170478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.299349] [DEBUG] [MAG       ] CTAS: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.317824] [DEBUG] [MAG       ] SF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:23.355205] [DEBUG] [MAG       ] MANH: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.433906] [INFO ] [LOCAL     ] SF: Saved forecast.
[2025-11-27T20:26:23.433991] [INFO ] [main      ] SF: Signal=1 (Conf=90.0%), Magnitude=0.42% (Conf=56.2098%)
[2025-11-27T20:26:23.434364] [INFO ] [main      ] Progress: 156/1001 forecasts completed (15.6%). SF finished in 0.7s. ETA: 2m 22s. Rate: 357.07 forecasts/min
[2025-11-27T20:26:23.434497] [INFO ] [main      ] Fetching symbol history for JKS...
[2025-11-27T20:26:23.434542] [DEBUG] [REMOTE    ] JKS: Fetching historical data.
[2025-11-27T20:26:23.446357] [DEBUG] [REMOTE    ] JKS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:23.447406] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 6 features, N/A% accuracy
[2025-11-27T20:26:23.447465] [INFO ] [LOCAL     ] JKS: Loaded 6 optimal features with 57.11% confidence from JSON config
[2025-11-27T20:26:23.447500] [DEBUG] [MAG       ] Building data for symbol: JKS with lookback: 0
[2025-11-27T20:26:23.449926] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:23.449998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:23.454852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:23.455853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:23.458471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:23.461221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:23.462796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:23.464365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.466802] [DEBUG] [MAG       ] CTAS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:23.525218] [DEBUG] [MAG       ] GLPG: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.528746] [DEBUG] [MAG       ] MANH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:23.588039] [INFO ] [LOCAL     ] CTAS: Saved forecast.
[2025-11-27T20:26:23.588233] [INFO ] [main      ] CTAS: Signal=1 (Conf=90.0%), Magnitude=-0.68% (Conf=78.6552%)
[2025-11-27T20:26:23.588696] [INFO ] [main      ] Fetching symbol history for HNRG...
[2025-11-27T20:26:23.588808] [DEBUG] [REMOTE    ] HNRG: Fetching historical data.
[2025-11-27T20:26:23.589454] [INFO ] [main      ] Progress: 157/1001 forecasts completed (15.7%). CTAS finished in 0.7s. ETA: 2m 22s. Rate: 357.25 forecasts/min
[2025-11-27T20:26:23.600192] [DEBUG] [REMOTE    ] HNRG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:23.601350] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 10 features, N/A% accuracy
[2025-11-27T20:26:23.601463] [INFO ] [LOCAL     ] HNRG: Loaded 10 optimal features with 51.96% confidence from JSON config
[2025-11-27T20:26:23.601561] [DEBUG] [MAG       ] Building data for symbol: HNRG with lookback: 0
[2025-11-27T20:26:23.602400] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:23.602526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:23.607285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:23.609110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:23.609672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:23.610177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:23.614618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:23.616231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:23.617518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:23.619039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:23.619890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:23.621096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.687729] [INFO ] [LOCAL     ] MANH: Saved forecast.
[2025-11-27T20:26:23.687819] [INFO ] [main      ] MANH: Signal=1 (Conf=90.0%), Magnitude=2.25% (Conf=52.783%)
[2025-11-27T20:26:23.687982] [INFO ] [main      ] Fetching symbol history for VMD...
[2025-11-27T20:26:23.688030] [DEBUG] [REMOTE    ] VMD: Fetching historical data.
[2025-11-27T20:26:23.689660] [INFO ] [main      ] Progress: 158/1001 forecasts completed (15.8%). MANH finished in 0.8s. ETA: 2m 21s. Rate: 358.16 forecasts/min
[2025-11-27T20:26:23.695687] [DEBUG] [MAG       ] GLPG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:23.701097] [DEBUG] [REMOTE    ] VMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:23.702052] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 13 features, N/A% accuracy
[2025-11-27T20:26:23.702167] [INFO ] [LOCAL     ] VMD: Loaded 13 optimal features with 66.03% confidence from JSON config
[2025-11-27T20:26:23.702257] [DEBUG] [MAG       ] Building data for symbol: VMD with lookback: 0
[2025-11-27T20:26:23.703163] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:26:23.703295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:23.708557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:23.710676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:23.711306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:23.711793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:23.775243] [INFO ] [LOCAL     ] GLPG: Saved forecast.
[2025-11-27T20:26:23.775331] [INFO ] [main      ] GLPG: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=49.1755%)
[2025-11-27T20:26:23.775705] [INFO ] [main      ] Fetching symbol history for AFCG...
[2025-11-27T20:26:23.775765] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-11-27T20:26:23.775884] [INFO ] [main      ] Progress: 159/1001 forecasts completed (15.9%). GLPG finished in 0.6s. ETA: 2m 21s. Rate: 359.26 forecasts/min
[2025-11-27T20:26:23.786745] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:23.787348] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 8 features, N/A% accuracy
[2025-11-27T20:26:23.787400] [INFO ] [LOCAL     ] AFCG: Loaded 8 optimal features with 65.17% confidence from JSON config
[2025-11-27T20:26:23.787434] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 0
[2025-11-27T20:26:23.788139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:23.788271] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:23.788337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:23.789120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:23.791943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:23.792653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:23.793184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:23.793188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:23.793959] [DEBUG] [MAG       ] JKS: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.794381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:23.794939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:23.795415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:23.795817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:23.796256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:23.796666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:23.797422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:23.798284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.799019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:23.909000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:23.909780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:23.947764] [DEBUG] [MAG       ] HNRG: Last date is validated at 2025-11-26
[2025-11-27T20:26:23.956417] [DEBUG] [MAG       ] JKS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.049479] [INFO ] [LOCAL     ] JKS: Saved forecast.
[2025-11-27T20:26:24.049566] [INFO ] [main      ] JKS: Signal=1 (Conf=90.0%), Magnitude=-0.79% (Conf=57.1141%)
[2025-11-27T20:26:24.049754] [INFO ] [main      ] Fetching symbol history for UDMY...
[2025-11-27T20:26:24.049804] [DEBUG] [REMOTE    ] UDMY: Fetching historical data.
[2025-11-27T20:26:24.050946] [INFO ] [main      ] Progress: 160/1001 forecasts completed (16.0%). JKS finished in 0.6s. ETA: 2m 21s. Rate: 357.81 forecasts/min
[2025-11-27T20:26:24.061189] [DEBUG] [REMOTE    ] UDMY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.062170] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 3 features, N/A% accuracy
[2025-11-27T20:26:24.062283] [INFO ] [LOCAL     ] UDMY: Loaded 3 optimal features with 38.34% confidence from JSON config
[2025-11-27T20:26:24.062372] [DEBUG] [MAG       ] Building data for symbol: UDMY with lookback: 0
[2025-11-27T20:26:24.063228] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:24.063349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:24.068094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:24.069115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:24.070797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.112422] [DEBUG] [MAG       ] HNRG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.130332] [DEBUG] [MAG       ] VMD: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.248391] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.286153] [INFO ] [LOCAL     ] HNRG: Saved forecast.
[2025-11-27T20:26:24.286237] [INFO ] [main      ] HNRG: Signal=1 (Conf=90.0%), Magnitude=6.10% (Conf=51.9627%)
[2025-11-27T20:26:24.286395] [INFO ] [main      ] Fetching symbol history for CRVL...
[2025-11-27T20:26:24.286458] [DEBUG] [REMOTE    ] CRVL: Fetching historical data.
[2025-11-27T20:26:24.287651] [INFO ] [main      ] Progress: 161/1001 forecasts completed (16.1%). HNRG finished in 0.7s. ETA: 2m 21s. Rate: 356.90 forecasts/min
[2025-11-27T20:26:24.295615] [DEBUG] [MAG       ] VMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.299646] [DEBUG] [REMOTE    ] CRVL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.300430] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 5 features, N/A% accuracy
[2025-11-27T20:26:24.300502] [INFO ] [LOCAL     ] CRVL: Loaded 5 optimal features with 45.09% confidence from JSON config
[2025-11-27T20:26:24.300616] [DEBUG] [MAG       ] Building data for symbol: CRVL with lookback: 0
[2025-11-27T20:26:24.301466] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:24.301543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:24.306545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:24.307431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:24.345734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:24.346785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:24.348923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.363666] [INFO ] [LOCAL     ] VMD: Saved forecast.
[2025-11-27T20:26:24.363753] [INFO ] [main      ] VMD: Signal=1 (Conf=90.0%), Magnitude=0.16% (Conf=66.0284%)
[2025-11-27T20:26:24.363923] [INFO ] [main      ] Fetching symbol history for MIGI...
[2025-11-27T20:26:24.363969] [DEBUG] [REMOTE    ] MIGI: Fetching historical data.
[2025-11-27T20:26:24.365642] [INFO ] [main      ] Progress: 162/1001 forecasts completed (16.2%). VMD finished in 0.7s. ETA: 2m 21s. Rate: 358.08 forecasts/min
[2025-11-27T20:26:24.375358] [DEBUG] [REMOTE    ] MIGI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.376313] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 4 features, N/A% accuracy
[2025-11-27T20:26:24.376373] [INFO ] [LOCAL     ] MIGI: Loaded 4 optimal features with 54.68% confidence from JSON config
[2025-11-27T20:26:24.376408] [DEBUG] [MAG       ] Building data for symbol: MIGI with lookback: 0
[2025-11-27T20:26:24.377200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:24.377268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:24.382042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:24.383062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:24.384528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:24.387170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.423309] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.471816] [DEBUG] [MAG       ] UDMY: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.488371] [INFO ] [LOCAL     ] AFCG: Saved forecast.
[2025-11-27T20:26:24.488445] [INFO ] [main      ] AFCG: Signal=1 (Conf=90.0%), Magnitude=-0.85% (Conf=65.1725%)
[2025-11-27T20:26:24.488808] [INFO ] [main      ] Fetching symbol history for AMN...
[2025-11-27T20:26:24.488866] [DEBUG] [REMOTE    ] AMN: Fetching historical data.
[2025-11-27T20:26:24.489658] [INFO ] [main      ] Progress: 163/1001 forecasts completed (16.3%). AFCG finished in 0.7s. ETA: 2m 20s. Rate: 358.66 forecasts/min
[2025-11-27T20:26:24.500346] [DEBUG] [REMOTE    ] AMN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.501358] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 4 features, N/A% accuracy
[2025-11-27T20:26:24.501446] [INFO ] [LOCAL     ] AMN: Loaded 4 optimal features with 46.50% confidence from JSON config
[2025-11-27T20:26:24.501492] [DEBUG] [MAG       ] Building data for symbol: AMN with lookback: 0
[2025-11-27T20:26:24.502292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:24.502373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:24.503113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:24.576970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:24.579112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:24.580458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.635934] [DEBUG] [MAG       ] UDMY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.678357] [DEBUG] [MAG       ] CRVL: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.700263] [INFO ] [LOCAL     ] UDMY: Saved forecast.
[2025-11-27T20:26:24.700350] [INFO ] [main      ] UDMY: Signal=1 (Conf=90.0%), Magnitude=3.47% (Conf=38.3415%)
[2025-11-27T20:26:24.700757] [INFO ] [main      ] Progress: 164/1001 forecasts completed (16.4%). UDMY finished in 0.7s. ETA: 2m 20s. Rate: 358.08 forecasts/min
[2025-11-27T20:26:24.700891] [INFO ] [main      ] Fetching symbol history for SSRM...
[2025-11-27T20:26:24.700935] [DEBUG] [REMOTE    ] SSRM: Fetching historical data.
[2025-11-27T20:26:24.712501] [DEBUG] [REMOTE    ] SSRM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.713461] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 5 features, N/A% accuracy
[2025-11-27T20:26:24.713519] [INFO ] [LOCAL     ] SSRM: Loaded 5 optimal features with 50.27% confidence from JSON config
[2025-11-27T20:26:24.713553] [DEBUG] [MAG       ] Building data for symbol: SSRM with lookback: 0
[2025-11-27T20:26:24.714324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:24.714393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:24.716067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:24.716596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:24.717043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:24.717431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:24.717666] [DEBUG] [MAG       ] MIGI: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.719840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.842440] [DEBUG] [MAG       ] CRVL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.883485] [DEBUG] [MAG       ] MIGI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:24.946853] [INFO ] [LOCAL     ] CRVL: Saved forecast.
[2025-11-27T20:26:24.947059] [INFO ] [main      ] CRVL: Signal=1 (Conf=90.0%), Magnitude=1.33% (Conf=45.089%)
[2025-11-27T20:26:24.947492] [INFO ] [main      ] Fetching symbol history for CIB...
[2025-11-27T20:26:24.947615] [DEBUG] [REMOTE    ] CIB: Fetching historical data.
[2025-11-27T20:26:24.948649] [INFO ] [main      ] Progress: 165/1001 forecasts completed (16.5%). CRVL finished in 0.7s. ETA: 2m 20s. Rate: 357.05 forecasts/min
[2025-11-27T20:26:24.959140] [DEBUG] [REMOTE    ] CIB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:24.960343] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 2 features, N/A% accuracy
[2025-11-27T20:26:24.960403] [INFO ] [LOCAL     ] CIB: Loaded 2 optimal features with 46.22% confidence from JSON config
[2025-11-27T20:26:24.960438] [DEBUG] [MAG       ] Building data for symbol: CIB with lookback: 0
[2025-11-27T20:26:24.961215] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:24.961281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:24.963249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:24.964859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:24.988369] [DEBUG] [MAG       ] AMN: Last date is validated at 2025-11-26
[2025-11-27T20:26:24.996994] [INFO ] [LOCAL     ] MIGI: Saved forecast.
[2025-11-27T20:26:24.997081] [INFO ] [main      ] MIGI: Signal=1 (Conf=90.0%), Magnitude=19.54% (Conf=54.6766%)
[2025-11-27T20:26:24.997238] [INFO ] [main      ] Fetching symbol history for RDY...
[2025-11-27T20:26:24.997284] [DEBUG] [REMOTE    ] RDY: Fetching historical data.
[2025-11-27T20:26:24.998639] [INFO ] [main      ] Progress: 166/1001 forecasts completed (16.6%). MIGI finished in 0.6s. ETA: 2m 20s. Rate: 358.56 forecasts/min
[2025-11-27T20:26:25.008931] [DEBUG] [REMOTE    ] RDY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.010015] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, N/A% accuracy
[2025-11-27T20:26:25.010078] [INFO ] [LOCAL     ] RDY: Loaded 2 optimal features with 48.90% confidence from JSON config
[2025-11-27T20:26:25.010113] [DEBUG] [MAG       ] Building data for symbol: RDY with lookback: 0
[2025-11-27T20:26:25.010926] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:25.010993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:25.013335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:25.014397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:25.048198] [DEBUG] [MAG       ] SSRM: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.167649] [DEBUG] [MAG       ] AMN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.236409] [DEBUG] [MAG       ] SSRM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.268664] [INFO ] [LOCAL     ] AMN: Saved forecast.
[2025-11-27T20:26:25.268869] [INFO ] [main      ] AMN: Signal=1 (Conf=90.0%), Magnitude=0.33% (Conf=46.496%)
[2025-11-27T20:26:25.269134] [INFO ] [main      ] Fetching symbol history for INVH...
[2025-11-27T20:26:25.269239] [DEBUG] [REMOTE    ] INVH: Fetching historical data.
[2025-11-27T20:26:25.269969] [INFO ] [main      ] Progress: 167/1001 forecasts completed (16.7%). AMN finished in 0.8s. ETA: 2m 20s. Rate: 357.23 forecasts/min
[2025-11-27T20:26:25.281227] [DEBUG] [REMOTE    ] INVH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.282159] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 5 features, N/A% accuracy
[2025-11-27T20:26:25.282226] [INFO ] [LOCAL     ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config
[2025-11-27T20:26:25.282265] [DEBUG] [MAG       ] Building data for symbol: INVH with lookback: 0
[2025-11-27T20:26:25.283081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:25.283150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.284847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:25.285343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:25.285760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:25.288081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:25.313929] [INFO ] [LOCAL     ] SSRM: Saved forecast.
[2025-11-27T20:26:25.314153] [INFO ] [main      ] SSRM: Signal=1 (Conf=90.0%), Magnitude=2.23% (Conf=50.2712%)
[2025-11-27T20:26:25.314549] [INFO ] [main      ] Progress: 168/1001 forecasts completed (16.8%). SSRM finished in 0.6s. ETA: 2m 19s. Rate: 358.80 forecasts/min
[2025-11-27T20:26:25.314761] [INFO ] [main      ] Fetching symbol history for GGB...
[2025-11-27T20:26:25.314875] [DEBUG] [REMOTE    ] GGB: Fetching historical data.
[2025-11-27T20:26:25.320502] [DEBUG] [MAG       ] CIB: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.326248] [DEBUG] [REMOTE    ] GGB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.327360] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 5 features, N/A% accuracy
[2025-11-27T20:26:25.327483] [INFO ] [LOCAL     ] GGB: Loaded 5 optimal features with 34.19% confidence from JSON config
[2025-11-27T20:26:25.327607] [DEBUG] [MAG       ] Building data for symbol: GGB with lookback: 0
[2025-11-27T20:26:25.328484] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:25.328628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:25.331433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:25.333533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.335332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:25.335920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:25.336366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:25.337149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:25.352419] [DEBUG] [MAG       ] RDY: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.499252] [DEBUG] [MAG       ] CIB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.521366] [DEBUG] [MAG       ] RDY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.584088] [INFO ] [LOCAL     ] RDY: Saved forecast.
[2025-11-27T20:26:25.584300] [INFO ] [main      ] RDY: Signal=1 (Conf=90.0%), Magnitude=0.80% (Conf=48.8976%)
[2025-11-27T20:26:25.584851] [INFO ] [main      ] Fetching symbol history for CFFN...
[2025-11-27T20:26:25.584963] [DEBUG] [REMOTE    ] CFFN: Fetching historical data.
[2025-11-27T20:26:25.585022] [INFO ] [main      ] Progress: 169/1001 forecasts completed (16.9%). RDY finished in 0.6s. ETA: 2m 20s. Rate: 357.50 forecasts/min
[2025-11-27T20:26:25.587692] [INFO ] [LOCAL     ] CIB: Saved forecast.
[2025-11-27T20:26:25.587936] [INFO ] [main      ] CIB: Signal=1 (Conf=90.0%), Magnitude=-1.05% (Conf=46.2185%)
[2025-11-27T20:26:25.588412] [INFO ] [main      ] Fetching symbol history for TSLX...
[2025-11-27T20:26:25.588530] [DEBUG] [REMOTE    ] TSLX: Fetching historical data.
[2025-11-27T20:26:25.588616] [INFO ] [main      ] Progress: 170/1001 forecasts completed (17.0%). CIB finished in 0.6s. ETA: 2m 19s. Rate: 359.57 forecasts/min
[2025-11-27T20:26:25.597362] [DEBUG] [REMOTE    ] CFFN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.598288] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 6 features, N/A% accuracy
[2025-11-27T20:26:25.598358] [INFO ] [LOCAL     ] CFFN: Loaded 6 optimal features with 50.57% confidence from JSON config
[2025-11-27T20:26:25.598395] [DEBUG] [MAG       ] Building data for symbol: CFFN with lookback: 0
[2025-11-27T20:26:25.599246] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:25.599317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:25.601229] [DEBUG] [REMOTE    ] TSLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.602306] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 7 features, N/A% accuracy
[2025-11-27T20:26:25.602426] [INFO ] [LOCAL     ] TSLX: Loaded 7 optimal features with 48.33% confidence from JSON config
[2025-11-27T20:26:25.602526] [DEBUG] [MAG       ] Building data for symbol: TSLX with lookback: 0
[2025-11-27T20:26:25.603435] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:25.603565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:25.604364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.606309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:25.606891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:25.607760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:25.608699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:25.608794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.610061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:25.610634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:25.611164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:25.611557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:25.665603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:25.666549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:25.666938] [DEBUG] [MAG       ] GGB: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.688656] [DEBUG] [MAG       ] INVH: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.739592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:25.829653] [DEBUG] [MAG       ] GGB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.863769] [DEBUG] [MAG       ] INVH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:25.884886] [INFO ] [LOCAL     ] GGB: Saved forecast.
[2025-11-27T20:26:25.885057] [INFO ] [main      ] GGB: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=34.1898%)
[2025-11-27T20:26:25.885562] [INFO ] [main      ] Progress: 171/1001 forecasts completed (17.1%). GGB finished in 0.6s. ETA: 2m 19s. Rate: 357.93 forecasts/min
[2025-11-27T20:26:25.885754] [INFO ] [main      ] Fetching symbol history for BSCQ...
[2025-11-27T20:26:25.885850] [DEBUG] [REMOTE    ] BSCQ: Fetching historical data.
[2025-11-27T20:26:25.897202] [DEBUG] [REMOTE    ] BSCQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.898529] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 53 features, N/A% accuracy
[2025-11-27T20:26:25.898665] [INFO ] [LOCAL     ] BSCQ: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:26:25.898759] [DEBUG] [MAG       ] Building data for symbol: BSCQ with lookback: 0
[2025-11-27T20:26:25.899635] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:26:25.899799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:25.904606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.906363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:25.906880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:25.907314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:25.907740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:25.908506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:25.909341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:25.911731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:25.938380] [INFO ] [LOCAL     ] INVH: Saved forecast.
[2025-11-27T20:26:25.938468] [INFO ] [main      ] INVH: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=49.4506%)
[2025-11-27T20:26:25.938965] [INFO ] [main      ] Fetching symbol history for TEM...
[2025-11-27T20:26:25.939025] [DEBUG] [REMOTE    ] TEM: Fetching historical data.
[2025-11-27T20:26:25.939660] [INFO ] [main      ] Progress: 172/1001 forecasts completed (17.2%). INVH finished in 0.7s. ETA: 2m 18s. Rate: 359.35 forecasts/min
[2025-11-27T20:26:25.950639] [DEBUG] [REMOTE    ] TEM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:25.951509] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 6 features, N/A% accuracy
[2025-11-27T20:26:25.951569] [INFO ] [LOCAL     ] TEM: Loaded 6 optimal features with 58.20% confidence from JSON config
[2025-11-27T20:26:25.951633] [DEBUG] [MAG       ] Building data for symbol: TEM with lookback: 0
[2025-11-27T20:26:25.952465] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:25.952703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:25.954568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:25.955228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:25.955661] [DEBUG] [MAG       ] CFFN: Last date is validated at 2025-11-26
[2025-11-27T20:26:25.955717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:25.956814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:25.958133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:25.959354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.017427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:26.019461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:26.056427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:26.057539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:26.065044] [DEBUG] [MAG       ] TSLX: Last date is validated at 2025-11-26
[2025-11-27T20:26:26.097672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:26.098678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:26.099994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:26.142477] [DEBUG] [MAG       ] CFFN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.173359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:26.174422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:26.176257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:26.179123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:26.180272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:26.182284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:26.183105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:26.187320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:26.188541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:26.189909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:26.191502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:26.194432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:26.195230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:26.195999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:26.198020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:26.199162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:26.199954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:26.200705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:26:26.201463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:26.204253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:26.204232] [INFO ] [LOCAL     ] CFFN: Saved forecast.
[2025-11-27T20:26:26.204454] [INFO ] [main      ] CFFN: Signal=1 (Conf=90.0%), Magnitude=-0.18% (Conf=50.5708%)
[2025-11-27T20:26:26.204930] [INFO ] [main      ] Fetching symbol history for CHSCL...
[2025-11-27T20:26:26.205040] [DEBUG] [REMOTE    ] CHSCL: Fetching historical data.
[2025-11-27T20:26:26.205079] [INFO ] [main      ] Progress: 173/1001 forecasts completed (17.3%). CFFN finished in 0.6s. ETA: 2m 19s. Rate: 358.13 forecasts/min
[2025-11-27T20:26:26.206075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:26.208601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:26.210832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:26.214713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:26.216456] [DEBUG] [REMOTE    ] CHSCL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:26.217430] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 3 features, N/A% accuracy
[2025-11-27T20:26:26.217548] [INFO ] [LOCAL     ] CHSCL: Loaded 3 optimal features with 51.46% confidence from JSON config
[2025-11-27T20:26:26.217665] [DEBUG] [MAG       ] Building data for symbol: CHSCL with lookback: 0
[2025-11-27T20:26:26.218594] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:26.218718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:26.223771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:26.224828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:26.227397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.229350] [DEBUG] [MAG       ] TSLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.232091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:26.233370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:26.235101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:26.235894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:26.237558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:26.239253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:26.240269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:26.241507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:26.242788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:26.244941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:26.246611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:26.249456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:26.251345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:26.257336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.296980] [INFO ] [LOCAL     ] TSLX: Saved forecast.
[2025-11-27T20:26:26.297090] [INFO ] [main      ] TSLX: Signal=1 (Conf=90.0%), Magnitude=2.87% (Conf=48.3251%)
[2025-11-27T20:26:26.297296] [INFO ] [main      ] Fetching symbol history for POWI...
[2025-11-27T20:26:26.297354] [DEBUG] [REMOTE    ] POWI: Fetching historical data.
[2025-11-27T20:26:26.297899] [INFO ] [main      ] Progress: 174/1001 forecasts completed (17.4%). TSLX finished in 0.7s. ETA: 2m 18s. Rate: 359.05 forecasts/min
[2025-11-27T20:26:26.308740] [DEBUG] [REMOTE    ] POWI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:26.309785] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 5 features, N/A% accuracy
[2025-11-27T20:26:26.309872] [INFO ] [LOCAL     ] POWI: Loaded 5 optimal features with 59.16% confidence from JSON config
[2025-11-27T20:26:26.309973] [DEBUG] [MAG       ] Building data for symbol: POWI with lookback: 0
[2025-11-27T20:26:26.310815] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:26.310893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:26.312658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:26.313232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:26.313653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:26.316008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:26.319406] [DEBUG] [MAG       ] TEM: Last date is validated at 2025-11-26
[2025-11-27T20:26:26.333239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.498765] [DEBUG] [MAG       ] TEM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.577215] [DEBUG] [MAG       ] CHSCL: Last date is validated at 2025-11-26
[2025-11-27T20:26:26.587653] [DEBUG] [MAG       ] BSCQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:26.612520] [INFO ] [LOCAL     ] TEM: Saved forecast.
[2025-11-27T20:26:26.612788] [INFO ] [main      ] TEM: Signal=1 (Conf=90.0%), Magnitude=8.84% (Conf=58.1967%)
[2025-11-27T20:26:26.612968] [INFO ] [main      ] Fetching symbol history for MILN...
[2025-11-27T20:26:26.613075] [DEBUG] [REMOTE    ] MILN: Fetching historical data.
[2025-11-27T20:26:26.613348] [INFO ] [main      ] Progress: 175/1001 forecasts completed (17.5%). TEM finished in 0.7s. ETA: 2m 19s. Rate: 357.24 forecasts/min
[2025-11-27T20:26:26.624937] [DEBUG] [REMOTE    ] MILN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:26.625923] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 7 features, N/A% accuracy
[2025-11-27T20:26:26.626044] [INFO ] [LOCAL     ] MILN: Loaded 7 optimal features with 56.92% confidence from JSON config
[2025-11-27T20:26:26.626138] [DEBUG] [MAG       ] Building data for symbol: MILN with lookback: 0
[2025-11-27T20:26:26.627077] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:26.627208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:26.628031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:26.629853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:26.630458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:26.631637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:26.633359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:26.634475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:26.635204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.662552] [DEBUG] [MAG       ] POWI: Last date is validated at 2025-11-26
[2025-11-27T20:26:26.750247] [DEBUG] [MAG       ] CHSCL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.758312] [DEBUG] [MAG       ] BSCQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.808782] [INFO ] [LOCAL     ] CHSCL: Saved forecast.
[2025-11-27T20:26:26.809005] [INFO ] [main      ] CHSCL: Signal=1 (Conf=90.0%), Magnitude=0.35% (Conf=51.456%)
[2025-11-27T20:26:26.809438] [INFO ] [main      ] Progress: 176/1001 forecasts completed (17.6%). CHSCL finished in 0.6s. ETA: 2m 19s. Rate: 356.90 forecasts/min
[2025-11-27T20:26:26.809645] [INFO ] [main      ] Fetching symbol history for EXPD...
[2025-11-27T20:26:26.809756] [DEBUG] [REMOTE    ] EXPD: Fetching historical data.
[2025-11-27T20:26:26.821971] [DEBUG] [REMOTE    ] EXPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:26.822983] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 4 features, N/A% accuracy
[2025-11-27T20:26:26.823082] [INFO ] [LOCAL     ] EXPD: Loaded 4 optimal features with 55.94% confidence from JSON config
[2025-11-27T20:26:26.823157] [DEBUG] [MAG       ] Building data for symbol: EXPD with lookback: 0
[2025-11-27T20:26:26.824103] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:26.824208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:26.825985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:26.826550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:26.827051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:26.826915] [DEBUG] [MAG       ] POWI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:26.829512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.934286] [INFO ] [LOCAL     ] POWI: Saved forecast.
[2025-11-27T20:26:26.934486] [INFO ] [main      ] POWI: Signal=1 (Conf=90.0%), Magnitude=5.98% (Conf=59.1634%)
[2025-11-27T20:26:26.934943] [INFO ] [main      ] Fetching symbol history for TERN...
[2025-11-27T20:26:26.935051] [DEBUG] [REMOTE    ] TERN: Fetching historical data.
[2025-11-27T20:26:26.935661] [INFO ] [main      ] Progress: 177/1001 forecasts completed (17.7%). POWI finished in 0.6s. ETA: 2m 18s. Rate: 357.40 forecasts/min
[2025-11-27T20:26:26.946414] [DEBUG] [REMOTE    ] TERN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:26.947555] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 5 features, N/A% accuracy
[2025-11-27T20:26:26.947668] [INFO ] [LOCAL     ] TERN: Loaded 5 optimal features with 57.09% confidence from JSON config
[2025-11-27T20:26:26.947740] [DEBUG] [MAG       ] Building data for symbol: TERN with lookback: 0
[2025-11-27T20:26:26.948622] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:26.948727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:26.953411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:26.954790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:26.957451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:26.971405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:26.972904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:26.990206] [DEBUG] [MAG       ] MILN: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.016625] [INFO ] [LOCAL     ] BSCQ: Saved forecast.
[2025-11-27T20:26:27.016863] [INFO ] [main      ] BSCQ: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:26:27.017288] [INFO ] [main      ] Fetching symbol history for FDUS...
[2025-11-27T20:26:27.017377] [DEBUG] [REMOTE    ] FDUS: Fetching historical data.
[2025-11-27T20:26:27.018654] [INFO ] [main      ] Progress: 178/1001 forecasts completed (17.8%). BSCQ finished in 1.1s. ETA: 2m 18s. Rate: 358.42 forecasts/min
[2025-11-27T20:26:27.030405] [DEBUG] [REMOTE    ] FDUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.031651] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 3 features, N/A% accuracy
[2025-11-27T20:26:27.031714] [INFO ] [LOCAL     ] FDUS: Loaded 3 optimal features with 56.33% confidence from JSON config
[2025-11-27T20:26:27.031751] [DEBUG] [MAG       ] Building data for symbol: FDUS with lookback: 0
[2025-11-27T20:26:27.032605] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:27.032695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:27.034490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:27.035086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:27.036446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:27.161959] [DEBUG] [MAG       ] MILN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:27.174006] [DEBUG] [MAG       ] EXPD: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.244124] [INFO ] [LOCAL     ] MILN: Saved forecast.
[2025-11-27T20:26:27.244345] [INFO ] [main      ] MILN: Signal=1 (Conf=90.0%), Magnitude=1.59% (Conf=56.9192%)
[2025-11-27T20:26:27.244772] [INFO ] [main      ] Fetching symbol history for CMTL...
[2025-11-27T20:26:27.244889] [DEBUG] [REMOTE    ] CMTL: Fetching historical data.
[2025-11-27T20:26:27.244938] [INFO ] [main      ] Progress: 179/1001 forecasts completed (17.9%). MILN finished in 0.6s. ETA: 2m 18s. Rate: 357.72 forecasts/min
[2025-11-27T20:26:27.256383] [DEBUG] [REMOTE    ] CMTL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.257421] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 4 features, N/A% accuracy
[2025-11-27T20:26:27.257605] [INFO ] [LOCAL     ] CMTL: Loaded 4 optimal features with 63.50% confidence from JSON config
[2025-11-27T20:26:27.257700] [DEBUG] [MAG       ] Building data for symbol: CMTL with lookback: 0
[2025-11-27T20:26:27.258547] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:27.258684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:27.264077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:27.265003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:27.266768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:27.271076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:27.307132] [DEBUG] [MAG       ] TERN: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.347737] [DEBUG] [MAG       ] EXPD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:27.372105] [DEBUG] [MAG       ] FDUS: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.459319] [INFO ] [LOCAL     ] EXPD: Saved forecast.
[2025-11-27T20:26:27.459557] [INFO ] [main      ] EXPD: Signal=1 (Conf=90.0%), Magnitude=0.41% (Conf=55.9392%)
[2025-11-27T20:26:27.459833] [INFO ] [main      ] Fetching symbol history for AEI...
[2025-11-27T20:26:27.459941] [DEBUG] [REMOTE    ] AEI: Fetching historical data.
[2025-11-27T20:26:27.460891] [INFO ] [main      ] Progress: 180/1001 forecasts completed (18.0%). EXPD finished in 0.6s. ETA: 2m 18s. Rate: 357.15 forecasts/min
[2025-11-27T20:26:27.472541] [DEBUG] [REMOTE    ] AEI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.473565] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 3 features, N/A% accuracy
[2025-11-27T20:26:27.473695] [INFO ] [LOCAL     ] AEI: Loaded 3 optimal features with 48.68% confidence from JSON config
[2025-11-27T20:26:27.473785] [DEBUG] [MAG       ] Building data for symbol: AEI with lookback: 0
[2025-11-27T20:26:27.474625] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:27.474741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:27.479569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:27.480812] [DEBUG] [MAG       ] TERN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:27.520015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:27.520986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:27.538951] [DEBUG] [MAG       ] FDUS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:27.580209] [INFO ] [LOCAL     ] TERN: Saved forecast.
[2025-11-27T20:26:27.580429] [INFO ] [main      ] TERN: Signal=1 (Conf=90.0%), Magnitude=-3.84% (Conf=57.0941%)
[2025-11-27T20:26:27.580876] [INFO ] [main      ] Fetching symbol history for EXP...
[2025-11-27T20:26:27.580984] [DEBUG] [REMOTE    ] EXP: Fetching historical data.
[2025-11-27T20:26:27.581657] [INFO ] [main      ] Progress: 181/1001 forecasts completed (18.1%). TERN finished in 0.6s. ETA: 2m 18s. Rate: 357.70 forecasts/min
[2025-11-27T20:26:27.592305] [DEBUG] [REMOTE    ] EXP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.593463] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 0 features, N/A% accuracy
[2025-11-27T20:26:27.593597] [INFO ] [LOCAL     ] EXP: Loaded 0 optimal features with 51.99% confidence from JSON config
[2025-11-27T20:26:27.593690] [DEBUG] [MAG       ] Building data for symbol: EXP with lookback: 0
[2025-11-27T20:26:27.594541] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:27.602039] [INFO ] [LOCAL     ] FDUS: Saved forecast.
[2025-11-27T20:26:27.602264] [INFO ] [main      ] FDUS: Signal=1 (Conf=90.0%), Magnitude=1.14% (Conf=56.3299%)
[2025-11-27T20:26:27.602768] [INFO ] [main      ] Progress: 182/1001 forecasts completed (18.2%). FDUS finished in 0.6s. ETA: 2m 17s. Rate: 359.43 forecasts/min
[2025-11-27T20:26:27.603029] [INFO ] [main      ] Fetching symbol history for POAI...
[2025-11-27T20:26:27.603126] [DEBUG] [REMOTE    ] POAI: Fetching historical data.
[2025-11-27T20:26:27.612952] [DEBUG] [MAG       ] CMTL: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.614154] [DEBUG] [REMOTE    ] POAI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.615183] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, N/A% accuracy
[2025-11-27T20:26:27.615298] [INFO ] [LOCAL     ] POAI: Loaded 2 optimal features with 59.53% confidence from JSON config
[2025-11-27T20:26:27.615392] [DEBUG] [MAG       ] Building data for symbol: POAI with lookback: 0
[2025-11-27T20:26:27.616262] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:27.616386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:27.621434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:27.623738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:27.778823] [DEBUG] [MAG       ] CMTL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:27.842484] [INFO ] [LOCAL     ] CMTL: Saved forecast.
[2025-11-27T20:26:27.842592] [INFO ] [main      ] CMTL: Signal=1 (Conf=90.0%), Magnitude=7.37% (Conf=63.4976%)
[2025-11-27T20:26:27.843036] [INFO ] [main      ] Fetching symbol history for MGNI...
[2025-11-27T20:26:27.843090] [DEBUG] [REMOTE    ] MGNI: Fetching historical data.
[2025-11-27T20:26:27.843690] [INFO ] [main      ] Progress: 183/1001 forecasts completed (18.3%). CMTL finished in 0.6s. ETA: 2m 17s. Rate: 358.56 forecasts/min
[2025-11-27T20:26:27.854437] [DEBUG] [REMOTE    ] MGNI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:27.855745] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, N/A% accuracy
[2025-11-27T20:26:27.855873] [INFO ] [LOCAL     ] MGNI: Loaded 2 optimal features with 58.05% confidence from JSON config
[2025-11-27T20:26:27.855964] [DEBUG] [MAG       ] Building data for symbol: MGNI with lookback: 0
[2025-11-27T20:26:27.856811] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:27.856932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:27.857379] [DEBUG] [MAG       ] AEI: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.861742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:27.862688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:27.924876] [DEBUG] [MAG       ] EXP: Last date is validated at 2025-11-26
[2025-11-27T20:26:27.958457] [DEBUG] [MAG       ] POAI: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.022825] [DEBUG] [MAG       ] AEI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.081800] [INFO ] [LOCAL     ] AEI: Saved forecast.
[2025-11-27T20:26:28.082057] [INFO ] [main      ] AEI: Signal=1 (Conf=90.0%), Magnitude=4.90% (Conf=48.6752%)
[2025-11-27T20:26:28.082461] [INFO ] [main      ] Fetching symbol history for FTSM...
[2025-11-27T20:26:28.082568] [DEBUG] [REMOTE    ] FTSM: Fetching historical data.
[2025-11-27T20:26:28.082628] [INFO ] [main      ] Progress: 184/1001 forecasts completed (18.4%). AEI finished in 0.6s. ETA: 2m 17s. Rate: 357.73 forecasts/min
[2025-11-27T20:26:28.088190] [DEBUG] [MAG       ] EXP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.094675] [DEBUG] [REMOTE    ] FTSM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.095608] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 50 features, N/A% accuracy
[2025-11-27T20:26:28.095894] [INFO ] [LOCAL     ] FTSM: Loaded 50 optimal features with 14.50% confidence from JSON config
[2025-11-27T20:26:28.095963] [DEBUG] [MAG       ] Building data for symbol: FTSM with lookback: 0
[2025-11-27T20:26:28.096769] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-11-27T20:26:28.096964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:28.101889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:28.103931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:28.104546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:28.105129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:28.105607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:28.106453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:28.107364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:28.109988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:28.124191] [DEBUG] [MAG       ] POAI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.203838] [DEBUG] [MAG       ] MGNI: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.206135] [INFO ] [LOCAL     ] EXP: Saved forecast.
[2025-11-27T20:26:28.206356] [INFO ] [main      ] EXP: Signal=1 (Conf=90.0%), Magnitude=8.31% (Conf=51.9851%)
[2025-11-27T20:26:28.206854] [INFO ] [main      ] Fetching symbol history for EVF...
[2025-11-27T20:26:28.206977] [DEBUG] [REMOTE    ] EVF: Fetching historical data.
[2025-11-27T20:26:28.206929] [INFO ] [main      ] Progress: 185/1001 forecasts completed (18.5%). EXP finished in 0.6s. ETA: 2m 17s. Rate: 358.23 forecasts/min
[2025-11-27T20:26:28.217894] [DEBUG] [REMOTE    ] EVF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.219108] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 4 features, N/A% accuracy
[2025-11-27T20:26:28.219223] [INFO ] [LOCAL     ] EVF: Loaded 4 optimal features with 41.33% confidence from JSON config
[2025-11-27T20:26:28.219315] [DEBUG] [MAG       ] Building data for symbol: EVF with lookback: 0
[2025-11-27T20:26:28.220155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:28.220277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:28.221678] [INFO ] [LOCAL     ] POAI: Saved forecast.
[2025-11-27T20:26:28.221927] [INFO ] [main      ] POAI: Signal=1 (Conf=90.0%), Magnitude=15.89% (Conf=59.5301%)
[2025-11-27T20:26:28.222417] [INFO ] [main      ] Progress: 186/1001 forecasts completed (18.6%). POAI finished in 0.6s. ETA: 2m 16s. Rate: 359.99 forecasts/min
[2025-11-27T20:26:28.222352] [INFO ] [main      ] Fetching symbol history for KEP...
[2025-11-27T20:26:28.222605] [DEBUG] [REMOTE    ] KEP: Fetching historical data.
[2025-11-27T20:26:28.224503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:28.225172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:28.226797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:28.226950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:28.227513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:28.233712] [DEBUG] [REMOTE    ] KEP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.234701] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, N/A% accuracy
[2025-11-27T20:26:28.234776] [INFO ] [LOCAL     ] KEP: Loaded 5 optimal features with 56.32% confidence from JSON config
[2025-11-27T20:26:28.234820] [DEBUG] [MAG       ] Building data for symbol: KEP with lookback: 0
[2025-11-27T20:26:28.235600] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:28.235675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:28.237400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:28.238005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:28.238490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:28.239315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:28.244660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:28.267540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:28.268730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:28.292107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:28.313448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:28.314539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:28.315896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:28.391531] [DEBUG] [MAG       ] MGNI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.394873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:28.395804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:28.397808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:28.401925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:28.403522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:28.405698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:28.406492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:28.411098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:28.412290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:28.413693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:28.415250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:28.418188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:28.418889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:28.419621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:28.423048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:28.424211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:28.425228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:28.425973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:26:28.426729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:28.429651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:28.431300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:28.433843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:28.436089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:28.440087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:28.457886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:28.459101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:28.460831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:28.461598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:28.463274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:28.465058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:28.465983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:28.467293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:28.468551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:28.470752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:28.472627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:28.476209] [INFO ] [LOCAL     ] MGNI: Saved forecast.
[2025-11-27T20:26:28.476298] [INFO ] [main      ] MGNI: Signal=1 (Conf=90.0%), Magnitude=-11.59% (Conf=58.053%)
[2025-11-27T20:26:28.476969] [INFO ] [main      ] Fetching symbol history for CIF...
[2025-11-27T20:26:28.477033] [DEBUG] [REMOTE    ] CIF: Fetching historical data.
[2025-11-27T20:26:28.477719] [INFO ] [main      ] Progress: 187/1001 forecasts completed (18.7%). MGNI finished in 0.6s. ETA: 2m 16s. Rate: 358.96 forecasts/min
[2025-11-27T20:26:28.489880] [DEBUG] [REMOTE    ] CIF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.492345] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 0 features, N/A% accuracy
[2025-11-27T20:26:28.492412] [INFO ] [LOCAL     ] CIF: Loaded 0 optimal features with 16.43% confidence from JSON config
[2025-11-27T20:26:28.492449] [DEBUG] [MAG       ] Building data for symbol: CIF with lookback: 0
[2025-11-27T20:26:28.493319] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:28.579336] [DEBUG] [MAG       ] EVF: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.635667] [DEBUG] [MAG       ] KEP: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.744915] [DEBUG] [MAG       ] EVF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.801273] [DEBUG] [MAG       ] KEP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.803526] [INFO ] [LOCAL     ] EVF: Saved forecast.
[2025-11-27T20:26:28.803807] [INFO ] [main      ] EVF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=41.3252%)
[2025-11-27T20:26:28.804186] [INFO ] [main      ] Fetching symbol history for MCHI...
[2025-11-27T20:26:28.804292] [DEBUG] [REMOTE    ] MCHI: Fetching historical data.
[2025-11-27T20:26:28.804334] [INFO ] [main      ] Progress: 188/1001 forecasts completed (18.8%). EVF finished in 0.6s. ETA: 2m 17s. Rate: 357.15 forecasts/min
[2025-11-27T20:26:28.809834] [DEBUG] [MAG       ] FTSM: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.815986] [DEBUG] [REMOTE    ] MCHI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.816952] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 10 features, N/A% accuracy
[2025-11-27T20:26:28.817032] [INFO ] [LOCAL     ] MCHI: Loaded 10 optimal features with 47.52% confidence from JSON config
[2025-11-27T20:26:28.817076] [DEBUG] [MAG       ] Building data for symbol: MCHI with lookback: 0
[2025-11-27T20:26:28.818091] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:28.818221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:28.820773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:28.821860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:28.822506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:28.823649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:28.825536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:28.826126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:28.827241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:28.828982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:28.829646] [DEBUG] [MAG       ] CIF: Last date is validated at 2025-11-26
[2025-11-27T20:26:28.830066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:28.830814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:28.869169] [INFO ] [LOCAL     ] KEP: Saved forecast.
[2025-11-27T20:26:28.869287] [INFO ] [main      ] KEP: Signal=1 (Conf=90.0%), Magnitude=-5.11% (Conf=56.3239%)
[2025-11-27T20:26:28.869715] [INFO ] [main      ] Progress: 189/1001 forecasts completed (18.9%). KEP finished in 0.6s. ETA: 2m 16s. Rate: 358.31 forecasts/min
[2025-11-27T20:26:28.869922] [INFO ] [main      ] Fetching symbol history for PLUG...
[2025-11-27T20:26:28.869977] [DEBUG] [REMOTE    ] PLUG: Fetching historical data.
[2025-11-27T20:26:28.881188] [DEBUG] [REMOTE    ] PLUG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:28.882107] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 4 features, N/A% accuracy
[2025-11-27T20:26:28.882177] [INFO ] [LOCAL     ] PLUG: Loaded 4 optimal features with 56.33% confidence from JSON config
[2025-11-27T20:26:28.882221] [DEBUG] [MAG       ] Building data for symbol: PLUG with lookback: 0
[2025-11-27T20:26:28.883030] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:28.883111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:28.887816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:28.889618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:28.890211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:28.891015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:28.978181] [DEBUG] [MAG       ] FTSM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:28.994225] [DEBUG] [MAG       ] CIF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.040262] [INFO ] [LOCAL     ] CIF: Saved forecast.
[2025-11-27T20:26:29.040477] [INFO ] [main      ] CIF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=16.4296%)
[2025-11-27T20:26:29.040914] [INFO ] [main      ] Fetching symbol history for LYRA...
[2025-11-27T20:26:29.041022] [DEBUG] [REMOTE    ] LYRA: Fetching historical data.
[2025-11-27T20:26:29.042650] [INFO ] [main      ] Progress: 190/1001 forecasts completed (19.0%). CIF finished in 0.6s. ETA: 2m 16s. Rate: 358.25 forecasts/min
[2025-11-27T20:26:29.052301] [DEBUG] [REMOTE    ] LYRA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.053301] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 3 features, N/A% accuracy
[2025-11-27T20:26:29.053415] [INFO ] [LOCAL     ] LYRA: Loaded 3 optimal features with 33.34% confidence from JSON config
[2025-11-27T20:26:29.053505] [DEBUG] [MAG       ] Building data for symbol: LYRA with lookback: 0
[2025-11-27T20:26:29.054324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:29.054445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:29.055163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:29.055946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:29.058730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:29.163159] [DEBUG] [MAG       ] MCHI: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.222956] [DEBUG] [MAG       ] PLUG: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.235756] [INFO ] [LOCAL     ] FTSM: Saved forecast.
[2025-11-27T20:26:29.235842] [INFO ] [main      ] FTSM: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.4978%)
[2025-11-27T20:26:29.236192] [INFO ] [main      ] Fetching symbol history for ARQQ...
[2025-11-27T20:26:29.236245] [DEBUG] [REMOTE    ] ARQQ: Fetching historical data.
[2025-11-27T20:26:29.236729] [INFO ] [main      ] Progress: 191/1001 forecasts completed (19.1%). FTSM finished in 1.2s. ETA: 2m 16s. Rate: 357.95 forecasts/min
[2025-11-27T20:26:29.248690] [DEBUG] [REMOTE    ] ARQQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.249540] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 2 features, N/A% accuracy
[2025-11-27T20:26:29.249640] [INFO ] [LOCAL     ] ARQQ: Loaded 2 optimal features with 45.19% confidence from JSON config
[2025-11-27T20:26:29.249735] [DEBUG] [MAG       ] Building data for symbol: ARQQ with lookback: 0
[2025-11-27T20:26:29.250537] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:29.250675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:29.251619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:29.325541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:29.333053] [DEBUG] [MAG       ] MCHI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.388134] [DEBUG] [MAG       ] PLUG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.389603] [DEBUG] [MAG       ] LYRA: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.432410] [INFO ] [LOCAL     ] MCHI: Saved forecast.
[2025-11-27T20:26:29.432646] [INFO ] [main      ] MCHI: Signal=1 (Conf=90.0%), Magnitude=0.13% (Conf=47.517%)
[2025-11-27T20:26:29.432896] [INFO ] [main      ] Fetching symbol history for GPIQ...
[2025-11-27T20:26:29.433000] [DEBUG] [REMOTE    ] GPIQ: Fetching historical data.
[2025-11-27T20:26:29.433873] [INFO ] [main      ] Progress: 192/1001 forecasts completed (19.2%). MCHI finished in 0.6s. ETA: 2m 16s. Rate: 357.62 forecasts/min
[2025-11-27T20:26:29.444639] [DEBUG] [REMOTE    ] GPIQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.445769] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 0 features, N/A% accuracy
[2025-11-27T20:26:29.445887] [INFO ] [LOCAL     ] GPIQ: Loaded 0 optimal features with 54.17% confidence from JSON config
[2025-11-27T20:26:29.445969] [INFO ] [LOCAL     ] PLUG: Saved forecast.
[2025-11-27T20:26:29.445977] [DEBUG] [MAG       ] Building data for symbol: GPIQ with lookback: 0
[2025-11-27T20:26:29.446106] [INFO ] [main      ] PLUG: Signal=1 (Conf=90.0%), Magnitude=-0.89% (Conf=56.3261%)
[2025-11-27T20:26:29.446586] [INFO ] [main      ] Progress: 193/1001 forecasts completed (19.3%). PLUG finished in 0.6s. ETA: 2m 15s. Rate: 359.34 forecasts/min
[2025-11-27T20:26:29.446767] [INFO ] [main      ] Fetching symbol history for CPK...
[2025-11-27T20:26:29.446821] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:29.446878] [DEBUG] [REMOTE    ] CPK: Fetching historical data.
[2025-11-27T20:26:29.458321] [DEBUG] [REMOTE    ] CPK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.459280] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 9 features, N/A% accuracy
[2025-11-27T20:26:29.459348] [INFO ] [LOCAL     ] CPK: Loaded 9 optimal features with 69.73% confidence from JSON config
[2025-11-27T20:26:29.459444] [DEBUG] [MAG       ] Building data for symbol: CPK with lookback: 0
[2025-11-27T20:26:29.460274] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:29.460360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:29.465172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:29.467055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:29.467540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:29.468009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:29.469004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:29.470229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:29.471275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:29.472353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:29.473531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:29.553990] [DEBUG] [MAG       ] LYRA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.655432] [DEBUG] [MAG       ] ARQQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.667978] [INFO ] [LOCAL     ] LYRA: Saved forecast.
[2025-11-27T20:26:29.668090] [INFO ] [main      ] LYRA: Signal=1 (Conf=90.0%), Magnitude=14.22% (Conf=33.3437%)
[2025-11-27T20:26:29.668426] [INFO ] [main      ] Fetching symbol history for UAL...
[2025-11-27T20:26:29.668486] [DEBUG] [REMOTE    ] UAL: Fetching historical data.
[2025-11-27T20:26:29.668864] [INFO ] [main      ] Progress: 194/1001 forecasts completed (19.4%). LYRA finished in 0.6s. ETA: 2m 15s. Rate: 358.73 forecasts/min
[2025-11-27T20:26:29.680036] [DEBUG] [REMOTE    ] UAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.680899] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 4 features, N/A% accuracy
[2025-11-27T20:26:29.681011] [INFO ] [LOCAL     ] UAL: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-11-27T20:26:29.681101] [DEBUG] [MAG       ] Building data for symbol: UAL with lookback: 0
[2025-11-27T20:26:29.681966] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:29.682089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:29.686913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:29.782488] [DEBUG] [MAG       ] GPIQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.794727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:29.795960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:29.797786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:29.810110] [DEBUG] [MAG       ] CPK: Last date is validated at 2025-11-26
[2025-11-27T20:26:29.822848] [DEBUG] [MAG       ] ARQQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.928465] [INFO ] [LOCAL     ] ARQQ: Saved forecast.
[2025-11-27T20:26:29.928697] [INFO ] [main      ] ARQQ: Signal=1 (Conf=90.0%), Magnitude=-1.10% (Conf=45.1852%)
[2025-11-27T20:26:29.929123] [INFO ] [main      ] Fetching symbol history for NOMD...
[2025-11-27T20:26:29.929228] [DEBUG] [REMOTE    ] NOMD: Fetching historical data.
[2025-11-27T20:26:29.929655] [INFO ] [main      ] Progress: 195/1001 forecasts completed (19.5%). ARQQ finished in 0.7s. ETA: 2m 15s. Rate: 357.71 forecasts/min
[2025-11-27T20:26:29.940481] [DEBUG] [REMOTE    ] NOMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:29.941434] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 6 features, N/A% accuracy
[2025-11-27T20:26:29.941551] [INFO ] [LOCAL     ] NOMD: Loaded 6 optimal features with 57.11% confidence from JSON config
[2025-11-27T20:26:29.941662] [DEBUG] [MAG       ] Building data for symbol: NOMD with lookback: 0
[2025-11-27T20:26:29.942509] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:29.942646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:29.947415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:29.951152] [DEBUG] [MAG       ] GPIQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.977070] [DEBUG] [MAG       ] CPK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:29.985860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:29.987256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:29.988552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:29.990642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:29.991387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.024513] [INFO ] [LOCAL     ] GPIQ: Saved forecast.
[2025-11-27T20:26:30.024744] [INFO ] [main      ] GPIQ: Signal=1 (Conf=90.0%), Magnitude=1.12% (Conf=54.1706%)
[2025-11-27T20:26:30.024996] [INFO ] [main      ] Fetching symbol history for INGN...
[2025-11-27T20:26:30.025098] [DEBUG] [REMOTE    ] INGN: Fetching historical data.
[2025-11-27T20:26:30.025918] [INFO ] [main      ] Progress: 196/1001 forecasts completed (19.6%). GPIQ finished in 0.6s. ETA: 2m 15s. Rate: 358.48 forecasts/min
[2025-11-27T20:26:30.035980] [DEBUG] [REMOTE    ] INGN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.037050] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 3 features, N/A% accuracy
[2025-11-27T20:26:30.037113] [INFO ] [LOCAL     ] INGN: Loaded 3 optimal features with 49.43% confidence from JSON config
[2025-11-27T20:26:30.037160] [DEBUG] [MAG       ] Building data for symbol: INGN with lookback: 0
[2025-11-27T20:26:30.037993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:30.038187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:30.039745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:30.041863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:30.044740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.074388] [INFO ] [LOCAL     ] CPK: Saved forecast.
[2025-11-27T20:26:30.074468] [INFO ] [main      ] CPK: Signal=1 (Conf=90.0%), Magnitude=-0.13% (Conf=69.7337%)
[2025-11-27T20:26:30.074654] [INFO ] [main      ] Fetching symbol history for BOC...
[2025-11-27T20:26:30.074705] [DEBUG] [REMOTE    ] BOC: Fetching historical data.
[2025-11-27T20:26:30.075894] [INFO ] [main      ] Progress: 197/1001 forecasts completed (19.7%). CPK finished in 0.6s. ETA: 2m 14s. Rate: 359.77 forecasts/min
[2025-11-27T20:26:30.086016] [DEBUG] [REMOTE    ] BOC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.087019] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 4 features, N/A% accuracy
[2025-11-27T20:26:30.087078] [INFO ] [LOCAL     ] BOC: Loaded 4 optimal features with 50.18% confidence from JSON config
[2025-11-27T20:26:30.087112] [DEBUG] [MAG       ] Building data for symbol: BOC with lookback: 0
[2025-11-27T20:26:30.087903] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:30.087970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:30.089670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:30.090192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:30.090601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:30.130813] [DEBUG] [MAG       ] UAL: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.141885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.295488] [DEBUG] [MAG       ] UAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:30.334339] [DEBUG] [MAG       ] NOMD: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.379880] [DEBUG] [MAG       ] INGN: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.405914] [INFO ] [LOCAL     ] UAL: Saved forecast.
[2025-11-27T20:26:30.406137] [INFO ] [main      ] UAL: Signal=1 (Conf=90.0%), Magnitude=-0.37% (Conf=56.8524%)
[2025-11-27T20:26:30.406395] [INFO ] [main      ] Fetching symbol history for MGTX...
[2025-11-27T20:26:30.406500] [DEBUG] [REMOTE    ] MGTX: Fetching historical data.
[2025-11-27T20:26:30.407661] [INFO ] [main      ] Progress: 198/1001 forecasts completed (19.8%). UAL finished in 0.7s. ETA: 2m 15s. Rate: 357.98 forecasts/min
[2025-11-27T20:26:30.417709] [DEBUG] [REMOTE    ] MGTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.418749] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 5 features, N/A% accuracy
[2025-11-27T20:26:30.418871] [INFO ] [LOCAL     ] MGTX: Loaded 5 optimal features with 59.49% confidence from JSON config
[2025-11-27T20:26:30.418962] [DEBUG] [MAG       ] Building data for symbol: MGTX with lookback: 0
[2025-11-27T20:26:30.419814] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:30.419959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:30.421697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:30.422269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:30.423254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:30.424388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:30.430231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.473697] [DEBUG] [MAG       ] BOC: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.504207] [DEBUG] [MAG       ] NOMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:30.547788] [DEBUG] [MAG       ] INGN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:30.578918] [INFO ] [LOCAL     ] NOMD: Saved forecast.
[2025-11-27T20:26:30.579140] [INFO ] [main      ] NOMD: Signal=1 (Conf=90.0%), Magnitude=-0.63% (Conf=57.1138%)
[2025-11-27T20:26:30.579559] [INFO ] [main      ] Fetching symbol history for KFY...
[2025-11-27T20:26:30.579679] [DEBUG] [REMOTE    ] KFY: Fetching historical data.
[2025-11-27T20:26:30.579654] [INFO ] [main      ] Progress: 199/1001 forecasts completed (19.9%). NOMD finished in 0.6s. ETA: 2m 14s. Rate: 357.93 forecasts/min
[2025-11-27T20:26:30.591111] [DEBUG] [REMOTE    ] KFY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.592013] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 5 features, N/A% accuracy
[2025-11-27T20:26:30.592072] [INFO ] [LOCAL     ] KFY: Loaded 5 optimal features with 55.48% confidence from JSON config
[2025-11-27T20:26:30.592125] [DEBUG] [MAG       ] Building data for symbol: KFY with lookback: 0
[2025-11-27T20:26:30.592964] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:30.593045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:30.594789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:30.595317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:30.595747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:30.598748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:30.600931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.619299] [INFO ] [LOCAL     ] INGN: Saved forecast.
[2025-11-27T20:26:30.619494] [INFO ] [main      ] INGN: Signal=1 (Conf=90.0%), Magnitude=2.72% (Conf=49.4291%)
[2025-11-27T20:26:30.619931] [INFO ] [main      ] Fetching symbol history for MCK...
[2025-11-27T20:26:30.620046] [DEBUG] [REMOTE    ] MCK: Fetching historical data.
[2025-11-27T20:26:30.620097] [INFO ] [main      ] Progress: 200/1001 forecasts completed (20.0%). INGN finished in 0.6s. ETA: 2m 14s. Rate: 359.29 forecasts/min
[2025-11-27T20:26:30.631077] [DEBUG] [REMOTE    ] MCK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.632057] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 5 features, N/A% accuracy
[2025-11-27T20:26:30.632124] [INFO ] [LOCAL     ] MCK: Loaded 5 optimal features with 50.11% confidence from JSON config
[2025-11-27T20:26:30.632221] [DEBUG] [MAG       ] Building data for symbol: MCK with lookback: 0
[2025-11-27T20:26:30.633041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:30.633118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:30.637902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:30.638823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:30.640732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:30.641450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:30.642049] [DEBUG] [MAG       ] BOC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:30.642765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.702474] [INFO ] [LOCAL     ] BOC: Saved forecast.
[2025-11-27T20:26:30.702694] [INFO ] [main      ] BOC: Signal=1 (Conf=90.0%), Magnitude=0.98% (Conf=50.1841%)
[2025-11-27T20:26:30.703166] [INFO ] [main      ] Progress: 201/1001 forecasts completed (20.1%). BOC finished in 0.6s. ETA: 2m 13s. Rate: 360.19 forecasts/min
[2025-11-27T20:26:30.703354] [INFO ] [main      ] Fetching symbol history for ODFL...
[2025-11-27T20:26:30.703452] [DEBUG] [REMOTE    ] ODFL: Fetching historical data.
[2025-11-27T20:26:30.715269] [DEBUG] [REMOTE    ] ODFL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:30.716351] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 5 features, N/A% accuracy
[2025-11-27T20:26:30.716463] [INFO ] [LOCAL     ] ODFL: Loaded 5 optimal features with 61.26% confidence from JSON config
[2025-11-27T20:26:30.716555] [DEBUG] [MAG       ] Building data for symbol: ODFL with lookback: 0
[2025-11-27T20:26:30.717376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:30.717496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:30.719253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:30.719860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:30.720337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:30.737748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:30.738615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:30.759897] [DEBUG] [MAG       ] MGTX: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.924927] [DEBUG] [MAG       ] MGTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:30.935118] [DEBUG] [MAG       ] KFY: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.973848] [DEBUG] [MAG       ] MCK: Last date is validated at 2025-11-26
[2025-11-27T20:26:30.990994] [INFO ] [LOCAL     ] MGTX: Saved forecast.
[2025-11-27T20:26:30.991209] [INFO ] [main      ] MGTX: Signal=1 (Conf=90.0%), Magnitude=4.70% (Conf=59.4878%)
[2025-11-27T20:26:30.991459] [INFO ] [main      ] Fetching symbol history for CTBB...
[2025-11-27T20:26:30.991563] [DEBUG] [REMOTE    ] CTBB: Fetching historical data.
[2025-11-27T20:26:30.991849] [INFO ] [main      ] Progress: 202/1001 forecasts completed (20.2%). MGTX finished in 0.6s. ETA: 2m 14s. Rate: 358.89 forecasts/min
[2025-11-27T20:26:31.002839] [DEBUG] [REMOTE    ] CTBB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.003883] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, N/A% accuracy
[2025-11-27T20:26:31.003999] [INFO ] [LOCAL     ] CTBB: Loaded 4 optimal features with 65.02% confidence from JSON config
[2025-11-27T20:26:31.004089] [DEBUG] [MAG       ] Building data for symbol: CTBB with lookback: 0
[2025-11-27T20:26:31.004939] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:31.005059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:31.009884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:31.011209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:31.012794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:31.015144] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.069418] [DEBUG] [MAG       ] ODFL: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.102980] [DEBUG] [MAG       ] KFY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.143137] [DEBUG] [MAG       ] MCK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.188093] [INFO ] [LOCAL     ] KFY: Saved forecast.
[2025-11-27T20:26:31.188334] [INFO ] [main      ] KFY: Signal=1 (Conf=90.0%), Magnitude=-0.05% (Conf=55.4778%)
[2025-11-27T20:26:31.188781] [INFO ] [main      ] Fetching symbol history for EVTC...
[2025-11-27T20:26:31.188899] [DEBUG] [REMOTE    ] EVTC: Fetching historical data.
[2025-11-27T20:26:31.189653] [INFO ] [main      ] Progress: 203/1001 forecasts completed (20.3%). KFY finished in 0.6s. ETA: 2m 14s. Rate: 358.57 forecasts/min
[2025-11-27T20:26:31.199931] [DEBUG] [REMOTE    ] EVTC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.200763] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 2 features, N/A% accuracy
[2025-11-27T20:26:31.200826] [INFO ] [LOCAL     ] EVTC: Loaded 2 optimal features with 59.91% confidence from JSON config
[2025-11-27T20:26:31.200861] [DEBUG] [MAG       ] Building data for symbol: EVTC with lookback: 0
[2025-11-27T20:26:31.201642] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:31.201703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:31.206466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:31.207329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.236465] [DEBUG] [MAG       ] ODFL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.287237] [INFO ] [LOCAL     ] MCK: Saved forecast.
[2025-11-27T20:26:31.287455] [INFO ] [main      ] MCK: Signal=1 (Conf=90.0%), Magnitude=1.05% (Conf=50.1135%)
[2025-11-27T20:26:31.287678] [INFO ] [main      ] Fetching symbol history for TSL...
[2025-11-27T20:26:31.287782] [DEBUG] [REMOTE    ] TSL: Fetching historical data.
[2025-11-27T20:26:31.288866] [INFO ] [main      ] Progress: 204/1001 forecasts completed (20.4%). MCK finished in 0.7s. ETA: 2m 13s. Rate: 359.28 forecasts/min
[2025-11-27T20:26:31.299599] [DEBUG] [REMOTE    ] TSL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.300403] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, N/A% accuracy
[2025-11-27T20:26:31.300462] [INFO ] [LOCAL     ] TSL: Loaded 3 optimal features with 61.41% confidence from JSON config
[2025-11-27T20:26:31.300523] [DEBUG] [MAG       ] Building data for symbol: TSL with lookback: 0
[2025-11-27T20:26:31.301315] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:31.301395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:31.344671] [DEBUG] [MAG       ] CTBB: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.372165] [INFO ] [LOCAL     ] ODFL: Saved forecast.
[2025-11-27T20:26:31.372396] [INFO ] [main      ] ODFL: Signal=1 (Conf=90.0%), Magnitude=4.15% (Conf=61.2614%)
[2025-11-27T20:26:31.372633] [INFO ] [main      ] Fetching symbol history for RMM...
[2025-11-27T20:26:31.372835] [INFO ] [main      ] Progress: 205/1001 forecasts completed (20.5%). ODFL finished in 0.7s. ETA: 2m 13s. Rate: 360.16 forecasts/min
[2025-11-27T20:26:31.372756] [DEBUG] [REMOTE    ] RMM: Fetching historical data.
[2025-11-27T20:26:31.385051] [DEBUG] [REMOTE    ] RMM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.386029] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 4 features, N/A% accuracy
[2025-11-27T20:26:31.386140] [INFO ] [LOCAL     ] RMM: Loaded 4 optimal features with 60.72% confidence from JSON config
[2025-11-27T20:26:31.386231] [DEBUG] [MAG       ] Building data for symbol: RMM with lookback: 0
[2025-11-27T20:26:31.387083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:31.387203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:31.390009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:31.391676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:31.394120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:31.395242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.409286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:31.411226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:31.411959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.512897] [DEBUG] [MAG       ] CTBB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.537270] [DEBUG] [MAG       ] EVTC: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.577847] [INFO ] [LOCAL     ] CTBB: Saved forecast.
[2025-11-27T20:26:31.577946] [INFO ] [main      ] CTBB: Signal=1 (Conf=90.0%), Magnitude=-0.94% (Conf=65.0245%)
[2025-11-27T20:26:31.578362] [INFO ] [main      ] Progress: 206/1001 forecasts completed (20.6%). CTBB finished in 0.6s. ETA: 2m 13s. Rate: 359.75 forecasts/min
[2025-11-27T20:26:31.578493] [INFO ] [main      ] Fetching symbol history for DIOD...
[2025-11-27T20:26:31.578538] [DEBUG] [REMOTE    ] DIOD: Fetching historical data.
[2025-11-27T20:26:31.589666] [DEBUG] [REMOTE    ] DIOD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.590845] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 3 features, N/A% accuracy
[2025-11-27T20:26:31.590959] [INFO ] [LOCAL     ] DIOD: Loaded 3 optimal features with 52.89% confidence from JSON config
[2025-11-27T20:26:31.591049] [DEBUG] [MAG       ] Building data for symbol: DIOD with lookback: 0
[2025-11-27T20:26:31.591895] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:31.592031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:31.597101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:31.599023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:31.599599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.703418] [DEBUG] [MAG       ] EVTC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.730463] [DEBUG] [MAG       ] RMM: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.744950] [DEBUG] [MAG       ] TSL: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.779661] [INFO ] [LOCAL     ] EVTC: Saved forecast.
[2025-11-27T20:26:31.779886] [INFO ] [main      ] EVTC: Signal=1 (Conf=90.0%), Magnitude=-5.24% (Conf=59.9078%)
[2025-11-27T20:26:31.780364] [INFO ] [main      ] Fetching symbol history for BLE...
[2025-11-27T20:26:31.780472] [DEBUG] [REMOTE    ] BLE: Fetching historical data.
[2025-11-27T20:26:31.780514] [INFO ] [main      ] Progress: 207/1001 forecasts completed (20.7%). EVTC finished in 0.6s. ETA: 2m 13s. Rate: 359.38 forecasts/min
[2025-11-27T20:26:31.791687] [DEBUG] [REMOTE    ] BLE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.793404] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 5 features, N/A% accuracy
[2025-11-27T20:26:31.793467] [INFO ] [LOCAL     ] BLE: Loaded 5 optimal features with 50.70% confidence from JSON config
[2025-11-27T20:26:31.793502] [DEBUG] [MAG       ] Building data for symbol: BLE with lookback: 0
[2025-11-27T20:26:31.794301] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:31.794364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:31.796052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:31.796647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:31.799524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:31.801889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:31.819569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.898681] [DEBUG] [MAG       ] RMM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.913617] [DEBUG] [MAG       ] TSL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:31.933476] [DEBUG] [MAG       ] DIOD: Last date is validated at 2025-11-26
[2025-11-27T20:26:31.958947] [INFO ] [LOCAL     ] RMM: Saved forecast.
[2025-11-27T20:26:31.959044] [INFO ] [main      ] RMM: Signal=1 (Conf=90.0%), Magnitude=-0.13% (Conf=60.7163%)
[2025-11-27T20:26:31.959207] [INFO ] [main      ] Fetching symbol history for BHFAL...
[2025-11-27T20:26:31.959260] [DEBUG] [REMOTE    ] BHFAL: Fetching historical data.
[2025-11-27T20:26:31.960094] [INFO ] [main      ] Progress: 208/1001 forecasts completed (20.8%). RMM finished in 0.6s. ETA: 2m 12s. Rate: 359.25 forecasts/min
[2025-11-27T20:26:31.970014] [DEBUG] [REMOTE    ] BHFAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.971160] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 4 features, N/A% accuracy
[2025-11-27T20:26:31.971280] [INFO ] [LOCAL     ] BHFAL: Loaded 4 optimal features with 62.81% confidence from JSON config
[2025-11-27T20:26:31.971369] [DEBUG] [MAG       ] Building data for symbol: BHFAL with lookback: 0
[2025-11-27T20:26:31.972236] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:31.972357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:31.974160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:31.974691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:31.976018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:31.978753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:31.985564] [INFO ] [LOCAL     ] TSL: Saved forecast.
[2025-11-27T20:26:31.985790] [INFO ] [main      ] TSL: Signal=1 (Conf=90.0%), Magnitude=2.60% (Conf=61.4139%)
[2025-11-27T20:26:31.986030] [INFO ] [main      ] Fetching symbol history for MHK...
[2025-11-27T20:26:31.986136] [DEBUG] [REMOTE    ] MHK: Fetching historical data.
[2025-11-27T20:26:31.987622] [INFO ] [main      ] Progress: 209/1001 forecasts completed (20.9%). TSL finished in 0.7s. ETA: 2m 12s. Rate: 360.69 forecasts/min
[2025-11-27T20:26:31.997671] [DEBUG] [REMOTE    ] MHK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:31.998656] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 4 features, N/A% accuracy
[2025-11-27T20:26:31.998769] [INFO ] [LOCAL     ] MHK: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-11-27T20:26:31.998859] [DEBUG] [MAG       ] Building data for symbol: MHK with lookback: 0
[2025-11-27T20:26:31.999636] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:31.999757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:32.001439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:32.002171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:32.003338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:32.006450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.101338] [DEBUG] [MAG       ] DIOD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.153025] [DEBUG] [MAG       ] BLE: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.193957] [INFO ] [LOCAL     ] DIOD: Saved forecast.
[2025-11-27T20:26:32.194044] [INFO ] [main      ] DIOD: Signal=1 (Conf=90.0%), Magnitude=-2.07% (Conf=52.8901%)
[2025-11-27T20:26:32.194414] [INFO ] [main      ] Progress: 210/1001 forecasts completed (21.0%). DIOD finished in 0.6s. ETA: 2m 12s. Rate: 360.28 forecasts/min
[2025-11-27T20:26:32.194542] [INFO ] [main      ] Fetching symbol history for MRK...
[2025-11-27T20:26:32.194601] [DEBUG] [REMOTE    ] MRK: Fetching historical data.
[2025-11-27T20:26:32.205787] [DEBUG] [REMOTE    ] MRK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.206963] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 6 features, N/A% accuracy
[2025-11-27T20:26:32.207081] [INFO ] [LOCAL     ] MRK: Loaded 6 optimal features with 53.48% confidence from JSON config
[2025-11-27T20:26:32.207175] [DEBUG] [MAG       ] Building data for symbol: MRK with lookback: 0
[2025-11-27T20:26:32.208054] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:32.208203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:32.210009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:32.210610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:32.211133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:32.211622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:32.212920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:32.215708] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.312399] [DEBUG] [MAG       ] BHFAL: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.320074] [DEBUG] [MAG       ] BLE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.339366] [DEBUG] [MAG       ] MHK: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.378656] [INFO ] [LOCAL     ] BLE: Saved forecast.
[2025-11-27T20:26:32.378877] [INFO ] [main      ] BLE: Signal=1 (Conf=90.0%), Magnitude=-0.30% (Conf=50.6972%)
[2025-11-27T20:26:32.379406] [INFO ] [main      ] Fetching symbol history for HL...
[2025-11-27T20:26:32.379514] [DEBUG] [REMOTE    ] HL: Fetching historical data.
[2025-11-27T20:26:32.379550] [INFO ] [main      ] Progress: 211/1001 forecasts completed (21.1%). BLE finished in 0.6s. ETA: 2m 12s. Rate: 360.08 forecasts/min
[2025-11-27T20:26:32.390659] [DEBUG] [REMOTE    ] HL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.391781] [DEBUG] [LOCAL     ] Loaded configuration for HL: 4 features, N/A% accuracy
[2025-11-27T20:26:32.391894] [INFO ] [LOCAL     ] HL: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-11-27T20:26:32.391985] [DEBUG] [MAG       ] Building data for symbol: HL with lookback: 0
[2025-11-27T20:26:32.392835] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:32.392956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:32.397723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:32.398464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:32.399203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:32.402995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.477881] [DEBUG] [MAG       ] BHFAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.505735] [DEBUG] [MAG       ] MHK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.540446] [INFO ] [LOCAL     ] BHFAL: Saved forecast.
[2025-11-27T20:26:32.540672] [INFO ] [main      ] BHFAL: Signal=1 (Conf=90.0%), Magnitude=0.20% (Conf=62.8078%)
[2025-11-27T20:26:32.540922] [INFO ] [main      ] Fetching symbol history for ERNA...
[2025-11-27T20:26:32.541026] [DEBUG] [REMOTE    ] ERNA: Fetching historical data.
[2025-11-27T20:26:32.542658] [INFO ] [main      ] Progress: 212/1001 forecasts completed (21.2%). BHFAL finished in 0.6s. ETA: 2m 11s. Rate: 360.12 forecasts/min
[2025-11-27T20:26:32.544841] [DEBUG] [MAG       ] MRK: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.552076] [DEBUG] [REMOTE    ] ERNA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.552985] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, N/A% accuracy
[2025-11-27T20:26:32.553058] [INFO ] [LOCAL     ] ERNA: Loaded 2 optimal features with 45.33% confidence from JSON config
[2025-11-27T20:26:32.553105] [DEBUG] [MAG       ] Building data for symbol: ERNA with lookback: 0
[2025-11-27T20:26:32.553904] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:32.553978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:32.556466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:32.558951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.708382] [INFO ] [LOCAL     ] MHK: Saved forecast.
[2025-11-27T20:26:32.708609] [INFO ] [main      ] MHK: Signal=1 (Conf=90.0%), Magnitude=0.42% (Conf=52.596%)
[2025-11-27T20:26:32.709043] [INFO ] [main      ] Fetching symbol history for RSI...
[2025-11-27T20:26:32.709150] [DEBUG] [REMOTE    ] RSI: Fetching historical data.
[2025-11-27T20:26:32.709657] [INFO ] [main      ] Progress: 213/1001 forecasts completed (21.3%). MHK finished in 0.7s. ETA: 2m 11s. Rate: 360.12 forecasts/min
[2025-11-27T20:26:32.710281] [DEBUG] [MAG       ] MRK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.720934] [DEBUG] [REMOTE    ] RSI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.721940] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 6 features, N/A% accuracy
[2025-11-27T20:26:32.722066] [INFO ] [LOCAL     ] RSI: Loaded 6 optimal features with 59.91% confidence from JSON config
[2025-11-27T20:26:32.722156] [DEBUG] [MAG       ] Building data for symbol: RSI with lookback: 0
[2025-11-27T20:26:32.723012] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:32.723136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:32.727966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:32.729803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:32.730330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:32.730849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:32.731307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:32.731988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.738319] [DEBUG] [MAG       ] HL: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.808078] [INFO ] [LOCAL     ] MRK: Saved forecast.
[2025-11-27T20:26:32.808185] [INFO ] [main      ] MRK: Signal=1 (Conf=90.0%), Magnitude=2.63% (Conf=53.4824%)
[2025-11-27T20:26:32.808591] [INFO ] [main      ] Progress: 214/1001 forecasts completed (21.4%). MRK finished in 0.6s. ETA: 2m 11s. Rate: 360.80 forecasts/min
[2025-11-27T20:26:32.808736] [INFO ] [main      ] Fetching symbol history for CSQ...
[2025-11-27T20:26:32.808789] [DEBUG] [REMOTE    ] CSQ: Fetching historical data.
[2025-11-27T20:26:32.820710] [DEBUG] [REMOTE    ] CSQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.821556] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, N/A% accuracy
[2025-11-27T20:26:32.821655] [INFO ] [LOCAL     ] CSQ: Loaded 4 optimal features with 46.27% confidence from JSON config
[2025-11-27T20:26:32.821699] [DEBUG] [MAG       ] Building data for symbol: CSQ with lookback: 0
[2025-11-27T20:26:32.822498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:32.822563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:32.824289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:32.824974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:32.825974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:32.827200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:32.897550] [DEBUG] [MAG       ] ERNA: Last date is validated at 2025-11-26
[2025-11-27T20:26:32.906356] [DEBUG] [MAG       ] HL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:32.978418] [INFO ] [LOCAL     ] HL: Saved forecast.
[2025-11-27T20:26:32.978672] [INFO ] [main      ] HL: Signal=1 (Conf=90.0%), Magnitude=0.25% (Conf=51.1404%)
[2025-11-27T20:26:32.979239] [INFO ] [main      ] Fetching symbol history for HYMC...
[2025-11-27T20:26:32.979369] [DEBUG] [REMOTE    ] HYMC: Fetching historical data.
[2025-11-27T20:26:32.979420] [INFO ] [main      ] Progress: 215/1001 forecasts completed (21.5%). HL finished in 0.6s. ETA: 2m 11s. Rate: 360.76 forecasts/min
[2025-11-27T20:26:32.992957] [DEBUG] [REMOTE    ] HYMC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:32.994564] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 4 features, N/A% accuracy
[2025-11-27T20:26:32.994700] [INFO ] [LOCAL     ] HYMC: Loaded 4 optimal features with 54.38% confidence from JSON config
[2025-11-27T20:26:32.994792] [DEBUG] [MAG       ] Building data for symbol: HYMC with lookback: 0
[2025-11-27T20:26:32.995870] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:32.995997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:32.998387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:32.999028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:32.999740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:33.000699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.069853] [DEBUG] [MAG       ] ERNA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.075915] [DEBUG] [MAG       ] RSI: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.156860] [INFO ] [LOCAL     ] ERNA: Saved forecast.
[2025-11-27T20:26:33.156945] [INFO ] [main      ] ERNA: Signal=1 (Conf=90.0%), Magnitude=-6.17% (Conf=45.3251%)
[2025-11-27T20:26:33.157099] [INFO ] [main      ] Fetching symbol history for SWVL...
[2025-11-27T20:26:33.157144] [DEBUG] [REMOTE    ] SWVL: Fetching historical data.
[2025-11-27T20:26:33.158009] [INFO ] [main      ] Progress: 216/1001 forecasts completed (21.6%). ERNA finished in 0.6s. ETA: 2m 11s. Rate: 360.63 forecasts/min
[2025-11-27T20:26:33.168471] [DEBUG] [REMOTE    ] SWVL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.169337] [DEBUG] [LOCAL     ] Loaded configuration for SWVL: 9 features, N/A% accuracy
[2025-11-27T20:26:33.169395] [INFO ] [LOCAL     ] SWVL: Loaded 9 optimal features with 58.14% confidence from JSON config
[2025-11-27T20:26:33.169429] [DEBUG] [MAG       ] Building data for symbol: SWVL with lookback: 0
[2025-11-27T20:26:33.170181] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:33.170251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:33.170982] [DEBUG] [MAG       ] CSQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.174969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:33.176786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:33.177255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:33.177698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:33.178145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:33.178901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:33.180750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:33.182339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:33.183361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.243353] [DEBUG] [MAG       ] RSI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.314691] [INFO ] [LOCAL     ] RSI: Saved forecast.
[2025-11-27T20:26:33.314778] [INFO ] [main      ] RSI: Signal=1 (Conf=90.0%), Magnitude=-2.74% (Conf=59.9138%)
[2025-11-27T20:26:33.314953] [INFO ] [main      ] Fetching symbol history for ARCC...
[2025-11-27T20:26:33.315000] [DEBUG] [REMOTE    ] ARCC: Fetching historical data.
[2025-11-27T20:26:33.316664] [INFO ] [main      ] Progress: 217/1001 forecasts completed (21.7%). RSI finished in 0.6s. ETA: 2m 10s. Rate: 360.71 forecasts/min
[2025-11-27T20:26:33.326219] [DEBUG] [REMOTE    ] ARCC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.327199] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 6 features, N/A% accuracy
[2025-11-27T20:26:33.327267] [INFO ] [LOCAL     ] ARCC: Loaded 6 optimal features with 55.11% confidence from JSON config
[2025-11-27T20:26:33.327302] [DEBUG] [MAG       ] Building data for symbol: ARCC with lookback: 0
[2025-11-27T20:26:33.328078] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:33.328147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:33.329873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:33.330373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:33.330776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:33.331187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:33.332273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:33.334358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.338936] [DEBUG] [MAG       ] CSQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.348395] [DEBUG] [MAG       ] HYMC: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.400522] [INFO ] [LOCAL     ] CSQ: Saved forecast.
[2025-11-27T20:26:33.400753] [INFO ] [main      ] CSQ: Signal=1 (Conf=90.0%), Magnitude=2.28% (Conf=46.2726%)
[2025-11-27T20:26:33.401036] [INFO ] [main      ] Fetching symbol history for BEP...
[2025-11-27T20:26:33.401144] [DEBUG] [REMOTE    ] BEP: Fetching historical data.
[2025-11-27T20:26:33.401654] [INFO ] [main      ] Progress: 218/1001 forecasts completed (21.8%). CSQ finished in 0.6s. ETA: 2m 10s. Rate: 361.52 forecasts/min
[2025-11-27T20:26:33.413612] [DEBUG] [REMOTE    ] BEP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.414651] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 5 features, N/A% accuracy
[2025-11-27T20:26:33.414767] [INFO ] [LOCAL     ] BEP: Loaded 5 optimal features with 43.13% confidence from JSON config
[2025-11-27T20:26:33.414861] [DEBUG] [MAG       ] Building data for symbol: BEP with lookback: 0
[2025-11-27T20:26:33.415731] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:33.415855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:33.417655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:33.418280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:33.418784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:33.419619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:33.421475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.515993] [DEBUG] [MAG       ] SWVL: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.524372] [DEBUG] [MAG       ] HYMC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.591674] [INFO ] [LOCAL     ] HYMC: Saved forecast.
[2025-11-27T20:26:33.591760] [INFO ] [main      ] HYMC: Signal=1 (Conf=90.0%), Magnitude=6.54% (Conf=54.3835%)
[2025-11-27T20:26:33.592183] [INFO ] [main      ] Fetching symbol history for PTGX...
[2025-11-27T20:26:33.592237] [DEBUG] [REMOTE    ] PTGX: Fetching historical data.
[2025-11-27T20:26:33.593243] [INFO ] [main      ] Progress: 219/1001 forecasts completed (21.9%). HYMC finished in 0.6s. ETA: 2m 10s. Rate: 361.27 forecasts/min
[2025-11-27T20:26:33.604375] [DEBUG] [REMOTE    ] PTGX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.605362] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, N/A% accuracy
[2025-11-27T20:26:33.605428] [INFO ] [LOCAL     ] PTGX: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-11-27T20:26:33.605463] [DEBUG] [MAG       ] Building data for symbol: PTGX with lookback: 0
[2025-11-27T20:26:33.606297] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:33.606375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:33.611201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:33.612978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:33.613449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:33.613855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.693408] [DEBUG] [MAG       ] SWVL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.741483] [DEBUG] [MAG       ] ARCC: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.758110] [DEBUG] [MAG       ] BEP: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.758833] [INFO ] [LOCAL     ] SWVL: Saved forecast.
[2025-11-27T20:26:33.758922] [INFO ] [main      ] SWVL: Signal=1 (Conf=90.0%), Magnitude=1.44% (Conf=58.139%)
[2025-11-27T20:26:33.759107] [INFO ] [main      ] Fetching symbol history for SYNA...
[2025-11-27T20:26:33.759152] [DEBUG] [REMOTE    ] SYNA: Fetching historical data.
[2025-11-27T20:26:33.760766] [INFO ] [main      ] Progress: 220/1001 forecasts completed (22.0%). SWVL finished in 0.6s. ETA: 2m 10s. Rate: 361.25 forecasts/min
[2025-11-27T20:26:33.770118] [DEBUG] [REMOTE    ] SYNA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.771141] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 1 features, N/A% accuracy
[2025-11-27T20:26:33.771200] [INFO ] [LOCAL     ] SYNA: Loaded 1 optimal features with 52.77% confidence from JSON config
[2025-11-27T20:26:33.771235] [DEBUG] [MAG       ] Building data for symbol: SYNA with lookback: 0
[2025-11-27T20:26:33.772009] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:33.772073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:33.774463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.904739] [DEBUG] [MAG       ] ARCC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.922905] [DEBUG] [MAG       ] BEP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:33.966669] [DEBUG] [MAG       ] PTGX: Last date is validated at 2025-11-26
[2025-11-27T20:26:33.968951] [INFO ] [LOCAL     ] ARCC: Saved forecast.
[2025-11-27T20:26:33.969171] [INFO ] [main      ] ARCC: Signal=1 (Conf=90.0%), Magnitude=2.95% (Conf=55.1053%)
[2025-11-27T20:26:33.969611] [INFO ] [main      ] Fetching symbol history for PEB...
[2025-11-27T20:26:33.969652] [INFO ] [main      ] Progress: 221/1001 forecasts completed (22.1%). ARCC finished in 0.7s. ETA: 2m 10s. Rate: 360.83 forecasts/min
[2025-11-27T20:26:33.969759] [DEBUG] [REMOTE    ] PEB: Fetching historical data.
[2025-11-27T20:26:33.981326] [DEBUG] [REMOTE    ] PEB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:33.982342] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 5 features, N/A% accuracy
[2025-11-27T20:26:33.982455] [INFO ] [LOCAL     ] PEB: Loaded 5 optimal features with 47.69% confidence from JSON config
[2025-11-27T20:26:33.982545] [DEBUG] [MAG       ] Building data for symbol: PEB with lookback: 0
[2025-11-27T20:26:33.983371] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:33.983496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:33.984434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:33.986376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:33.989125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:33.991162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:33.991951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:33.993450] [INFO ] [LOCAL     ] BEP: Saved forecast.
[2025-11-27T20:26:33.993703] [INFO ] [main      ] BEP: Signal=1 (Conf=90.0%), Magnitude=-2.34% (Conf=43.1255%)
[2025-11-27T20:26:33.993940] [INFO ] [main      ] Fetching symbol history for VRTX...
[2025-11-27T20:26:33.994063] [DEBUG] [REMOTE    ] VRTX: Fetching historical data.
[2025-11-27T20:26:33.994834] [INFO ] [main      ] Progress: 222/1001 forecasts completed (22.2%). BEP finished in 0.6s. ETA: 2m 9s. Rate: 362.22 forecasts/min
[2025-11-27T20:26:34.005651] [DEBUG] [REMOTE    ] VRTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.006604] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 6 features, N/A% accuracy
[2025-11-27T20:26:34.006717] [INFO ] [LOCAL     ] VRTX: Loaded 6 optimal features with 51.72% confidence from JSON config
[2025-11-27T20:26:34.006815] [DEBUG] [MAG       ] Building data for symbol: VRTX with lookback: 0
[2025-11-27T20:26:34.007655] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:34.007774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:34.009533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:34.010132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:34.010621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:34.011436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:34.013814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:34.015498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.107141] [DEBUG] [MAG       ] SYNA: Last date is validated at 2025-11-26
[2025-11-27T20:26:34.135979] [DEBUG] [MAG       ] PTGX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.247278] [INFO ] [LOCAL     ] PTGX: Saved forecast.
[2025-11-27T20:26:34.247500] [INFO ] [main      ] PTGX: Signal=1 (Conf=90.0%), Magnitude=4.51% (Conf=56.8534%)
[2025-11-27T20:26:34.247956] [INFO ] [main      ] Fetching symbol history for QQQI...
[2025-11-27T20:26:34.248064] [DEBUG] [REMOTE    ] QQQI: Fetching historical data.
[2025-11-27T20:26:34.248120] [INFO ] [main      ] Progress: 223/1001 forecasts completed (22.3%). PTGX finished in 0.7s. ETA: 2m 9s. Rate: 361.36 forecasts/min
[2025-11-27T20:26:34.259277] [DEBUG] [REMOTE    ] QQQI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.260628] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 6 features, N/A% accuracy
[2025-11-27T20:26:34.260700] [INFO ] [LOCAL     ] QQQI: Loaded 6 optimal features with 48.26% confidence from JSON config
[2025-11-27T20:26:34.260796] [DEBUG] [MAG       ] Building data for symbol: QQQI with lookback: 0
[2025-11-27T20:26:34.261645] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:34.261722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:34.266648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:34.268524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:34.269066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:34.269516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:34.270796] [DEBUG] [MAG       ] SYNA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.271955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:34.273013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.340822] [DEBUG] [MAG       ] PEB: Last date is validated at 2025-11-26
[2025-11-27T20:26:34.353684] [DEBUG] [MAG       ] VRTX: Last date is validated at 2025-11-26
[2025-11-27T20:26:34.378722] [INFO ] [LOCAL     ] SYNA: Saved forecast.
[2025-11-27T20:26:34.378928] [INFO ] [main      ] SYNA: Signal=1 (Conf=90.0%), Magnitude=0.64% (Conf=52.7731%)
[2025-11-27T20:26:34.379179] [INFO ] [main      ] Fetching symbol history for BLK...
[2025-11-27T20:26:34.379334] [DEBUG] [REMOTE    ] BLK: Fetching historical data.
[2025-11-27T20:26:34.380788] [INFO ] [main      ] Progress: 224/1001 forecasts completed (22.4%). SYNA finished in 0.6s. ETA: 2m 9s. Rate: 361.68 forecasts/min
[2025-11-27T20:26:34.390947] [DEBUG] [REMOTE    ] BLK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.392049] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 1 features, N/A% accuracy
[2025-11-27T20:26:34.392170] [INFO ] [LOCAL     ] BLK: Loaded 1 optimal features with 57.98% confidence from JSON config
[2025-11-27T20:26:34.392261] [DEBUG] [MAG       ] Building data for symbol: BLK with lookback: 0
[2025-11-27T20:26:34.393079] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:34.393197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:34.398061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.507661] [DEBUG] [MAG       ] PEB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.525097] [DEBUG] [MAG       ] VRTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.577461] [INFO ] [LOCAL     ] PEB: Saved forecast.
[2025-11-27T20:26:34.577555] [INFO ] [main      ] PEB: Signal=1 (Conf=90.0%), Magnitude=-1.01% (Conf=47.6917%)
[2025-11-27T20:26:34.577749] [INFO ] [main      ] Fetching symbol history for COYA...
[2025-11-27T20:26:34.577808] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-11-27T20:26:34.578086] [INFO ] [main      ] Progress: 225/1001 forecasts completed (22.5%). PEB finished in 0.6s. ETA: 2m 9s. Rate: 361.38 forecasts/min
[2025-11-27T20:26:34.588639] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.589096] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 4 features, N/A% accuracy
[2025-11-27T20:26:34.589146] [INFO ] [LOCAL     ] COYA: Loaded 4 optimal features with 51.87% confidence from JSON config
[2025-11-27T20:26:34.589180] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 0
[2025-11-27T20:26:34.589950] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:34.590017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:34.594745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:34.604401] [DEBUG] [MAG       ] QQQI: Last date is validated at 2025-11-26
[2025-11-27T20:26:34.635129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:34.638218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:34.656456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.688907] [INFO ] [LOCAL     ] VRTX: Saved forecast.
[2025-11-27T20:26:34.689004] [INFO ] [main      ] VRTX: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=51.7231%)
[2025-11-27T20:26:34.689358] [INFO ] [main      ] Fetching symbol history for EGY...
[2025-11-27T20:26:34.689410] [DEBUG] [REMOTE    ] EGY: Fetching historical data.
[2025-11-27T20:26:34.689655] [INFO ] [main      ] Progress: 226/1001 forecasts completed (22.6%). VRTX finished in 0.7s. ETA: 2m 8s. Rate: 361.90 forecasts/min
[2025-11-27T20:26:34.701093] [DEBUG] [REMOTE    ] EGY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.702085] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 1 features, N/A% accuracy
[2025-11-27T20:26:34.702160] [INFO ] [LOCAL     ] EGY: Loaded 1 optimal features with 53.52% confidence from JSON config
[2025-11-27T20:26:34.702195] [DEBUG] [MAG       ] Building data for symbol: EGY with lookback: 0
[2025-11-27T20:26:34.703020] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:34.703085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:34.703844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.727312] [DEBUG] [MAG       ] BLK: Last date is validated at 2025-11-26
[2025-11-27T20:26:34.769285] [DEBUG] [MAG       ] QQQI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.845698] [INFO ] [LOCAL     ] QQQI: Saved forecast.
[2025-11-27T20:26:34.845782] [INFO ] [main      ] QQQI: Signal=1 (Conf=90.0%), Magnitude=0.76% (Conf=48.2582%)
[2025-11-27T20:26:34.846157] [INFO ] [main      ] Progress: 227/1001 forecasts completed (22.7%). QQQI finished in 0.6s. ETA: 2m 8s. Rate: 361.99 forecasts/min
[2025-11-27T20:26:34.846338] [INFO ] [main      ] Fetching symbol history for ONDS...
[2025-11-27T20:26:34.846385] [DEBUG] [REMOTE    ] ONDS: Fetching historical data.
[2025-11-27T20:26:34.857268] [DEBUG] [REMOTE    ] ONDS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:34.858293] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 5 features, N/A% accuracy
[2025-11-27T20:26:34.858351] [INFO ] [LOCAL     ] ONDS: Loaded 5 optimal features with 54.01% confidence from JSON config
[2025-11-27T20:26:34.858386] [DEBUG] [MAG       ] Building data for symbol: ONDS with lookback: 0
[2025-11-27T20:26:34.859159] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:34.859227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:34.863984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:34.864816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:34.866002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:34.867943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:34.869705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:34.894816] [DEBUG] [MAG       ] BLK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:34.988810] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.034309] [DEBUG] [MAG       ] EGY: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.060976] [INFO ] [LOCAL     ] BLK: Saved forecast.
[2025-11-27T20:26:35.061170] [INFO ] [main      ] BLK: Signal=1 (Conf=90.0%), Magnitude=2.79% (Conf=57.9848%)
[2025-11-27T20:26:35.061408] [INFO ] [main      ] Fetching symbol history for IGSB...
[2025-11-27T20:26:35.061512] [DEBUG] [REMOTE    ] IGSB: Fetching historical data.
[2025-11-27T20:26:35.061892] [INFO ] [main      ] Progress: 228/1001 forecasts completed (22.8%). BLK finished in 0.7s. ETA: 2m 8s. Rate: 361.51 forecasts/min
[2025-11-27T20:26:35.073531] [DEBUG] [REMOTE    ] IGSB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.074564] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 5 features, N/A% accuracy
[2025-11-27T20:26:35.074694] [INFO ] [LOCAL     ] IGSB: Loaded 5 optimal features with 25.76% confidence from JSON config
[2025-11-27T20:26:35.074784] [DEBUG] [MAG       ] Building data for symbol: IGSB with lookback: 0
[2025-11-27T20:26:35.075599] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:35.075718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.077408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:35.077988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:35.078459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:35.116820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:35.117755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.155793] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.200003] [DEBUG] [MAG       ] EGY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.223304] [DEBUG] [MAG       ] ONDS: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.230224] [INFO ] [LOCAL     ] COYA: Saved forecast.
[2025-11-27T20:26:35.230452] [INFO ] [main      ] COYA: Signal=1 (Conf=90.0%), Magnitude=2.29% (Conf=51.8734%)
[2025-11-27T20:26:35.230678] [INFO ] [main      ] Fetching symbol history for MCBS...
[2025-11-27T20:26:35.230779] [DEBUG] [REMOTE    ] MCBS: Fetching historical data.
[2025-11-27T20:26:35.231846] [INFO ] [main      ] Progress: 229/1001 forecasts completed (22.9%). COYA finished in 0.7s. ETA: 2m 8s. Rate: 361.48 forecasts/min
[2025-11-27T20:26:35.241626] [DEBUG] [REMOTE    ] MCBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.242789] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, N/A% accuracy
[2025-11-27T20:26:35.242903] [INFO ] [LOCAL     ] MCBS: Loaded 3 optimal features with 57.52% confidence from JSON config
[2025-11-27T20:26:35.242998] [DEBUG] [MAG       ] Building data for symbol: MCBS with lookback: 0
[2025-11-27T20:26:35.243844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:35.243964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:35.248869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:35.254601] [INFO ] [LOCAL     ] EGY: Saved forecast.
[2025-11-27T20:26:35.254828] [INFO ] [main      ] EGY: Signal=1 (Conf=90.0%), Magnitude=5.74% (Conf=53.5245%)
[2025-11-27T20:26:35.255087] [INFO ] [main      ] Fetching symbol history for HTD...
[2025-11-27T20:26:35.255190] [DEBUG] [REMOTE    ] HTD: Fetching historical data.
[2025-11-27T20:26:35.255526] [INFO ] [main      ] Progress: 230/1001 forecasts completed (23.0%). EGY finished in 0.6s. ETA: 2m 7s. Rate: 362.83 forecasts/min
[2025-11-27T20:26:35.267088] [DEBUG] [REMOTE    ] HTD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.268208] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 3 features, N/A% accuracy
[2025-11-27T20:26:35.268281] [INFO ] [LOCAL     ] HTD: Loaded 3 optimal features with 46.35% confidence from JSON config
[2025-11-27T20:26:35.268320] [DEBUG] [MAG       ] Building data for symbol: HTD with lookback: 0
[2025-11-27T20:26:35.269103] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:35.269171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.270841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:35.271332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:35.272248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.358804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:35.359845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.399092] [DEBUG] [MAG       ] ONDS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.454168] [DEBUG] [MAG       ] IGSB: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.477363] [INFO ] [LOCAL     ] ONDS: Saved forecast.
[2025-11-27T20:26:35.477449] [INFO ] [main      ] ONDS: Signal=1 (Conf=90.0%), Magnitude=-3.02% (Conf=54.0059%)
[2025-11-27T20:26:35.477833] [INFO ] [main      ] Progress: 231/1001 forecasts completed (23.1%). ONDS finished in 0.6s. ETA: 2m 8s. Rate: 362.29 forecasts/min
[2025-11-27T20:26:35.477974] [INFO ] [main      ] Fetching symbol history for CNO...
[2025-11-27T20:26:35.478029] [DEBUG] [REMOTE    ] CNO: Fetching historical data.
[2025-11-27T20:26:35.490213] [DEBUG] [REMOTE    ] CNO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.491397] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, N/A% accuracy
[2025-11-27T20:26:35.491509] [INFO ] [LOCAL     ] CNO: Loaded 5 optimal features with 54.20% confidence from JSON config
[2025-11-27T20:26:35.491613] [DEBUG] [MAG       ] Building data for symbol: CNO with lookback: 0
[2025-11-27T20:26:35.492434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:35.492555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:35.497355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.499193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:35.499747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:35.539072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:35.540628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.605344] [DEBUG] [MAG       ] HTD: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.622757] [DEBUG] [MAG       ] IGSB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.677256] [INFO ] [LOCAL     ] IGSB: Saved forecast.
[2025-11-27T20:26:35.677343] [INFO ] [main      ] IGSB: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=25.7641%)
[2025-11-27T20:26:35.677497] [INFO ] [main      ] Fetching symbol history for RUSHA...
[2025-11-27T20:26:35.677544] [DEBUG] [REMOTE    ] RUSHA: Fetching historical data.
[2025-11-27T20:26:35.679783] [INFO ] [main      ] Progress: 232/1001 forecasts completed (23.2%). IGSB finished in 0.6s. ETA: 2m 7s. Rate: 361.95 forecasts/min
[2025-11-27T20:26:35.689276] [DEBUG] [REMOTE    ] RUSHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.690530] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 5 features, N/A% accuracy
[2025-11-27T20:26:35.690664] [INFO ] [LOCAL     ] RUSHA: Loaded 5 optimal features with 58.04% confidence from JSON config
[2025-11-27T20:26:35.690756] [DEBUG] [MAG       ] Building data for symbol: RUSHA with lookback: 0
[2025-11-27T20:26:35.691616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:35.691736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.693443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:35.694035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:35.694487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:35.703429] [DEBUG] [MAG       ] MCBS: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.743899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:35.746053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.770712] [DEBUG] [MAG       ] HTD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.829935] [INFO ] [LOCAL     ] HTD: Saved forecast.
[2025-11-27T20:26:35.830024] [INFO ] [main      ] HTD: Signal=1 (Conf=90.0%), Magnitude=0.17% (Conf=46.355%)
[2025-11-27T20:26:35.830372] [INFO ] [main      ] Fetching symbol history for KEYS...
[2025-11-27T20:26:35.830425] [DEBUG] [REMOTE    ] KEYS: Fetching historical data.
[2025-11-27T20:26:35.830773] [INFO ] [main      ] Progress: 233/1001 forecasts completed (23.3%). HTD finished in 0.6s. ETA: 2m 7s. Rate: 362.09 forecasts/min
[2025-11-27T20:26:35.841825] [DEBUG] [REMOTE    ] KEYS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.842928] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 6 features, N/A% accuracy
[2025-11-27T20:26:35.842995] [INFO ] [LOCAL     ] KEYS: Loaded 6 optimal features with 61.38% confidence from JSON config
[2025-11-27T20:26:35.843032] [DEBUG] [MAG       ] Building data for symbol: KEYS with lookback: 0
[2025-11-27T20:26:35.843866] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:35.843939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.845753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:35.846333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:35.873229] [DEBUG] [MAG       ] MCBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:35.888361] [DEBUG] [MAG       ] CNO: Last date is validated at 2025-11-26
[2025-11-27T20:26:35.896605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:35.914646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:35.916192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:35.917987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:35.948184] [INFO ] [LOCAL     ] MCBS: Saved forecast.
[2025-11-27T20:26:35.948273] [INFO ] [main      ] MCBS: Signal=1 (Conf=90.0%), Magnitude=-1.70% (Conf=57.5233%)
[2025-11-27T20:26:35.948430] [INFO ] [main      ] Fetching symbol history for KPTI...
[2025-11-27T20:26:35.948475] [DEBUG] [REMOTE    ] KPTI: Fetching historical data.
[2025-11-27T20:26:35.949660] [INFO ] [main      ] Progress: 234/1001 forecasts completed (23.4%). MCBS finished in 0.7s. ETA: 2m 7s. Rate: 362.52 forecasts/min
[2025-11-27T20:26:35.960405] [DEBUG] [REMOTE    ] KPTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:35.961468] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 6 features, N/A% accuracy
[2025-11-27T20:26:35.961529] [INFO ] [LOCAL     ] KPTI: Loaded 6 optimal features with 57.24% confidence from JSON config
[2025-11-27T20:26:35.961567] [DEBUG] [MAG       ] Building data for symbol: KPTI with lookback: 0
[2025-11-27T20:26:35.962413] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:35.962486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:35.967495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:35.969423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:35.969944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:35.970350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:36.056169] [DEBUG] [MAG       ] CNO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.079553] [DEBUG] [MAG       ] RUSHA: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.085892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:36.088096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:36.137386] [INFO ] [LOCAL     ] CNO: Saved forecast.
[2025-11-27T20:26:36.137621] [INFO ] [main      ] CNO: Signal=1 (Conf=90.0%), Magnitude=-1.92% (Conf=54.1952%)
[2025-11-27T20:26:36.138051] [INFO ] [main      ] Fetching symbol history for MRVL...
[2025-11-27T20:26:36.138180] [DEBUG] [REMOTE    ] MRVL: Fetching historical data.
[2025-11-27T20:26:36.138656] [INFO ] [main      ] Progress: 235/1001 forecasts completed (23.5%). CNO finished in 0.7s. ETA: 2m 7s. Rate: 362.30 forecasts/min
[2025-11-27T20:26:36.149682] [DEBUG] [REMOTE    ] MRVL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.150796] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 4 features, N/A% accuracy
[2025-11-27T20:26:36.150914] [INFO ] [LOCAL     ] MRVL: Loaded 4 optimal features with 62.31% confidence from JSON config
[2025-11-27T20:26:36.151006] [DEBUG] [MAG       ] Building data for symbol: MRVL with lookback: 0
[2025-11-27T20:26:36.151868] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:36.152005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:36.191180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:36.192524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:36.194500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:36.197133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:36.247933] [DEBUG] [MAG       ] RUSHA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.251778] [DEBUG] [MAG       ] KEYS: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.333727] [INFO ] [LOCAL     ] RUSHA: Saved forecast.
[2025-11-27T20:26:36.333946] [INFO ] [main      ] RUSHA: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=58.0423%)
[2025-11-27T20:26:36.334191] [INFO ] [main      ] Fetching symbol history for LSPD...
[2025-11-27T20:26:36.334293] [DEBUG] [REMOTE    ] LSPD: Fetching historical data.
[2025-11-27T20:26:36.335029] [INFO ] [main      ] Progress: 236/1001 forecasts completed (23.6%). RUSHA finished in 0.7s. ETA: 2m 7s. Rate: 362.02 forecasts/min
[2025-11-27T20:26:36.346639] [DEBUG] [REMOTE    ] LSPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.347727] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 5 features, N/A% accuracy
[2025-11-27T20:26:36.347842] [INFO ] [LOCAL     ] LSPD: Loaded 5 optimal features with 50.65% confidence from JSON config
[2025-11-27T20:26:36.347932] [DEBUG] [MAG       ] Building data for symbol: LSPD with lookback: 0
[2025-11-27T20:26:36.348854] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:36.348976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:36.353828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:36.355814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:36.356397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:36.357536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:36.359564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:36.418626] [DEBUG] [MAG       ] KEYS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.421204] [DEBUG] [MAG       ] KPTI: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.543454] [DEBUG] [MAG       ] MRVL: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.549866] [INFO ] [LOCAL     ] KEYS: Saved forecast.
[2025-11-27T20:26:36.550090] [INFO ] [main      ] KEYS: Signal=1 (Conf=90.0%), Magnitude=-2.28% (Conf=61.376%)
[2025-11-27T20:26:36.550349] [INFO ] [main      ] Fetching symbol history for STE...
[2025-11-27T20:26:36.550457] [DEBUG] [REMOTE    ] STE: Fetching historical data.
[2025-11-27T20:26:36.552679] [INFO ] [main      ] Progress: 237/1001 forecasts completed (23.7%). KEYS finished in 0.7s. ETA: 2m 7s. Rate: 361.54 forecasts/min
[2025-11-27T20:26:36.562391] [DEBUG] [REMOTE    ] STE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.563261] [DEBUG] [LOCAL     ] Loaded configuration for STE: 5 features, N/A% accuracy
[2025-11-27T20:26:36.563373] [INFO ] [LOCAL     ] STE: Loaded 5 optimal features with 48.81% confidence from JSON config
[2025-11-27T20:26:36.563464] [DEBUG] [MAG       ] Building data for symbol: STE with lookback: 0
[2025-11-27T20:26:36.564300] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:36.564421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:36.566159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:36.566746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:36.567207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:36.568221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:36.570937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:36.587782] [DEBUG] [MAG       ] KPTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.658697] [INFO ] [LOCAL     ] KPTI: Saved forecast.
[2025-11-27T20:26:36.658803] [INFO ] [main      ] KPTI: Signal=1 (Conf=90.0%), Magnitude=9.25% (Conf=57.2377%)
[2025-11-27T20:26:36.659172] [INFO ] [main      ] Fetching symbol history for TWG...
[2025-11-27T20:26:36.659234] [DEBUG] [REMOTE    ] TWG: Fetching historical data.
[2025-11-27T20:26:36.659738] [INFO ] [main      ] Progress: 238/1001 forecasts completed (23.8%). KPTI finished in 0.7s. ETA: 2m 6s. Rate: 362.08 forecasts/min
[2025-11-27T20:26:36.670995] [DEBUG] [REMOTE    ] TWG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.672015] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 2 features, N/A% accuracy
[2025-11-27T20:26:36.672130] [INFO ] [LOCAL     ] TWG: Loaded 2 optimal features with 18.26% confidence from JSON config
[2025-11-27T20:26:36.672220] [DEBUG] [MAG       ] Building data for symbol: TWG with lookback: 0
[2025-11-27T20:26:36.673061] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:36.673190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:36.673973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:36.692289] [DEBUG] [MAG       ] LSPD: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.714651] [DEBUG] [MAG       ] MRVL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.785554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:36.837019] [INFO ] [LOCAL     ] MRVL: Saved forecast.
[2025-11-27T20:26:36.837224] [INFO ] [main      ] MRVL: Signal=1 (Conf=90.0%), Magnitude=11.21% (Conf=62.3143%)
[2025-11-27T20:26:36.837669] [INFO ] [main      ] Fetching symbol history for SBI...
[2025-11-27T20:26:36.837775] [DEBUG] [REMOTE    ] SBI: Fetching historical data.
[2025-11-27T20:26:36.837810] [INFO ] [main      ] Progress: 239/1001 forecasts completed (23.9%). MRVL finished in 0.7s. ETA: 2m 6s. Rate: 361.97 forecasts/min
[2025-11-27T20:26:36.848681] [DEBUG] [REMOTE    ] SBI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.849517] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 16 features, N/A% accuracy
[2025-11-27T20:26:36.849652] [INFO ] [LOCAL     ] SBI: Loaded 16 optimal features with 16.16% confidence from JSON config
[2025-11-27T20:26:36.849747] [DEBUG] [MAG       ] Building data for symbol: SBI with lookback: 0
[2025-11-27T20:26:36.850600] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-11-27T20:26:36.850729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:36.855771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:36.857927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:36.858508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:36.859039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:36.859512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:36.860358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:36.861243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:36.863777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:36.867866] [DEBUG] [MAG       ] LSPD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:36.911558] [DEBUG] [MAG       ] STE: Last date is validated at 2025-11-26
[2025-11-27T20:26:36.939522] [INFO ] [LOCAL     ] LSPD: Saved forecast.
[2025-11-27T20:26:36.939736] [INFO ] [main      ] LSPD: Signal=1 (Conf=90.0%), Magnitude=0.49% (Conf=50.6472%)
[2025-11-27T20:26:36.939977] [INFO ] [main      ] Fetching symbol history for HALO...
[2025-11-27T20:26:36.940082] [DEBUG] [REMOTE    ] HALO: Fetching historical data.
[2025-11-27T20:26:36.941646] [INFO ] [main      ] Progress: 240/1001 forecasts completed (24.0%). LSPD finished in 0.6s. ETA: 2m 6s. Rate: 362.53 forecasts/min
[2025-11-27T20:26:36.951933] [DEBUG] [REMOTE    ] HALO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:36.952784] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 2 features, N/A% accuracy
[2025-11-27T20:26:36.952846] [INFO ] [LOCAL     ] HALO: Loaded 2 optimal features with 58.17% confidence from JSON config
[2025-11-27T20:26:36.952881] [DEBUG] [MAG       ] Building data for symbol: HALO with lookback: 0
[2025-11-27T20:26:36.953651] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:36.953712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:36.979532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:36.981685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:37.000821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:37.003646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.021265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:37.022437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:37.072895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:37.073937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:37.075246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:37.078435] [DEBUG] [MAG       ] STE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:37.115620] [DEBUG] [MAG       ] TWG: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.154160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.193377] [INFO ] [LOCAL     ] STE: Saved forecast.
[2025-11-27T20:26:37.193603] [INFO ] [main      ] STE: Signal=1 (Conf=90.0%), Magnitude=-1.47% (Conf=48.8129%)
[2025-11-27T20:26:37.194032] [INFO ] [main      ] Progress: 241/1001 forecasts completed (24.1%). STE finished in 0.6s. ETA: 2m 6s. Rate: 361.75 forecasts/min
[2025-11-27T20:26:37.194216] [INFO ] [main      ] Fetching symbol history for VLRS...
[2025-11-27T20:26:37.194309] [DEBUG] [REMOTE    ] VLRS: Fetching historical data.
[2025-11-27T20:26:37.205387] [DEBUG] [REMOTE    ] VLRS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:37.206349] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 9 features, N/A% accuracy
[2025-11-27T20:26:37.206463] [INFO ] [LOCAL     ] VLRS: Loaded 9 optimal features with 55.02% confidence from JSON config
[2025-11-27T20:26:37.206554] [DEBUG] [MAG       ] Building data for symbol: VLRS with lookback: 0
[2025-11-27T20:26:37.207432] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:37.207518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:37.212352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:37.214133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:37.214658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:37.215057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:37.215938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:37.216949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:37.289300] [DEBUG] [MAG       ] TWG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:37.289917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:37.291469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:37.293885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.332899] [DEBUG] [MAG       ] HALO: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.486387] [INFO ] [LOCAL     ] TWG: Saved forecast.
[2025-11-27T20:26:37.486615] [INFO ] [main      ] TWG: Signal=1 (Conf=90.0%), Magnitude=21937.52% (Conf=18.2589%)
[2025-11-27T20:26:37.486884] [INFO ] [main      ] Fetching symbol history for MAXI...
[2025-11-27T20:26:37.486992] [DEBUG] [REMOTE    ] MAXI: Fetching historical data.
[2025-11-27T20:26:37.487841] [INFO ] [main      ] Progress: 242/1001 forecasts completed (24.2%). TWG finished in 0.8s. ETA: 2m 6s. Rate: 360.60 forecasts/min
[2025-11-27T20:26:37.496133] [DEBUG] [MAG       ] SBI: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.497143] [DEBUG] [MAG       ] HALO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:37.499477] [DEBUG] [REMOTE    ] MAXI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:37.500567] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 6 features, N/A% accuracy
[2025-11-27T20:26:37.500673] [INFO ] [LOCAL     ] MAXI: Loaded 6 optimal features with 43.99% confidence from JSON config
[2025-11-27T20:26:37.500730] [DEBUG] [MAG       ] Building data for symbol: MAXI with lookback: 0
[2025-11-27T20:26:37.501551] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:37.501657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:37.506733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:37.508811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:37.509389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:37.511490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:37.512312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:37.513969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.610394] [INFO ] [LOCAL     ] HALO: Saved forecast.
[2025-11-27T20:26:37.610608] [INFO ] [main      ] HALO: Signal=1 (Conf=90.0%), Magnitude=-2.77% (Conf=58.1687%)
[2025-11-27T20:26:37.610851] [INFO ] [main      ] Fetching symbol history for TRI...
[2025-11-27T20:26:37.610953] [DEBUG] [REMOTE    ] TRI: Fetching historical data.
[2025-11-27T20:26:37.611222] [INFO ] [main      ] Progress: 243/1001 forecasts completed (24.3%). HALO finished in 0.7s. ETA: 2m 6s. Rate: 360.98 forecasts/min
[2025-11-27T20:26:37.621216] [DEBUG] [MAG       ] VLRS: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.622430] [DEBUG] [REMOTE    ] TRI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:37.623322] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 4 features, N/A% accuracy
[2025-11-27T20:26:37.623386] [INFO ] [LOCAL     ] TRI: Loaded 4 optimal features with 57.28% confidence from JSON config
[2025-11-27T20:26:37.623422] [DEBUG] [MAG       ] Building data for symbol: TRI with lookback: 0
[2025-11-27T20:26:37.624191] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:37.624259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:37.625916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:37.626413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:37.627459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:37.629447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.668184] [DEBUG] [MAG       ] SBI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:37.736301] [INFO ] [LOCAL     ] SBI: Saved forecast.
[2025-11-27T20:26:37.736387] [INFO ] [main      ] SBI: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=16.1575%)
[2025-11-27T20:26:37.736654] [INFO ] [main      ] Fetching symbol history for PRAA...
[2025-11-27T20:26:37.736865] [DEBUG] [REMOTE    ] PRAA: Fetching historical data.
[2025-11-27T20:26:37.737774] [INFO ] [main      ] Progress: 244/1001 forecasts completed (24.4%). SBI finished in 0.9s. ETA: 2m 6s. Rate: 361.33 forecasts/min
[2025-11-27T20:26:37.748532] [DEBUG] [REMOTE    ] PRAA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:37.749656] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 7 features, N/A% accuracy
[2025-11-27T20:26:37.749755] [INFO ] [LOCAL     ] PRAA: Loaded 7 optimal features with 60.88% confidence from JSON config
[2025-11-27T20:26:37.749827] [DEBUG] [MAG       ] Building data for symbol: PRAA with lookback: 0
[2025-11-27T20:26:37.750697] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:37.750803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:37.752625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:37.753214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:37.753759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:37.757808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:37.758658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:37.759812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:37.761870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:37.804547] [DEBUG] [MAG       ] VLRS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:37.856991] [DEBUG] [MAG       ] MAXI: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.870386] [INFO ] [LOCAL     ] VLRS: Saved forecast.
[2025-11-27T20:26:37.870610] [INFO ] [main      ] VLRS: Signal=1 (Conf=90.0%), Magnitude=8.36% (Conf=55.0169%)
[2025-11-27T20:26:37.871026] [INFO ] [main      ] Fetching symbol history for HBNC...
[2025-11-27T20:26:37.871136] [DEBUG] [REMOTE    ] HBNC: Fetching historical data.
[2025-11-27T20:26:37.871657] [INFO ] [main      ] Progress: 245/1001 forecasts completed (24.5%). VLRS finished in 0.7s. ETA: 2m 5s. Rate: 361.62 forecasts/min
[2025-11-27T20:26:37.882447] [DEBUG] [REMOTE    ] HBNC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:37.883475] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 6 features, N/A% accuracy
[2025-11-27T20:26:37.883607] [INFO ] [LOCAL     ] HBNC: Loaded 6 optimal features with 53.07% confidence from JSON config
[2025-11-27T20:26:37.883700] [DEBUG] [MAG       ] Building data for symbol: HBNC with lookback: 0
[2025-11-27T20:26:37.884543] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:37.884682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:37.886385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:37.886971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:37.887474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:37.888429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:37.964915] [DEBUG] [MAG       ] TRI: Last date is validated at 2025-11-26
[2025-11-27T20:26:37.994701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:37.997427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.028975] [DEBUG] [MAG       ] MAXI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.097734] [DEBUG] [MAG       ] PRAA: Last date is validated at 2025-11-26
[2025-11-27T20:26:38.120557] [INFO ] [LOCAL     ] MAXI: Saved forecast.
[2025-11-27T20:26:38.120798] [INFO ] [main      ] MAXI: Signal=1 (Conf=90.0%), Magnitude=4.61% (Conf=43.9866%)
[2025-11-27T20:26:38.121191] [INFO ] [main      ] Fetching symbol history for LKQ...
[2025-11-27T20:26:38.121298] [DEBUG] [REMOTE    ] LKQ: Fetching historical data.
[2025-11-27T20:26:38.122243] [INFO ] [main      ] Progress: 246/1001 forecasts completed (24.6%). MAXI finished in 0.6s. ETA: 2m 6s. Rate: 360.87 forecasts/min
[2025-11-27T20:26:38.130921] [DEBUG] [MAG       ] TRI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.132995] [DEBUG] [REMOTE    ] LKQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.134156] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 8 features, N/A% accuracy
[2025-11-27T20:26:38.134225] [INFO ] [LOCAL     ] LKQ: Loaded 8 optimal features with 57.66% confidence from JSON config
[2025-11-27T20:26:38.134263] [DEBUG] [MAG       ] Building data for symbol: LKQ with lookback: 0
[2025-11-27T20:26:38.135196] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:38.135268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:38.140351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:38.142237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:38.142739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:38.143215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:38.143642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:38.144566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:38.147072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:38.187095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.254074] [INFO ] [LOCAL     ] TRI: Saved forecast.
[2025-11-27T20:26:38.254163] [INFO ] [main      ] TRI: Signal=1 (Conf=90.0%), Magnitude=0.57% (Conf=57.2798%)
[2025-11-27T20:26:38.254510] [INFO ] [main      ] Fetching symbol history for GTY...
[2025-11-27T20:26:38.254563] [DEBUG] [REMOTE    ] GTY: Fetching historical data.
[2025-11-27T20:26:38.254722] [INFO ] [main      ] Progress: 247/1001 forecasts completed (24.7%). TRI finished in 0.6s. ETA: 2m 5s. Rate: 361.17 forecasts/min
[2025-11-27T20:26:38.265886] [DEBUG] [REMOTE    ] GTY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.267089] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 4 features, N/A% accuracy
[2025-11-27T20:26:38.267136] [DEBUG] [MAG       ] PRAA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.267242] [INFO ] [LOCAL     ] GTY: Loaded 4 optimal features with 59.69% confidence from JSON config
[2025-11-27T20:26:38.267329] [DEBUG] [MAG       ] Building data for symbol: GTY with lookback: 0
[2025-11-27T20:26:38.268189] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:38.268312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:38.273131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:38.275005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:38.275549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:38.276013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.329075] [DEBUG] [MAG       ] HBNC: Last date is validated at 2025-11-26
[2025-11-27T20:26:38.353372] [INFO ] [LOCAL     ] PRAA: Saved forecast.
[2025-11-27T20:26:38.353472] [INFO ] [main      ] PRAA: Signal=1 (Conf=90.0%), Magnitude=0.86% (Conf=60.8799%)
[2025-11-27T20:26:38.353649] [INFO ] [main      ] Fetching symbol history for PEG...
[2025-11-27T20:26:38.353729] [DEBUG] [REMOTE    ] PEG: Fetching historical data.
[2025-11-27T20:26:38.355809] [INFO ] [main      ] Progress: 248/1001 forecasts completed (24.8%). PRAA finished in 0.6s. ETA: 2m 5s. Rate: 361.74 forecasts/min
[2025-11-27T20:26:38.366298] [DEBUG] [REMOTE    ] PEG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.367737] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, N/A% accuracy
[2025-11-27T20:26:38.367878] [INFO ] [LOCAL     ] PEG: Loaded 4 optimal features with 58.50% confidence from JSON config
[2025-11-27T20:26:38.367997] [DEBUG] [MAG       ] Building data for symbol: PEG with lookback: 0
[2025-11-27T20:26:38.368941] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:38.369068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:38.374037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:38.376740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:38.377634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:38.380355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.514472] [DEBUG] [MAG       ] HBNC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.576722] [DEBUG] [MAG       ] LKQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:38.589612] [INFO ] [LOCAL     ] HBNC: Saved forecast.
[2025-11-27T20:26:38.589817] [INFO ] [main      ] HBNC: Signal=1 (Conf=90.0%), Magnitude=-0.72% (Conf=53.0749%)
[2025-11-27T20:26:38.590076] [INFO ] [main      ] Fetching symbol history for SEZL...
[2025-11-27T20:26:38.590191] [DEBUG] [REMOTE    ] SEZL: Fetching historical data.
[2025-11-27T20:26:38.591808] [INFO ] [main      ] Progress: 249/1001 forecasts completed (24.9%). HBNC finished in 0.7s. ETA: 2m 5s. Rate: 361.13 forecasts/min
[2025-11-27T20:26:38.605834] [DEBUG] [REMOTE    ] SEZL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.606784] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 5 features, N/A% accuracy
[2025-11-27T20:26:38.606849] [INFO ] [LOCAL     ] SEZL: Loaded 5 optimal features with 54.67% confidence from JSON config
[2025-11-27T20:26:38.606886] [DEBUG] [MAG       ] Building data for symbol: SEZL with lookback: 0
[2025-11-27T20:26:38.607925] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:38.607990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:38.610323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:38.611009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:38.622272] [DEBUG] [MAG       ] GTY: Last date is validated at 2025-11-26
[2025-11-27T20:26:38.698553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:38.701197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:38.706065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.772986] [DEBUG] [MAG       ] LKQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.793202] [DEBUG] [MAG       ] GTY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:38.860348] [INFO ] [LOCAL     ] GTY: Saved forecast.
[2025-11-27T20:26:38.860469] [INFO ] [main      ] GTY: Signal=1 (Conf=90.0%), Magnitude=-2.50% (Conf=59.6899%)
[2025-11-27T20:26:38.860908] [INFO ] [main      ] Progress: 250/1001 forecasts completed (25.0%). GTY finished in 0.6s. ETA: 2m 5s. Rate: 360.23 forecasts/min
[2025-11-27T20:26:38.860881] [INFO ] [main      ] Fetching symbol history for BDX...
[2025-11-27T20:26:38.861085] [DEBUG] [REMOTE    ] BDX: Fetching historical data.
[2025-11-27T20:26:38.862622] [DEBUG] [MAG       ] PEG: Last date is validated at 2025-11-26
[2025-11-27T20:26:38.872611] [DEBUG] [REMOTE    ] BDX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.873595] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, N/A% accuracy
[2025-11-27T20:26:38.873656] [INFO ] [LOCAL     ] BDX: Loaded 2 optimal features with 60.60% confidence from JSON config
[2025-11-27T20:26:38.873712] [DEBUG] [MAG       ] Building data for symbol: BDX with lookback: 0
[2025-11-27T20:26:38.874505] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:38.874590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:38.875440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:38.875842] [INFO ] [LOCAL     ] LKQ: Saved forecast.
[2025-11-27T20:26:38.875953] [INFO ] [main      ] LKQ: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=57.6575%)
[2025-11-27T20:26:38.876417] [INFO ] [main      ] Progress: 251/1001 forecasts completed (25.1%). LKQ finished in 0.8s. ETA: 2m 4s. Rate: 361.54 forecasts/min
[2025-11-27T20:26:38.876655] [INFO ] [main      ] Fetching symbol history for NAAS...
[2025-11-27T20:26:38.876710] [DEBUG] [REMOTE    ] NAAS: Fetching historical data.
[2025-11-27T20:26:38.877918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:38.888960] [DEBUG] [REMOTE    ] NAAS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:38.889989] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 5 features, N/A% accuracy
[2025-11-27T20:26:38.890059] [INFO ] [LOCAL     ] NAAS: Loaded 5 optimal features with 43.69% confidence from JSON config
[2025-11-27T20:26:38.890094] [DEBUG] [MAG       ] Building data for symbol: NAAS with lookback: 0
[2025-11-27T20:26:38.890975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:38.891053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:38.896653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:38.898921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:38.899554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:38.900056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:38.901043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:39.133417] [DEBUG] [MAG       ] PEG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:39.139254] [DEBUG] [MAG       ] SEZL: Last date is validated at 2025-11-26
[2025-11-27T20:26:39.246371] [DEBUG] [MAG       ] BDX: Last date is validated at 2025-11-26
[2025-11-27T20:26:39.256143] [INFO ] [LOCAL     ] PEG: Saved forecast.
[2025-11-27T20:26:39.256240] [INFO ] [main      ] PEG: Signal=1 (Conf=90.0%), Magnitude=3.51% (Conf=58.5019%)
[2025-11-27T20:26:39.256665] [INFO ] [main      ] Fetching symbol history for KRNY...
[2025-11-27T20:26:39.256726] [DEBUG] [REMOTE    ] KRNY: Fetching historical data.
[2025-11-27T20:26:39.256994] [INFO ] [main      ] Progress: 252/1001 forecasts completed (25.2%). PEG finished in 0.9s. ETA: 2m 5s. Rate: 359.69 forecasts/min
[2025-11-27T20:26:39.270509] [DEBUG] [REMOTE    ] KRNY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:39.271912] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, N/A% accuracy
[2025-11-27T20:26:39.272055] [INFO ] [LOCAL     ] KRNY: Loaded 2 optimal features with 60.95% confidence from JSON config
[2025-11-27T20:26:39.272154] [DEBUG] [MAG       ] Building data for symbol: KRNY with lookback: 0
[2025-11-27T20:26:39.273209] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:39.273367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:39.279309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:39.281501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:39.306148] [DEBUG] [MAG       ] NAAS: Last date is validated at 2025-11-26
[2025-11-27T20:26:39.394998] [DEBUG] [MAG       ] SEZL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:39.492524] [DEBUG] [MAG       ] BDX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:39.519420] [DEBUG] [MAG       ] NAAS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:39.577187] [INFO ] [LOCAL     ] SEZL: Saved forecast.
[2025-11-27T20:26:39.577421] [INFO ] [main      ] SEZL: Signal=1 (Conf=90.0%), Magnitude=-10.16% (Conf=54.6681%)
[2025-11-27T20:26:39.577701] [INFO ] [main      ] Fetching symbol history for GE...
[2025-11-27T20:26:39.577809] [DEBUG] [REMOTE    ] GE: Fetching historical data.
[2025-11-27T20:26:39.578204] [INFO ] [main      ] Progress: 253/1001 forecasts completed (25.3%). SEZL finished in 1.0s. ETA: 2m 5s. Rate: 358.38 forecasts/min
[2025-11-27T20:26:39.589899] [DEBUG] [REMOTE    ] GE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:39.590885] [DEBUG] [LOCAL     ] Loaded configuration for GE: 9 features, N/A% accuracy
[2025-11-27T20:26:39.590951] [INFO ] [LOCAL     ] GE: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-11-27T20:26:39.590992] [DEBUG] [MAG       ] Building data for symbol: GE with lookback: 0
[2025-11-27T20:26:39.591883] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:39.591968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:39.596960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:39.598953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:39.599509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:39.600000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:39.600428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:39.602196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:39.604281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:26:39.605078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:39.606360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:39.637375] [INFO ] [LOCAL     ] NAAS: Saved forecast.
[2025-11-27T20:26:39.637637] [INFO ] [main      ] NAAS: Signal=1 (Conf=90.0%), Magnitude=26.09% (Conf=43.6884%)
[2025-11-27T20:26:39.637952] [INFO ] [main      ] Fetching symbol history for LCNB...
[2025-11-27T20:26:39.638076] [DEBUG] [REMOTE    ] LCNB: Fetching historical data.
[2025-11-27T20:26:39.639038] [INFO ] [main      ] Progress: 254/1001 forecasts completed (25.4%). NAAS finished in 0.8s. ETA: 2m 5s. Rate: 359.28 forecasts/min
[2025-11-27T20:26:39.639723] [INFO ] [LOCAL     ] BDX: Saved forecast.
[2025-11-27T20:26:39.640004] [INFO ] [main      ] BDX: Signal=1 (Conf=90.0%), Magnitude=2.25% (Conf=60.5975%)
[2025-11-27T20:26:39.640237] [INFO ] [main      ] Fetching symbol history for ATOM...
[2025-11-27T20:26:39.640343] [DEBUG] [REMOTE    ] ATOM: Fetching historical data.
[2025-11-27T20:26:39.641215] [INFO ] [main      ] Progress: 255/1001 forecasts completed (25.5%). BDX finished in 0.8s. ETA: 2m 4s. Rate: 360.68 forecasts/min
[2025-11-27T20:26:39.654812] [DEBUG] [REMOTE    ] ATOM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:39.655397] [DEBUG] [REMOTE    ] LCNB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:39.655785] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 8 features, N/A% accuracy
[2025-11-27T20:26:39.655926] [INFO ] [LOCAL     ] ATOM: Loaded 8 optimal features with 58.80% confidence from JSON config
[2025-11-27T20:26:39.656041] [DEBUG] [MAG       ] Building data for symbol: ATOM with lookback: 0
[2025-11-27T20:26:39.656512] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 8 features, N/A% accuracy
[2025-11-27T20:26:39.656639] [INFO ] [LOCAL     ] LCNB: Loaded 8 optimal features with 60.52% confidence from JSON config
[2025-11-27T20:26:39.656725] [DEBUG] [MAG       ] Building data for symbol: LCNB with lookback: 0
[2025-11-27T20:26:39.657201] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:39.657304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:39.657950] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:39.658060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:39.663783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:39.666498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:39.666773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:39.667139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:39.670002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:39.670704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:39.671295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:39.671836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:39.675352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:39.712823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:39.714565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:39.716695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:39.717969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:39.718868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:39.743207] [DEBUG] [MAG       ] KRNY: Last date is validated at 2025-11-26
[2025-11-27T20:26:39.813651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:39.814546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:39.937094] [DEBUG] [MAG       ] KRNY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:39.957366] [DEBUG] [MAG       ] GE: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.002249] [INFO ] [LOCAL     ] KRNY: Saved forecast.
[2025-11-27T20:26:40.002485] [INFO ] [main      ] KRNY: Signal=1 (Conf=90.0%), Magnitude=-0.30% (Conf=60.9547%)
[2025-11-27T20:26:40.002967] [INFO ] [main      ] Fetching symbol history for MCI...
[2025-11-27T20:26:40.003104] [DEBUG] [REMOTE    ] MCI: Fetching historical data.
[2025-11-27T20:26:40.003666] [INFO ] [main      ] Progress: 256/1001 forecasts completed (25.6%). KRNY finished in 0.7s. ETA: 2m 5s. Rate: 359.03 forecasts/min
[2025-11-27T20:26:40.015088] [DEBUG] [REMOTE    ] MCI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:40.016148] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, N/A% accuracy
[2025-11-27T20:26:40.016217] [INFO ] [LOCAL     ] MCI: Loaded 5 optimal features with 52.41% confidence from JSON config
[2025-11-27T20:26:40.016254] [DEBUG] [MAG       ] Building data for symbol: MCI with lookback: 0
[2025-11-27T20:26:40.017081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:40.017155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:40.022661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:40.023902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:40.026961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:40.029128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:40.030421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:40.148556] [DEBUG] [MAG       ] GE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.158907] [DEBUG] [MAG       ] ATOM: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.160755] [DEBUG] [MAG       ] LCNB: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.332076] [DEBUG] [MAG       ] LCNB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.343670] [DEBUG] [MAG       ] ATOM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.400667] [INFO ] [LOCAL     ] LCNB: Saved forecast.
[2025-11-27T20:26:40.400872] [INFO ] [main      ] LCNB: Signal=1 (Conf=90.0%), Magnitude=-0.32% (Conf=60.5229%)
[2025-11-27T20:26:40.401136] [INFO ] [main      ] Fetching symbol history for FTXG...
[2025-11-27T20:26:40.401256] [DEBUG] [REMOTE    ] FTXG: Fetching historical data.
[2025-11-27T20:26:40.401979] [INFO ] [main      ] Progress: 257/1001 forecasts completed (25.7%). LCNB finished in 0.8s. ETA: 2m 5s. Rate: 357.10 forecasts/min
[2025-11-27T20:26:40.403258] [DEBUG] [MAG       ] MCI: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.413002] [DEBUG] [REMOTE    ] FTXG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:40.413858] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 7 features, N/A% accuracy
[2025-11-27T20:26:40.413970] [INFO ] [LOCAL     ] FTXG: Loaded 7 optimal features with 52.72% confidence from JSON config
[2025-11-27T20:26:40.414063] [DEBUG] [MAG       ] Building data for symbol: FTXG with lookback: 0
[2025-11-27T20:26:40.414907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:40.415034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:40.420201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:40.422116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:40.422680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:40.423155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:40.424162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:40.425039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:40.425733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:40.430620] [INFO ] [LOCAL     ] GE: Saved forecast.
[2025-11-27T20:26:40.430877] [INFO ] [main      ] GE: Signal=1 (Conf=90.0%), Magnitude=2.53% (Conf=53.7006%)
[2025-11-27T20:26:40.431096] [INFO ] [main      ] Fetching symbol history for CNSP...
[2025-11-27T20:26:40.431200] [DEBUG] [REMOTE    ] CNSP: Fetching historical data.
[2025-11-27T20:26:40.431460] [INFO ] [main      ] Progress: 258/1001 forecasts completed (25.8%). GE finished in 0.9s. ETA: 2m 4s. Rate: 358.25 forecasts/min
[2025-11-27T20:26:40.435492] [INFO ] [LOCAL     ] ATOM: Saved forecast.
[2025-11-27T20:26:40.435763] [INFO ] [main      ] ATOM: Signal=1 (Conf=90.0%), Magnitude=-19.89% (Conf=58.8046%)
[2025-11-27T20:26:40.435983] [INFO ] [main      ] Fetching symbol history for ARBB...
[2025-11-27T20:26:40.436096] [DEBUG] [REMOTE    ] ARBB: Fetching historical data.
[2025-11-27T20:26:40.436884] [INFO ] [main      ] Progress: 259/1001 forecasts completed (25.9%). ATOM finished in 0.8s. ETA: 2m 4s. Rate: 359.59 forecasts/min
[2025-11-27T20:26:40.442723] [DEBUG] [REMOTE    ] CNSP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:40.443764] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 4 features, N/A% accuracy
[2025-11-27T20:26:40.443896] [INFO ] [LOCAL     ] CNSP: Loaded 4 optimal features with 29.76% confidence from JSON config
[2025-11-27T20:26:40.443949] [DEBUG] [MAG       ] Building data for symbol: CNSP with lookback: 0
[2025-11-27T20:26:40.444816] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:40.444942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:40.447659] [DEBUG] [REMOTE    ] ARBB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:40.448626] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 10 features, N/A% accuracy
[2025-11-27T20:26:40.448754] [INFO ] [LOCAL     ] ARBB: Loaded 10 optimal features with 40.52% confidence from JSON config
[2025-11-27T20:26:40.448846] [DEBUG] [MAG       ] Building data for symbol: ARBB with lookback: 0
[2025-11-27T20:26:40.449847] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:40.449997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:40.450338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:40.451705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:40.453169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:40.454803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:40.455492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:40.457540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:40.458133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:40.458708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:40.459277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:40.543207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:40.544693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:40.546860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:40.547698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:40.551944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:40.587721] [DEBUG] [MAG       ] MCI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.663065] [INFO ] [LOCAL     ] MCI: Saved forecast.
[2025-11-27T20:26:40.663294] [INFO ] [main      ] MCI: Signal=1 (Conf=90.0%), Magnitude=-2.07% (Conf=52.4144%)
[2025-11-27T20:26:40.663746] [INFO ] [main      ] Progress: 260/1001 forecasts completed (26.0%). MCI finished in 0.7s. ETA: 2m 4s. Rate: 359.09 forecasts/min
[2025-11-27T20:26:40.663945] [INFO ] [main      ] Fetching symbol history for SHY...
[2025-11-27T20:26:40.664065] [DEBUG] [REMOTE    ] SHY: Fetching historical data.
[2025-11-27T20:26:40.676070] [DEBUG] [REMOTE    ] SHY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:40.676900] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 9 features, N/A% accuracy
[2025-11-27T20:26:40.676965] [INFO ] [LOCAL     ] SHY: Loaded 9 optimal features with 44.87% confidence from JSON config
[2025-11-27T20:26:40.677004] [DEBUG] [MAG       ] Building data for symbol: SHY with lookback: 0
[2025-11-27T20:26:40.677879] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:26:40.677958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:40.679742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:40.680319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:40.681496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:40.686214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:40.687434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:40.688292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:40.689080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:40.690295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:40.692472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:40.766447] [DEBUG] [MAG       ] FTXG: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.796182] [DEBUG] [MAG       ] CNSP: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.911456] [DEBUG] [MAG       ] ARBB: Last date is validated at 2025-11-26
[2025-11-27T20:26:40.934006] [DEBUG] [MAG       ] FTXG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.961409] [DEBUG] [MAG       ] CNSP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:40.998837] [INFO ] [LOCAL     ] FTXG: Saved forecast.
[2025-11-27T20:26:40.999047] [INFO ] [main      ] FTXG: Signal=1 (Conf=90.0%), Magnitude=1.30% (Conf=52.7169%)
[2025-11-27T20:26:40.999499] [INFO ] [main      ] Fetching symbol history for TM...
[2025-11-27T20:26:40.999587] [DEBUG] [REMOTE    ] TM: Fetching historical data.
[2025-11-27T20:26:40.999802] [INFO ] [main      ] Progress: 261/1001 forecasts completed (26.1%). FTXG finished in 0.6s. ETA: 2m 4s. Rate: 357.71 forecasts/min
[2025-11-27T20:26:41.011871] [DEBUG] [REMOTE    ] TM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.012915] [DEBUG] [LOCAL     ] Loaded configuration for TM: 3 features, N/A% accuracy
[2025-11-27T20:26:41.013031] [INFO ] [LOCAL     ] TM: Loaded 3 optimal features with 57.20% confidence from JSON config
[2025-11-27T20:26:41.013124] [DEBUG] [MAG       ] Building data for symbol: TM with lookback: 0
[2025-11-27T20:26:41.013980] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:41.014105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:41.019062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:41.020160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:41.049181] [DEBUG] [MAG       ] SHY: Last date is validated at 2025-11-26
[2025-11-27T20:26:41.086441] [DEBUG] [MAG       ] ARBB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:41.130672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.142840] [INFO ] [LOCAL     ] CNSP: Saved forecast.
[2025-11-27T20:26:41.143064] [INFO ] [main      ] CNSP: Signal=1 (Conf=90.0%), Magnitude=34.35% (Conf=29.7596%)
[2025-11-27T20:26:41.143310] [INFO ] [main      ] Fetching symbol history for ESTC...
[2025-11-27T20:26:41.143559] [DEBUG] [REMOTE    ] ESTC: Fetching historical data.
[2025-11-27T20:26:41.143878] [INFO ] [main      ] Progress: 262/1001 forecasts completed (26.2%). CNSP finished in 0.7s. ETA: 2m 4s. Rate: 357.90 forecasts/min
[2025-11-27T20:26:41.155534] [DEBUG] [REMOTE    ] ESTC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.156394] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 10 features, N/A% accuracy
[2025-11-27T20:26:41.156454] [INFO ] [LOCAL     ] ESTC: Loaded 10 optimal features with 50.43% confidence from JSON config
[2025-11-27T20:26:41.156489] [DEBUG] [MAG       ] Building data for symbol: ESTC with lookback: 0
[2025-11-27T20:26:41.157268] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:41.157340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:41.162096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:41.163858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:41.164355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:41.164825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:41.180906] [INFO ] [LOCAL     ] ARBB: Saved forecast.
[2025-11-27T20:26:41.181000] [INFO ] [main      ] ARBB: Signal=1 (Conf=90.0%), Magnitude=-7.05% (Conf=40.5193%)
[2025-11-27T20:26:41.181171] [INFO ] [main      ] Fetching symbol history for IFRX...
[2025-11-27T20:26:41.181216] [DEBUG] [REMOTE    ] IFRX: Fetching historical data.
[2025-11-27T20:26:41.182661] [INFO ] [main      ] Progress: 263/1001 forecasts completed (26.3%). ARBB finished in 0.7s. ETA: 2m 3s. Rate: 358.95 forecasts/min
[2025-11-27T20:26:41.193226] [DEBUG] [REMOTE    ] IFRX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.194127] [DEBUG] [LOCAL     ] Loaded configuration for IFRX: 6 features, N/A% accuracy
[2025-11-27T20:26:41.194241] [INFO ] [LOCAL     ] IFRX: Loaded 6 optimal features with 51.85% confidence from JSON config
[2025-11-27T20:26:41.194335] [DEBUG] [MAG       ] Building data for symbol: IFRX with lookback: 0
[2025-11-27T20:26:41.195536] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:41.195707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:41.197765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:41.198385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:41.198939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:41.199424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:41.200475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:41.201311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.229075] [DEBUG] [MAG       ] SHY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:41.277840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:41.279262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:41.281497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:41.282004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:41.283178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:41.285269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.293407] [INFO ] [LOCAL     ] SHY: Saved forecast.
[2025-11-27T20:26:41.293495] [INFO ] [main      ] SHY: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=44.8688%)
[2025-11-27T20:26:41.293890] [INFO ] [main      ] Progress: 264/1001 forecasts completed (26.4%). SHY finished in 0.6s. ETA: 2m 3s. Rate: 359.41 forecasts/min
[2025-11-27T20:26:41.294022] [INFO ] [main      ] Fetching symbol history for TXRH...
[2025-11-27T20:26:41.294069] [DEBUG] [REMOTE    ] TXRH: Fetching historical data.
[2025-11-27T20:26:41.307899] [DEBUG] [REMOTE    ] TXRH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.308921] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 5 features, N/A% accuracy
[2025-11-27T20:26:41.309042] [INFO ] [LOCAL     ] TXRH: Loaded 5 optimal features with 60.23% confidence from JSON config
[2025-11-27T20:26:41.309142] [DEBUG] [MAG       ] Building data for symbol: TXRH with lookback: 0
[2025-11-27T20:26:41.310100] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:41.310228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:41.315608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:41.318248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:41.434018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:41.450304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:41.451971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.459861] [DEBUG] [MAG       ] TM: Last date is validated at 2025-11-26
[2025-11-27T20:26:41.539681] [DEBUG] [MAG       ] IFRX: Last date is validated at 2025-11-26
[2025-11-27T20:26:41.620519] [DEBUG] [MAG       ] ESTC: Last date is validated at 2025-11-26
[2025-11-27T20:26:41.630202] [DEBUG] [MAG       ] TM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:41.709344] [DEBUG] [MAG       ] IFRX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:41.741092] [INFO ] [LOCAL     ] TM: Saved forecast.
[2025-11-27T20:26:41.741209] [INFO ] [main      ] TM: Signal=1 (Conf=90.0%), Magnitude=1.47% (Conf=57.2026%)
[2025-11-27T20:26:41.741749] [INFO ] [main      ] Fetching symbol history for BGLC...
[2025-11-27T20:26:41.741820] [DEBUG] [REMOTE    ] BGLC: Fetching historical data.
[2025-11-27T20:26:41.743667] [INFO ] [main      ] Progress: 265/1001 forecasts completed (26.5%). TM finished in 0.7s. ETA: 2m 4s. Rate: 357.12 forecasts/min
[2025-11-27T20:26:41.753119] [DEBUG] [REMOTE    ] BGLC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.754230] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 11 features, N/A% accuracy
[2025-11-27T20:26:41.754356] [INFO ] [LOCAL     ] BGLC: Loaded 11 optimal features with 56.40% confidence from JSON config
[2025-11-27T20:26:41.754448] [DEBUG] [MAG       ] Building data for symbol: BGLC with lookback: 0
[2025-11-27T20:26:41.755345] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:26:41.755477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:41.760399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:41.762331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:41.762903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:41.763399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:41.763872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:41.764696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:41.767065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:41.767975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:41.768002] [INFO ] [LOCAL     ] IFRX: Saved forecast.
[2025-11-27T20:26:41.768138] [INFO ] [main      ] IFRX: Signal=1 (Conf=90.0%), Magnitude=2.69% (Conf=51.8531%)
[2025-11-27T20:26:41.768778] [INFO ] [main      ] Fetching symbol history for PPH...
[2025-11-27T20:26:41.768881] [DEBUG] [REMOTE    ] PPH: Fetching historical data.
[2025-11-27T20:26:41.769304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:41.770278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:41.770660] [INFO ] [main      ] Progress: 266/1001 forecasts completed (26.6%). IFRX finished in 0.6s. ETA: 2m 3s. Rate: 358.25 forecasts/min
[2025-11-27T20:26:41.772454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.781966] [DEBUG] [REMOTE    ] PPH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.783089] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 6 features, N/A% accuracy
[2025-11-27T20:26:41.783343] [INFO ] [LOCAL     ] PPH: Loaded 6 optimal features with 54.07% confidence from JSON config
[2025-11-27T20:26:41.783440] [DEBUG] [MAG       ] Building data for symbol: PPH with lookback: 0
[2025-11-27T20:26:41.784636] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:41.784762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:41.786565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:41.787188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:41.787706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:41.791104] [DEBUG] [MAG       ] ESTC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:41.811833] [DEBUG] [MAG       ] TXRH: Last date is validated at 2025-11-26
[2025-11-27T20:26:41.905568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:41.907233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:41.910118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.925027] [INFO ] [LOCAL     ] ESTC: Saved forecast.
[2025-11-27T20:26:41.925116] [INFO ] [main      ] ESTC: Signal=1 (Conf=90.0%), Magnitude=0.27% (Conf=50.4264%)
[2025-11-27T20:26:41.925479] [INFO ] [main      ] Progress: 267/1001 forecasts completed (26.7%). ESTC finished in 0.8s. ETA: 2m 3s. Rate: 358.35 forecasts/min
[2025-11-27T20:26:41.925643] [INFO ] [main      ] Fetching symbol history for JVA...
[2025-11-27T20:26:41.925829] [DEBUG] [REMOTE    ] JVA: Fetching historical data.
[2025-11-27T20:26:41.936979] [DEBUG] [REMOTE    ] JVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:41.938129] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 4 features, N/A% accuracy
[2025-11-27T20:26:41.938272] [INFO ] [LOCAL     ] JVA: Loaded 4 optimal features with 58.89% confidence from JSON config
[2025-11-27T20:26:41.938365] [DEBUG] [MAG       ] Building data for symbol: JVA with lookback: 0
[2025-11-27T20:26:41.939315] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:41.939449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:41.940395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:41.942942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:41.944022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:41.945129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:41.993515] [DEBUG] [MAG       ] TXRH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:42.112687] [DEBUG] [MAG       ] BGLC: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.240043] [INFO ] [LOCAL     ] TXRH: Saved forecast.
[2025-11-27T20:26:42.240137] [INFO ] [main      ] TXRH: Signal=1 (Conf=90.0%), Magnitude=1.64% (Conf=60.2298%)
[2025-11-27T20:26:42.240600] [INFO ] [main      ] Fetching symbol history for REFI...
[2025-11-27T20:26:42.240662] [DEBUG] [REMOTE    ] REFI: Fetching historical data.
[2025-11-27T20:26:42.240774] [INFO ] [main      ] Progress: 268/1001 forecasts completed (26.8%). TXRH finished in 0.9s. ETA: 2m 3s. Rate: 357.18 forecasts/min
[2025-11-27T20:26:42.248122] [DEBUG] [MAG       ] PPH: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.256083] [DEBUG] [REMOTE    ] REFI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:42.257474] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 10 features, N/A% accuracy
[2025-11-27T20:26:42.257553] [INFO ] [LOCAL     ] REFI: Loaded 10 optimal features with 49.37% confidence from JSON config
[2025-11-27T20:26:42.257642] [DEBUG] [MAG       ] Building data for symbol: REFI with lookback: 0
[2025-11-27T20:26:42.258556] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:42.258655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:42.263559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:42.265713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:42.266205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:42.266648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:42.268454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:42.281433] [DEBUG] [MAG       ] JVA: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.281895] [DEBUG] [MAG       ] BGLC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:42.311936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:42.313507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:42.314209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:42.317385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:42.319179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:42.417392] [DEBUG] [MAG       ] PPH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:42.445649] [DEBUG] [MAG       ] JVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:42.476675] [INFO ] [LOCAL     ] BGLC: Saved forecast.
[2025-11-27T20:26:42.476763] [INFO ] [main      ] BGLC: Signal=1 (Conf=90.0%), Magnitude=0.87% (Conf=56.3977%)
[2025-11-27T20:26:42.476927] [INFO ] [main      ] Fetching symbol history for EOG...
[2025-11-27T20:26:42.476997] [DEBUG] [REMOTE    ] EOG: Fetching historical data.
[2025-11-27T20:26:42.477738] [INFO ] [main      ] Progress: 269/1001 forecasts completed (26.9%). BGLC finished in 0.7s. ETA: 2m 3s. Rate: 356.63 forecasts/min
[2025-11-27T20:26:42.489345] [DEBUG] [REMOTE    ] EOG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:42.490183] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 4 features, N/A% accuracy
[2025-11-27T20:26:42.490250] [INFO ] [LOCAL     ] EOG: Loaded 4 optimal features with 55.70% confidence from JSON config
[2025-11-27T20:26:42.490296] [DEBUG] [MAG       ] Building data for symbol: EOG with lookback: 0
[2025-11-27T20:26:42.491143] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:42.491229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:42.496073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:42.498619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:42.511739] [INFO ] [LOCAL     ] PPH: Saved forecast.
[2025-11-27T20:26:42.511977] [INFO ] [main      ] PPH: Signal=1 (Conf=90.0%), Magnitude=-0.91% (Conf=54.0703%)
[2025-11-27T20:26:42.512190] [INFO ] [main      ] Fetching symbol history for LCFY...
[2025-11-27T20:26:42.512289] [DEBUG] [REMOTE    ] LCFY: Fetching historical data.
[2025-11-27T20:26:42.513150] [INFO ] [main      ] Progress: 270/1001 forecasts completed (27.0%). PPH finished in 0.7s. ETA: 2m 3s. Rate: 357.68 forecasts/min
[2025-11-27T20:26:42.516089] [INFO ] [LOCAL     ] JVA: Saved forecast.
[2025-11-27T20:26:42.516164] [INFO ] [main      ] JVA: Signal=1 (Conf=90.0%), Magnitude=-2.78% (Conf=58.8929%)
[2025-11-27T20:26:42.516517] [INFO ] [main      ] Progress: 271/1001 forecasts completed (27.1%). JVA finished in 0.6s. ETA: 2m 2s. Rate: 358.98 forecasts/min
[2025-11-27T20:26:42.516663] [INFO ] [main      ] Fetching symbol history for VAC...
[2025-11-27T20:26:42.516715] [DEBUG] [REMOTE    ] VAC: Fetching historical data.
[2025-11-27T20:26:42.524641] [DEBUG] [REMOTE    ] LCFY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:42.525661] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 3 features, N/A% accuracy
[2025-11-27T20:26:42.525781] [INFO ] [LOCAL     ] LCFY: Loaded 3 optimal features with 56.52% confidence from JSON config
[2025-11-27T20:26:42.525870] [DEBUG] [MAG       ] Building data for symbol: LCFY with lookback: 0
[2025-11-27T20:26:42.526783] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:42.526907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:42.528466] [DEBUG] [REMOTE    ] VAC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:42.528555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:42.529238] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 4 features, N/A% accuracy
[2025-11-27T20:26:42.529301] [INFO ] [LOCAL     ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config
[2025-11-27T20:26:42.529338] [DEBUG] [MAG       ] Building data for symbol: VAC with lookback: 0
[2025-11-27T20:26:42.530142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:42.530212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:42.531115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:42.531509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:42.531904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:42.532645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:42.534281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:42.546362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:42.573848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:42.576104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:42.689429] [DEBUG] [MAG       ] REFI: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.874722] [DEBUG] [MAG       ] REFI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:42.879238] [DEBUG] [MAG       ] VAC: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.881164] [DEBUG] [MAG       ] LCFY: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.913743] [DEBUG] [MAG       ] EOG: Last date is validated at 2025-11-26
[2025-11-27T20:26:42.948430] [INFO ] [LOCAL     ] REFI: Saved forecast.
[2025-11-27T20:26:42.948656] [INFO ] [main      ] REFI: Signal=1 (Conf=90.0%), Magnitude=1.01% (Conf=49.3732%)
[2025-11-27T20:26:42.949291] [INFO ] [main      ] Fetching symbol history for GD...
[2025-11-27T20:26:42.949340] [INFO ] [main      ] Progress: 272/1001 forecasts completed (27.2%). REFI finished in 0.7s. ETA: 2m 3s. Rate: 356.89 forecasts/min
[2025-11-27T20:26:42.949463] [DEBUG] [REMOTE    ] GD: Fetching historical data.
[2025-11-27T20:26:42.961680] [DEBUG] [REMOTE    ] GD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:42.962905] [DEBUG] [LOCAL     ] Loaded configuration for GD: 1 features, N/A% accuracy
[2025-11-27T20:26:42.963027] [INFO ] [LOCAL     ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config
[2025-11-27T20:26:42.963120] [DEBUG] [MAG       ] Building data for symbol: GD with lookback: 0
[2025-11-27T20:26:42.964077] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:42.964213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:42.965241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.047468] [DEBUG] [MAG       ] LCFY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.071791] [DEBUG] [MAG       ] VAC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.079258] [DEBUG] [MAG       ] EOG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.125241] [INFO ] [LOCAL     ] LCFY: Saved forecast.
[2025-11-27T20:26:43.125325] [INFO ] [main      ] LCFY: Signal=1 (Conf=90.0%), Magnitude=59.69% (Conf=56.5187%)
[2025-11-27T20:26:43.125478] [INFO ] [main      ] Fetching symbol history for NVTS...
[2025-11-27T20:26:43.125523] [DEBUG] [REMOTE    ] NVTS: Fetching historical data.
[2025-11-27T20:26:43.126248] [INFO ] [main      ] Progress: 273/1001 forecasts completed (27.3%). LCFY finished in 0.6s. ETA: 2m 2s. Rate: 356.82 forecasts/min
[2025-11-27T20:26:43.136950] [DEBUG] [REMOTE    ] NVTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.137805] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 4 features, N/A% accuracy
[2025-11-27T20:26:43.137880] [INFO ] [LOCAL     ] NVTS: Loaded 4 optimal features with 53.50% confidence from JSON config
[2025-11-27T20:26:43.137925] [DEBUG] [MAG       ] Building data for symbol: NVTS with lookback: 0
[2025-11-27T20:26:43.138748] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:43.138826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:43.143513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:43.146058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:43.184019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:43.188562] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.190455] [INFO ] [LOCAL     ] EOG: Saved forecast.
[2025-11-27T20:26:43.190542] [INFO ] [main      ] EOG: Signal=1 (Conf=90.0%), Magnitude=0.84% (Conf=55.6969%)
[2025-11-27T20:26:43.190729] [INFO ] [main      ] Fetching symbol history for BHFAM...
[2025-11-27T20:26:43.190781] [DEBUG] [REMOTE    ] BHFAM: Fetching historical data.
[2025-11-27T20:26:43.192690] [INFO ] [main      ] Progress: 274/1001 forecasts completed (27.4%). EOG finished in 0.7s. ETA: 2m 2s. Rate: 357.61 forecasts/min
[2025-11-27T20:26:43.198652] [INFO ] [LOCAL     ] VAC: Saved forecast.
[2025-11-27T20:26:43.198729] [INFO ] [main      ] VAC: Signal=1 (Conf=90.0%), Magnitude=2.47% (Conf=49.6509%)
[2025-11-27T20:26:43.199068] [INFO ] [main      ] Progress: 275/1001 forecasts completed (27.5%). VAC finished in 0.7s. ETA: 2m 1s. Rate: 358.87 forecasts/min
[2025-11-27T20:26:43.199184] [INFO ] [main      ] Fetching symbol history for ATHA...
[2025-11-27T20:26:43.199231] [DEBUG] [REMOTE    ] ATHA: Fetching historical data.
[2025-11-27T20:26:43.202008] [DEBUG] [REMOTE    ] BHFAM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.202843] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 7 features, N/A% accuracy
[2025-11-27T20:26:43.202908] [INFO ] [LOCAL     ] BHFAM: Loaded 7 optimal features with 60.72% confidence from JSON config
[2025-11-27T20:26:43.202943] [DEBUG] [MAG       ] Building data for symbol: BHFAM with lookback: 0
[2025-11-27T20:26:43.203713] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:43.203783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:43.205431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:43.205960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:43.206388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:43.206786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:43.211252] [DEBUG] [REMOTE    ] ATHA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.211902] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 4 features, N/A% accuracy
[2025-11-27T20:26:43.211971] [INFO ] [LOCAL     ] ATHA: Loaded 4 optimal features with 52.42% confidence from JSON config
[2025-11-27T20:26:43.212007] [DEBUG] [MAG       ] Building data for symbol: ATHA with lookback: 0
[2025-11-27T20:26:43.212829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:43.212902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:43.217875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:43.219720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:43.220199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:43.220866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.252326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:43.253411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:43.254923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.340959] [DEBUG] [MAG       ] GD: Last date is validated at 2025-11-26
[2025-11-27T20:26:43.520966] [DEBUG] [MAG       ] GD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.526994] [DEBUG] [MAG       ] NVTS: Last date is validated at 2025-11-26
[2025-11-27T20:26:43.550158] [DEBUG] [MAG       ] ATHA: Last date is validated at 2025-11-26
[2025-11-27T20:26:43.581153] [DEBUG] [MAG       ] BHFAM: Last date is validated at 2025-11-26
[2025-11-27T20:26:43.649464] [INFO ] [LOCAL     ] GD: Saved forecast.
[2025-11-27T20:26:43.649761] [INFO ] [main      ] GD: Signal=1 (Conf=90.0%), Magnitude=-1.22% (Conf=61.7785%)
[2025-11-27T20:26:43.650294] [INFO ] [main      ] Fetching symbol history for PFGC...
[2025-11-27T20:26:43.650408] [DEBUG] [REMOTE    ] PFGC: Fetching historical data.
[2025-11-27T20:26:43.650445] [INFO ] [main      ] Progress: 276/1001 forecasts completed (27.6%). GD finished in 0.7s. ETA: 2m 2s. Rate: 356.67 forecasts/min
[2025-11-27T20:26:43.663150] [DEBUG] [REMOTE    ] PFGC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.664062] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 2 features, N/A% accuracy
[2025-11-27T20:26:43.664231] [INFO ] [LOCAL     ] PFGC: Loaded 2 optimal features with 55.11% confidence from JSON config
[2025-11-27T20:26:43.664349] [DEBUG] [MAG       ] Building data for symbol: PFGC with lookback: 0
[2025-11-27T20:26:43.665400] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:43.665530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:43.666944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:43.667792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.699074] [DEBUG] [MAG       ] NVTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.716763] [DEBUG] [MAG       ] ATHA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.747004] [DEBUG] [MAG       ] BHFAM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:43.778703] [INFO ] [LOCAL     ] ATHA: Saved forecast.
[2025-11-27T20:26:43.778789] [INFO ] [main      ] ATHA: Signal=1 (Conf=90.0%), Magnitude=1.98% (Conf=52.4173%)
[2025-11-27T20:26:43.779161] [INFO ] [main      ] Progress: 277/1001 forecasts completed (27.7%). ATHA finished in 0.6s. ETA: 2m 2s. Rate: 356.97 forecasts/min
[2025-11-27T20:26:43.779307] [INFO ] [main      ] Fetching symbol history for LNZA...
[2025-11-27T20:26:43.779352] [DEBUG] [REMOTE    ] LNZA: Fetching historical data.
[2025-11-27T20:26:43.785516] [INFO ] [LOCAL     ] NVTS: Saved forecast.
[2025-11-27T20:26:43.785630] [INFO ] [main      ] NVTS: Signal=1 (Conf=90.0%), Magnitude=4.83% (Conf=53.5025%)
[2025-11-27T20:26:43.786032] [INFO ] [main      ] Progress: 278/1001 forecasts completed (27.8%). NVTS finished in 0.7s. ETA: 2m 1s. Rate: 358.21 forecasts/min
[2025-11-27T20:26:43.786180] [INFO ] [main      ] Fetching symbol history for ALHC...
[2025-11-27T20:26:43.786225] [DEBUG] [REMOTE    ] ALHC: Fetching historical data.
[2025-11-27T20:26:43.790723] [DEBUG] [REMOTE    ] LNZA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.791664] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 5 features, N/A% accuracy
[2025-11-27T20:26:43.791736] [INFO ] [LOCAL     ] LNZA: Loaded 5 optimal features with 47.77% confidence from JSON config
[2025-11-27T20:26:43.791771] [DEBUG] [MAG       ] Building data for symbol: LNZA with lookback: 0
[2025-11-27T20:26:43.792548] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:43.792652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:43.797605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:43.798262] [DEBUG] [REMOTE    ] ALHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.798616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:43.799305] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 4 features, N/A% accuracy
[2025-11-27T20:26:43.799370] [INFO ] [LOCAL     ] ALHC: Loaded 4 optimal features with 45.37% confidence from JSON config
[2025-11-27T20:26:43.799406] [DEBUG] [MAG       ] Building data for symbol: ALHC with lookback: 0
[2025-11-27T20:26:43.800292] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:43.800363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:43.800570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:43.801655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:43.802816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.805353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:43.812046] [INFO ] [LOCAL     ] BHFAM: Saved forecast.
[2025-11-27T20:26:43.812131] [INFO ] [main      ] BHFAM: Signal=1 (Conf=90.0%), Magnitude=3.10% (Conf=60.7176%)
[2025-11-27T20:26:43.812493] [INFO ] [main      ] Fetching symbol history for BXSL...
[2025-11-27T20:26:43.812544] [DEBUG] [REMOTE    ] BXSL: Fetching historical data.
[2025-11-27T20:26:43.813654] [INFO ] [main      ] Progress: 279/1001 forecasts completed (27.9%). BHFAM finished in 0.6s. ETA: 2m 1s. Rate: 359.29 forecasts/min
[2025-11-27T20:26:43.826105] [DEBUG] [REMOTE    ] BXSL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:43.827213] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 6 features, N/A% accuracy
[2025-11-27T20:26:43.827287] [INFO ] [LOCAL     ] BXSL: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-11-27T20:26:43.827321] [DEBUG] [MAG       ] Building data for symbol: BXSL with lookback: 0
[2025-11-27T20:26:43.828100] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:43.828210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:43.832942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:43.834696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:43.835182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:43.835595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:43.836435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:43.851156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:43.852329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:43.853701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:43.942503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:44.036567] [DEBUG] [MAG       ] PFGC: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.135396] [DEBUG] [MAG       ] LNZA: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.197692] [DEBUG] [MAG       ] ALHC: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.213822] [DEBUG] [MAG       ] PFGC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:44.272384] [DEBUG] [MAG       ] BXSL: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.303200] [DEBUG] [MAG       ] LNZA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:44.313835] [INFO ] [LOCAL     ] PFGC: Saved forecast.
[2025-11-27T20:26:44.313926] [INFO ] [main      ] PFGC: Signal=1 (Conf=90.0%), Magnitude=0.30% (Conf=55.1071%)
[2025-11-27T20:26:44.314298] [INFO ] [main      ] Fetching symbol history for SQQQ...
[2025-11-27T20:26:44.314368] [DEBUG] [REMOTE    ] SQQQ: Fetching historical data.
[2025-11-27T20:26:44.314736] [INFO ] [main      ] Progress: 280/1001 forecasts completed (28.0%). PFGC finished in 0.7s. ETA: 2m 1s. Rate: 356.74 forecasts/min
[2025-11-27T20:26:44.326988] [DEBUG] [REMOTE    ] SQQQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:44.328256] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 4 features, N/A% accuracy
[2025-11-27T20:26:44.328377] [INFO ] [LOCAL     ] SQQQ: Loaded 4 optimal features with 51.41% confidence from JSON config
[2025-11-27T20:26:44.328472] [DEBUG] [MAG       ] Building data for symbol: SQQQ with lookback: 0
[2025-11-27T20:26:44.329401] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:44.329529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:44.334799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:44.336865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:44.337467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:44.339345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:44.372201] [DEBUG] [MAG       ] ALHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:44.437805] [DEBUG] [MAG       ] BXSL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:44.449637] [INFO ] [LOCAL     ] ALHC: Saved forecast.
[2025-11-27T20:26:44.449736] [INFO ] [main      ] ALHC: Signal=1 (Conf=90.0%), Magnitude=-3.60% (Conf=45.3705%)
[2025-11-27T20:26:44.449895] [INFO ] [main      ] Fetching symbol history for VCRB...
[2025-11-27T20:26:44.449959] [DEBUG] [REMOTE    ] VCRB: Fetching historical data.
[2025-11-27T20:26:44.451178] [INFO ] [main      ] Progress: 281/1001 forecasts completed (28.1%). ALHC finished in 0.7s. ETA: 2m 1s. Rate: 356.98 forecasts/min
[2025-11-27T20:26:44.462112] [DEBUG] [REMOTE    ] VCRB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:44.463023] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 4 features, N/A% accuracy
[2025-11-27T20:26:44.463086] [INFO ] [LOCAL     ] VCRB: Loaded 4 optimal features with 61.50% confidence from JSON config
[2025-11-27T20:26:44.463122] [DEBUG] [MAG       ] Building data for symbol: VCRB with lookback: 0
[2025-11-27T20:26:44.463989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:44.464063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:44.469039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:44.469924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:44.470567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:44.472111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:44.509614] [INFO ] [LOCAL     ] BXSL: Saved forecast.
[2025-11-27T20:26:44.509697] [INFO ] [main      ] BXSL: Signal=1 (Conf=90.0%), Magnitude=2.18% (Conf=57.4301%)
[2025-11-27T20:26:44.509853] [INFO ] [main      ] Fetching symbol history for BSMP...
[2025-11-27T20:26:44.509925] [DEBUG] [REMOTE    ] BSMP: Fetching historical data.
[2025-11-27T20:26:44.511655] [INFO ] [main      ] Progress: 282/1001 forecasts completed (28.2%). BXSL finished in 0.7s. ETA: 2m 1s. Rate: 357.79 forecasts/min
[2025-11-27T20:26:44.520904] [DEBUG] [REMOTE    ] BSMP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:44.522097] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 53 features, N/A% accuracy
[2025-11-27T20:26:44.522160] [INFO ] [LOCAL     ] BSMP: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:26:44.522196] [DEBUG] [MAG       ] Building data for symbol: BSMP with lookback: 0
[2025-11-27T20:26:44.522976] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:26:44.523082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:44.527964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:44.529825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:44.530296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:44.530741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:44.531162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:44.531910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:44.532752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:44.535208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:44.633438] [INFO ] [LOCAL     ] LNZA: Saved forecast.
[2025-11-27T20:26:44.633520] [INFO ] [main      ] LNZA: Signal=1 (Conf=90.0%), Magnitude=1.40% (Conf=47.7651%)
[2025-11-27T20:26:44.633694] [INFO ] [main      ] Fetching symbol history for INDI...
[2025-11-27T20:26:44.633762] [DEBUG] [REMOTE    ] INDI: Fetching historical data.
[2025-11-27T20:26:44.636653] [INFO ] [main      ] Progress: 283/1001 forecasts completed (28.3%). LNZA finished in 0.9s. ETA: 2m 0s. Rate: 358.11 forecasts/min
[2025-11-27T20:26:44.645189] [DEBUG] [REMOTE    ] INDI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:44.645428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:44.646214] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 3 features, N/A% accuracy
[2025-11-27T20:26:44.646274] [INFO ] [LOCAL     ] INDI: Loaded 3 optimal features with 58.48% confidence from JSON config
[2025-11-27T20:26:44.646307] [DEBUG] [MAG       ] Building data for symbol: INDI with lookback: 0
[2025-11-27T20:26:44.647104] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:44.647171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:44.647342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:44.648878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:44.649402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:44.649864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:44.687343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:44.688429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:44.694969] [DEBUG] [MAG       ] SQQQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.731698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:44.732555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:44.733849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:44.812316] [DEBUG] [MAG       ] VCRB: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.819188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:44.820082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:44.822023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:44.824886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:44.826012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:44.828101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:44.828896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:44.833504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:44.834884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:44.836400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:44.838070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:44.841209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:44.841948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:44.842684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:44.844922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:44.846448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:44.847473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:44.848544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:26:44.849598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:44.853757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:44.856061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:44.859602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:44.862028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:44.865530] [DEBUG] [MAG       ] SQQQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:44.866706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:44.885364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:44.886564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:44.888313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:44.889080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:44.890758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:44.892388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:44.893368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:44.894560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:44.895824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:44.898008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:26:44.899593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:44.902508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:44.904391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:44.910545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:44.981681] [DEBUG] [MAG       ] INDI: Last date is validated at 2025-11-26
[2025-11-27T20:26:44.982270] [DEBUG] [MAG       ] VCRB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.014740] [INFO ] [LOCAL     ] SQQQ: Saved forecast.
[2025-11-27T20:26:45.014853] [INFO ] [main      ] SQQQ: Signal=1 (Conf=90.0%), Magnitude=-1.22% (Conf=51.4083%)
[2025-11-27T20:26:45.015277] [INFO ] [main      ] Progress: 284/1001 forecasts completed (28.4%). SQQQ finished in 0.7s. ETA: 2m 1s. Rate: 356.53 forecasts/min
[2025-11-27T20:26:45.015243] [INFO ] [main      ] Fetching symbol history for CDC...
[2025-11-27T20:26:45.015460] [DEBUG] [REMOTE    ] CDC: Fetching historical data.
[2025-11-27T20:26:45.027139] [DEBUG] [REMOTE    ] CDC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.028273] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 1 features, N/A% accuracy
[2025-11-27T20:26:45.028391] [INFO ] [LOCAL     ] CDC: Loaded 1 optimal features with 46.17% confidence from JSON config
[2025-11-27T20:26:45.028482] [DEBUG] [MAG       ] Building data for symbol: CDC with lookback: 0
[2025-11-27T20:26:45.029356] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:45.029476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:45.030264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.047342] [INFO ] [LOCAL     ] VCRB: Saved forecast.
[2025-11-27T20:26:45.047423] [INFO ] [main      ] VCRB: Signal=1 (Conf=90.0%), Magnitude=-0.17% (Conf=61.5047%)
[2025-11-27T20:26:45.047822] [INFO ] [main      ] Progress: 285/1001 forecasts completed (28.5%). VCRB finished in 0.6s. ETA: 2m 0s. Rate: 357.54 forecasts/min
[2025-11-27T20:26:45.048016] [INFO ] [main      ] Fetching symbol history for WOOD...
[2025-11-27T20:26:45.048075] [DEBUG] [REMOTE    ] WOOD: Fetching historical data.
[2025-11-27T20:26:45.060237] [DEBUG] [REMOTE    ] WOOD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.061026] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 10 features, N/A% accuracy
[2025-11-27T20:26:45.061096] [INFO ] [LOCAL     ] WOOD: Loaded 10 optimal features with 55.00% confidence from JSON config
[2025-11-27T20:26:45.061144] [DEBUG] [MAG       ] Building data for symbol: WOOD with lookback: 0
[2025-11-27T20:26:45.061937] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:45.062022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:45.063719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:45.065899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:45.081289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:45.083090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:45.083663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:45.084753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:45.086382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:45.087504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:45.088248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:45.089738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.149777] [DEBUG] [MAG       ] INDI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.210770] [INFO ] [LOCAL     ] INDI: Saved forecast.
[2025-11-27T20:26:45.210877] [INFO ] [main      ] INDI: Signal=1 (Conf=90.0%), Magnitude=12.55% (Conf=58.4762%)
[2025-11-27T20:26:45.211335] [INFO ] [main      ] Fetching symbol history for PDBC...
[2025-11-27T20:26:45.211399] [DEBUG] [REMOTE    ] PDBC: Fetching historical data.
[2025-11-27T20:26:45.211653] [INFO ] [main      ] Progress: 286/1001 forecasts completed (28.6%). INDI finished in 0.6s. ETA: 1m 60s. Rate: 357.57 forecasts/min
[2025-11-27T20:26:45.222843] [DEBUG] [REMOTE    ] PDBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.223718] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 5 features, N/A% accuracy
[2025-11-27T20:26:45.223878] [INFO ] [LOCAL     ] PDBC: Loaded 5 optimal features with 57.57% confidence from JSON config
[2025-11-27T20:26:45.223968] [DEBUG] [MAG       ] Building data for symbol: PDBC with lookback: 0
[2025-11-27T20:26:45.224845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:45.224966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:45.229813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:45.231650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:45.232186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:45.232679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:45.233646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.248659] [DEBUG] [MAG       ] BSMP: Last date is validated at 2025-11-26
[2025-11-27T20:26:45.360727] [DEBUG] [MAG       ] CDC: Last date is validated at 2025-11-26
[2025-11-27T20:26:45.415147] [DEBUG] [MAG       ] BSMP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.427863] [DEBUG] [MAG       ] WOOD: Last date is validated at 2025-11-26
[2025-11-27T20:26:45.525460] [DEBUG] [MAG       ] CDC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.579735] [DEBUG] [MAG       ] PDBC: Last date is validated at 2025-11-26
[2025-11-27T20:26:45.594136] [DEBUG] [MAG       ] WOOD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.595783] [INFO ] [LOCAL     ] CDC: Saved forecast.
[2025-11-27T20:26:45.595870] [INFO ] [main      ] CDC: Signal=1 (Conf=90.0%), Magnitude=-0.22% (Conf=46.1732%)
[2025-11-27T20:26:45.596260] [INFO ] [main      ] Fetching symbol history for CELH...
[2025-11-27T20:26:45.596325] [DEBUG] [REMOTE    ] CELH: Fetching historical data.
[2025-11-27T20:26:45.596654] [INFO ] [main      ] Progress: 287/1001 forecasts completed (28.7%). CDC finished in 0.6s. ETA: 2m 0s. Rate: 355.97 forecasts/min
[2025-11-27T20:26:45.607480] [DEBUG] [REMOTE    ] CELH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.608516] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 6 features, N/A% accuracy
[2025-11-27T20:26:45.608595] [INFO ] [LOCAL     ] CELH: Loaded 6 optimal features with 65.32% confidence from JSON config
[2025-11-27T20:26:45.608639] [DEBUG] [MAG       ] Building data for symbol: CELH with lookback: 0
[2025-11-27T20:26:45.609443] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:45.609511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:45.611178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:45.611718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:45.612106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:45.613962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:45.616678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:45.618267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.673542] [INFO ] [LOCAL     ] BSMP: Saved forecast.
[2025-11-27T20:26:45.673661] [INFO ] [main      ] BSMP: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:26:45.673835] [INFO ] [main      ] Fetching symbol history for UNMA...
[2025-11-27T20:26:45.673908] [DEBUG] [REMOTE    ] UNMA: Fetching historical data.
[2025-11-27T20:26:45.674973] [INFO ] [main      ] Progress: 288/1001 forecasts completed (28.8%). BSMP finished in 1.2s. ETA: 1m 60s. Rate: 356.63 forecasts/min
[2025-11-27T20:26:45.685325] [DEBUG] [REMOTE    ] UNMA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.686113] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 6 features, N/A% accuracy
[2025-11-27T20:26:45.686174] [INFO ] [LOCAL     ] UNMA: Loaded 6 optimal features with 64.70% confidence from JSON config
[2025-11-27T20:26:45.686211] [DEBUG] [MAG       ] Building data for symbol: UNMA with lookback: 0
[2025-11-27T20:26:45.687015] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:45.687087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:45.688984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:45.689548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:45.689985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:45.691354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:45.693415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:45.695818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.750001] [DEBUG] [MAG       ] PDBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:45.800162] [INFO ] [LOCAL     ] WOOD: Saved forecast.
[2025-11-27T20:26:45.800361] [INFO ] [main      ] WOOD: Signal=1 (Conf=90.0%), Magnitude=1.54% (Conf=54.9979%)
[2025-11-27T20:26:45.800798] [INFO ] [main      ] Progress: 289/1001 forecasts completed (28.9%). WOOD finished in 0.8s. ETA: 1m 60s. Rate: 356.94 forecasts/min
[2025-11-27T20:26:45.800982] [INFO ] [main      ] Fetching symbol history for GIS...
[2025-11-27T20:26:45.801080] [DEBUG] [REMOTE    ] GIS: Fetching historical data.
[2025-11-27T20:26:45.809042] [INFO ] [LOCAL     ] PDBC: Saved forecast.
[2025-11-27T20:26:45.809293] [INFO ] [main      ] PDBC: Signal=1 (Conf=90.0%), Magnitude=0.57% (Conf=57.5687%)
[2025-11-27T20:26:45.809745] [INFO ] [main      ] Progress: 290/1001 forecasts completed (29.0%). PDBC finished in 0.6s. ETA: 1m 59s. Rate: 358.11 forecasts/min
[2025-11-27T20:26:45.809990] [INFO ] [main      ] Fetching symbol history for SWZ...
[2025-11-27T20:26:45.810094] [DEBUG] [REMOTE    ] SWZ: Fetching historical data.
[2025-11-27T20:26:45.812836] [DEBUG] [REMOTE    ] GIS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.813717] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 0 features, N/A% accuracy
[2025-11-27T20:26:45.813781] [INFO ] [LOCAL     ] GIS: Loaded 0 optimal features with 54.47% confidence from JSON config
[2025-11-27T20:26:45.813816] [DEBUG] [MAG       ] Building data for symbol: GIS with lookback: 0
[2025-11-27T20:26:45.814620] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:45.821132] [DEBUG] [REMOTE    ] SWZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:45.822113] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 13 features, N/A% accuracy
[2025-11-27T20:26:45.822232] [INFO ] [LOCAL     ] SWZ: Loaded 13 optimal features with 44.54% confidence from JSON config
[2025-11-27T20:26:45.822327] [DEBUG] [MAG       ] Building data for symbol: SWZ with lookback: 0
[2025-11-27T20:26:45.823183] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:26:45.823315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:45.828447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:45.830375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:45.830952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:45.831431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:45.850162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:45.851406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:45.852022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:45.853771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:45.854920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:45.855721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:45.857253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:45.858520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:45.860768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:45.965504] [DEBUG] [MAG       ] CELH: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.047057] [DEBUG] [MAG       ] UNMA: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.139701] [DEBUG] [MAG       ] CELH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.152072] [DEBUG] [MAG       ] GIS: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.206081] [DEBUG] [MAG       ] SWZ: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.215778] [DEBUG] [MAG       ] UNMA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.261344] [INFO ] [LOCAL     ] CELH: Saved forecast.
[2025-11-27T20:26:46.261433] [INFO ] [main      ] CELH: Signal=1 (Conf=90.0%), Magnitude=2.65% (Conf=65.3179%)
[2025-11-27T20:26:46.261923] [INFO ] [main      ] Fetching symbol history for VTS...
[2025-11-27T20:26:46.261980] [DEBUG] [REMOTE    ] VTS: Fetching historical data.
[2025-11-27T20:26:46.262739] [INFO ] [main      ] Progress: 291/1001 forecasts completed (29.1%). CELH finished in 0.7s. ETA: 1m 60s. Rate: 356.02 forecasts/min
[2025-11-27T20:26:46.273677] [DEBUG] [REMOTE    ] VTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.274658] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, N/A% accuracy
[2025-11-27T20:26:46.274713] [INFO ] [LOCAL     ] VTS: Loaded 4 optimal features with 64.63% confidence from JSON config
[2025-11-27T20:26:46.274753] [DEBUG] [MAG       ] Building data for symbol: VTS with lookback: 0
[2025-11-27T20:26:46.275432] [INFO ] [LOCAL     ] UNMA: Saved forecast.
[2025-11-27T20:26:46.275518] [INFO ] [main      ] UNMA: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=64.7029%)
[2025-11-27T20:26:46.275537] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:46.275621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:46.275904] [INFO ] [main      ] Fetching symbol history for PSTL...
[2025-11-27T20:26:46.275963] [DEBUG] [REMOTE    ] PSTL: Fetching historical data.
[2025-11-27T20:26:46.275901] [INFO ] [main      ] Progress: 292/1001 forecasts completed (29.2%). UNMA finished in 0.6s. ETA: 1m 59s. Rate: 357.15 forecasts/min
[2025-11-27T20:26:46.280645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:46.282387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:46.282897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:46.283285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:46.287136] [DEBUG] [REMOTE    ] PSTL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.288022] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 1 features, N/A% accuracy
[2025-11-27T20:26:46.288082] [INFO ] [LOCAL     ] PSTL: Loaded 1 optimal features with 54.79% confidence from JSON config
[2025-11-27T20:26:46.288117] [DEBUG] [MAG       ] Building data for symbol: PSTL with lookback: 0
[2025-11-27T20:26:46.288920] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:46.288985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:46.293762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:46.322331] [DEBUG] [MAG       ] GIS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.377502] [DEBUG] [MAG       ] SWZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.404521] [INFO ] [LOCAL     ] GIS: Saved forecast.
[2025-11-27T20:26:46.404642] [INFO ] [main      ] GIS: Signal=1 (Conf=90.0%), Magnitude=0.31% (Conf=54.4664%)
[2025-11-27T20:26:46.405071] [INFO ] [main      ] Fetching symbol history for ARM...
[2025-11-27T20:26:46.405131] [DEBUG] [REMOTE    ] ARM: Fetching historical data.
[2025-11-27T20:26:46.405804] [INFO ] [main      ] Progress: 293/1001 forecasts completed (29.3%). GIS finished in 0.6s. ETA: 1m 59s. Rate: 357.43 forecasts/min
[2025-11-27T20:26:46.417697] [DEBUG] [REMOTE    ] ARM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.418912] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 8 features, N/A% accuracy
[2025-11-27T20:26:46.418978] [INFO ] [LOCAL     ] ARM: Loaded 8 optimal features with 45.92% confidence from JSON config
[2025-11-27T20:26:46.419015] [DEBUG] [MAG       ] Building data for symbol: ARM with lookback: 0
[2025-11-27T20:26:46.419874] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:46.419947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:46.425194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:46.427689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:46.428484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:46.429222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:46.429751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:46.430942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:46.434216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:46.435500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:46.519227] [INFO ] [LOCAL     ] SWZ: Saved forecast.
[2025-11-27T20:26:46.519340] [INFO ] [main      ] SWZ: Signal=1 (Conf=90.0%), Magnitude=0.51% (Conf=44.5386%)
[2025-11-27T20:26:46.519768] [INFO ] [main      ] Fetching symbol history for EMN...
[2025-11-27T20:26:46.520001] [INFO ] [main      ] Progress: 294/1001 forecasts completed (29.4%). SWZ finished in 0.7s. ETA: 1m 59s. Rate: 357.82 forecasts/min
[2025-11-27T20:26:46.519993] [DEBUG] [REMOTE    ] EMN: Fetching historical data.
[2025-11-27T20:26:46.533039] [DEBUG] [REMOTE    ] EMN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.533924] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 4 features, N/A% accuracy
[2025-11-27T20:26:46.533986] [INFO ] [LOCAL     ] EMN: Loaded 4 optimal features with 54.55% confidence from JSON config
[2025-11-27T20:26:46.534022] [DEBUG] [MAG       ] Building data for symbol: EMN with lookback: 0
[2025-11-27T20:26:46.534851] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:46.534919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:46.539971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:46.541774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:46.542266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:46.542695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:46.612173] [DEBUG] [MAG       ] VTS: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.644543] [DEBUG] [MAG       ] PSTL: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.769538] [DEBUG] [MAG       ] ARM: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.776897] [DEBUG] [MAG       ] VTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.823458] [DEBUG] [MAG       ] PSTL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:46.848439] [INFO ] [LOCAL     ] VTS: Saved forecast.
[2025-11-27T20:26:46.848639] [INFO ] [main      ] VTS: Signal=1 (Conf=90.0%), Magnitude=-0.83% (Conf=64.626%)
[2025-11-27T20:26:46.849037] [INFO ] [main      ] Fetching symbol history for MRUS...
[2025-11-27T20:26:46.849145] [DEBUG] [REMOTE    ] MRUS: Fetching historical data.
[2025-11-27T20:26:46.850079] [INFO ] [main      ] Progress: 295/1001 forecasts completed (29.5%). VTS finished in 0.6s. ETA: 1m 59s. Rate: 356.65 forecasts/min
[2025-11-27T20:26:46.861196] [DEBUG] [REMOTE    ] MRUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.862354] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 7 features, N/A% accuracy
[2025-11-27T20:26:46.862468] [INFO ] [LOCAL     ] MRUS: Loaded 7 optimal features with 31.69% confidence from JSON config
[2025-11-27T20:26:46.862586] [DEBUG] [MAG       ] Building data for symbol: MRUS with lookback: 0
[2025-11-27T20:26:46.863424] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:46.863547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:46.868309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:46.870126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:46.870689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:46.871191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:46.871671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:46.872458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:46.873206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:46.873889] [DEBUG] [MAG       ] EMN: Last date is validated at 2025-11-26
[2025-11-27T20:26:46.885623] [INFO ] [LOCAL     ] PSTL: Saved forecast.
[2025-11-27T20:26:46.885720] [INFO ] [main      ] PSTL: Signal=1 (Conf=90.0%), Magnitude=0.65% (Conf=54.7863%)
[2025-11-27T20:26:46.886094] [INFO ] [main      ] Fetching symbol history for ZBH...
[2025-11-27T20:26:46.886148] [DEBUG] [REMOTE    ] ZBH: Fetching historical data.
[2025-11-27T20:26:46.886681] [INFO ] [main      ] Progress: 296/1001 forecasts completed (29.6%). PSTL finished in 0.6s. ETA: 1m 58s. Rate: 357.59 forecasts/min
[2025-11-27T20:26:46.899153] [DEBUG] [REMOTE    ] ZBH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:46.900036] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 7 features, N/A% accuracy
[2025-11-27T20:26:46.900101] [INFO ] [LOCAL     ] ZBH: Loaded 7 optimal features with 50.26% confidence from JSON config
[2025-11-27T20:26:46.900141] [DEBUG] [MAG       ] Building data for symbol: ZBH with lookback: 0
[2025-11-27T20:26:46.901093] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:46.901165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:46.902918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:46.903460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:46.903948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:46.904373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:46.942951] [DEBUG] [MAG       ] ARM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.024000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:47.025262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:47.026965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.054447] [DEBUG] [MAG       ] EMN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.073710] [INFO ] [LOCAL     ] ARM: Saved forecast.
[2025-11-27T20:26:47.073933] [INFO ] [main      ] ARM: Signal=1 (Conf=90.0%), Magnitude=7.95% (Conf=45.9161%)
[2025-11-27T20:26:47.074373] [INFO ] [main      ] Fetching symbol history for DNTH...
[2025-11-27T20:26:47.074480] [DEBUG] [REMOTE    ] DNTH: Fetching historical data.
[2025-11-27T20:26:47.075669] [INFO ] [main      ] Progress: 297/1001 forecasts completed (29.7%). ARM finished in 0.7s. ETA: 1m 58s. Rate: 357.44 forecasts/min
[2025-11-27T20:26:47.089921] [DEBUG] [REMOTE    ] DNTH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.090873] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 3 features, N/A% accuracy
[2025-11-27T20:26:47.090950] [INFO ] [LOCAL     ] DNTH: Loaded 3 optimal features with 51.30% confidence from JSON config
[2025-11-27T20:26:47.090997] [DEBUG] [MAG       ] Building data for symbol: DNTH with lookback: 0
[2025-11-27T20:26:47.092084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:47.092179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:47.093208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:47.094343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:47.112622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.153909] [INFO ] [LOCAL     ] EMN: Saved forecast.
[2025-11-27T20:26:47.153994] [INFO ] [main      ] EMN: Signal=1 (Conf=90.0%), Magnitude=1.04% (Conf=54.5505%)
[2025-11-27T20:26:47.154460] [INFO ] [main      ] Fetching symbol history for NAMS...
[2025-11-27T20:26:47.154514] [DEBUG] [REMOTE    ] NAMS: Fetching historical data.
[2025-11-27T20:26:47.154649] [INFO ] [main      ] Progress: 298/1001 forecasts completed (29.8%). EMN finished in 0.6s. ETA: 1m 58s. Rate: 358.08 forecasts/min
[2025-11-27T20:26:47.165952] [DEBUG] [REMOTE    ] NAMS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.166968] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 6 features, N/A% accuracy
[2025-11-27T20:26:47.167027] [INFO ] [LOCAL     ] NAMS: Loaded 6 optimal features with 51.76% confidence from JSON config
[2025-11-27T20:26:47.167062] [DEBUG] [MAG       ] Building data for symbol: NAMS with lookback: 0
[2025-11-27T20:26:47.167851] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:47.167919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:47.172797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:47.174675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:47.175179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:47.175803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:47.176330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:47.178847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.201164] [DEBUG] [MAG       ] MRUS: Last date is validated at 2025-11-26
[2025-11-27T20:26:47.365677] [DEBUG] [MAG       ] MRUS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.389458] [DEBUG] [MAG       ] ZBH: Last date is validated at 2025-11-26
[2025-11-27T20:26:47.455388] [DEBUG] [MAG       ] DNTH: Last date is validated at 2025-11-26
[2025-11-27T20:26:47.484957] [INFO ] [LOCAL     ] MRUS: Saved forecast.
[2025-11-27T20:26:47.485142] [INFO ] [main      ] MRUS: Signal=1 (Conf=90.0%), Magnitude=1.95% (Conf=31.6877%)
[2025-11-27T20:26:47.485536] [INFO ] [main      ] Fetching symbol history for TSLS...
[2025-11-27T20:26:47.485657] [DEBUG] [REMOTE    ] TSLS: Fetching historical data.
[2025-11-27T20:26:47.486637] [INFO ] [main      ] Progress: 299/1001 forecasts completed (29.9%). MRUS finished in 0.6s. ETA: 1m 58s. Rate: 356.90 forecasts/min
[2025-11-27T20:26:47.498076] [DEBUG] [REMOTE    ] TSLS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.499474] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 6 features, N/A% accuracy
[2025-11-27T20:26:47.499610] [INFO ] [LOCAL     ] TSLS: Loaded 6 optimal features with 53.59% confidence from JSON config
[2025-11-27T20:26:47.499704] [DEBUG] [MAG       ] Building data for symbol: TSLS with lookback: 0
[2025-11-27T20:26:47.500534] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:47.500670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:47.505483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:47.507310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:47.507868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:47.508341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:47.510690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:47.520729] [DEBUG] [MAG       ] NAMS: Last date is validated at 2025-11-26
[2025-11-27T20:26:47.548283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.570812] [DEBUG] [MAG       ] ZBH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.625560] [DEBUG] [MAG       ] DNTH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.689779] [INFO ] [LOCAL     ] ZBH: Saved forecast.
[2025-11-27T20:26:47.689871] [INFO ] [main      ] ZBH: Signal=1 (Conf=90.0%), Magnitude=-1.82% (Conf=50.2566%)
[2025-11-27T20:26:47.690252] [INFO ] [main      ] Fetching symbol history for HYI...
[2025-11-27T20:26:47.690324] [DEBUG] [REMOTE    ] HYI: Fetching historical data.
[2025-11-27T20:26:47.690772] [INFO ] [main      ] Progress: 300/1001 forecasts completed (30.0%). ZBH finished in 0.8s. ETA: 1m 58s. Rate: 356.65 forecasts/min
[2025-11-27T20:26:47.690928] [DEBUG] [MAG       ] NAMS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:47.702730] [DEBUG] [REMOTE    ] HYI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.703824] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 6 features, N/A% accuracy
[2025-11-27T20:26:47.703887] [INFO ] [LOCAL     ] HYI: Loaded 6 optimal features with 44.18% confidence from JSON config
[2025-11-27T20:26:47.703924] [DEBUG] [MAG       ] Building data for symbol: HYI with lookback: 0
[2025-11-27T20:26:47.704754] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:47.704825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:47.709933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:47.711988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:47.712510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:47.712996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:47.715622] [INFO ] [LOCAL     ] DNTH: Saved forecast.
[2025-11-27T20:26:47.715704] [INFO ] [main      ] DNTH: Signal=1 (Conf=90.0%), Magnitude=-3.63% (Conf=51.2955%)
[2025-11-27T20:26:47.716083] [INFO ] [main      ] Progress: 301/1001 forecasts completed (30.1%). DNTH finished in 0.6s. ETA: 1m 57s. Rate: 357.66 forecasts/min
[2025-11-27T20:26:47.716211] [INFO ] [main      ] Fetching symbol history for ZS...
[2025-11-27T20:26:47.716256] [DEBUG] [REMOTE    ] ZS: Fetching historical data.
[2025-11-27T20:26:47.728790] [DEBUG] [REMOTE    ] ZS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.729760] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 4 features, N/A% accuracy
[2025-11-27T20:26:47.731092] [INFO ] [LOCAL     ] ZS: Loaded 4 optimal features with 58.38% confidence from JSON config
[2025-11-27T20:26:47.731194] [DEBUG] [MAG       ] Building data for symbol: ZS with lookback: 0
[2025-11-27T20:26:47.732084] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:47.732205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:47.732996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:47.733928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:47.755671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:47.756951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.786430] [INFO ] [LOCAL     ] NAMS: Saved forecast.
[2025-11-27T20:26:47.786532] [INFO ] [main      ] NAMS: Signal=1 (Conf=90.0%), Magnitude=2.10% (Conf=51.7627%)
[2025-11-27T20:26:47.787027] [INFO ] [main      ] Fetching symbol history for SHIP...
[2025-11-27T20:26:47.787088] [DEBUG] [REMOTE    ] SHIP: Fetching historical data.
[2025-11-27T20:26:47.787703] [INFO ] [main      ] Progress: 302/1001 forecasts completed (30.2%). NAMS finished in 0.6s. ETA: 1m 57s. Rate: 358.34 forecasts/min
[2025-11-27T20:26:47.799470] [DEBUG] [REMOTE    ] SHIP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:47.800411] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 6 features, N/A% accuracy
[2025-11-27T20:26:47.800479] [INFO ] [LOCAL     ] SHIP: Loaded 6 optimal features with 40.82% confidence from JSON config
[2025-11-27T20:26:47.800518] [DEBUG] [MAG       ] Building data for symbol: SHIP with lookback: 0
[2025-11-27T20:26:47.801341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:47.801413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:47.806444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:47.846993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:47.847513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:47.848090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:47.848878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:47.849554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:47.850063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.850833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:47.881909] [DEBUG] [MAG       ] TSLS: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.043947] [DEBUG] [MAG       ] TSLS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.118830] [DEBUG] [MAG       ] HYI: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.122830] [INFO ] [LOCAL     ] TSLS: Saved forecast.
[2025-11-27T20:26:48.123044] [INFO ] [main      ] TSLS: Signal=1 (Conf=90.0%), Magnitude=-2.99% (Conf=53.5905%)
[2025-11-27T20:26:48.123479] [INFO ] [main      ] Fetching symbol history for PSN...
[2025-11-27T20:26:48.123601] [DEBUG] [REMOTE    ] PSN: Fetching historical data.
[2025-11-27T20:26:48.123669] [INFO ] [main      ] Progress: 303/1001 forecasts completed (30.3%). TSLS finished in 0.6s. ETA: 1m 57s. Rate: 357.15 forecasts/min
[2025-11-27T20:26:48.134980] [DEBUG] [REMOTE    ] PSN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:48.136119] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 4 features, N/A% accuracy
[2025-11-27T20:26:48.136236] [INFO ] [LOCAL     ] PSN: Loaded 4 optimal features with 61.67% confidence from JSON config
[2025-11-27T20:26:48.136329] [DEBUG] [MAG       ] Building data for symbol: PSN with lookback: 0
[2025-11-27T20:26:48.137175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:48.137296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:48.138287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:48.139167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:48.140266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:48.142336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:48.186824] [DEBUG] [MAG       ] SHIP: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.197989] [DEBUG] [MAG       ] ZS: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.302012] [DEBUG] [MAG       ] HYI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.359396] [DEBUG] [MAG       ] SHIP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.360118] [INFO ] [LOCAL     ] HYI: Saved forecast.
[2025-11-27T20:26:48.360393] [INFO ] [main      ] HYI: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=44.1829%)
[2025-11-27T20:26:48.360633] [INFO ] [main      ] Fetching symbol history for SNN...
[2025-11-27T20:26:48.360741] [DEBUG] [REMOTE    ] SNN: Fetching historical data.
[2025-11-27T20:26:48.363656] [INFO ] [main      ] Progress: 304/1001 forecasts completed (30.4%). HYI finished in 0.7s. ETA: 1m 57s. Rate: 356.65 forecasts/min
[2025-11-27T20:26:48.367366] [DEBUG] [MAG       ] ZS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.372170] [DEBUG] [REMOTE    ] SNN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:48.373239] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 7 features, N/A% accuracy
[2025-11-27T20:26:48.373302] [INFO ] [LOCAL     ] SNN: Loaded 7 optimal features with 38.70% confidence from JSON config
[2025-11-27T20:26:48.373338] [DEBUG] [MAG       ] Building data for symbol: SNN with lookback: 0
[2025-11-27T20:26:48.374142] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:48.374213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:48.379085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:48.418562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:48.419674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:48.420324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:48.422077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:48.424060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:48.424785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:48.472831] [DEBUG] [MAG       ] PSN: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.495109] [INFO ] [LOCAL     ] SHIP: Saved forecast.
[2025-11-27T20:26:48.495199] [INFO ] [main      ] SHIP: Signal=1 (Conf=90.0%), Magnitude=2.13% (Conf=40.8216%)
[2025-11-27T20:26:48.495557] [INFO ] [main      ] Fetching symbol history for DHX...
[2025-11-27T20:26:48.495596] [INFO ] [main      ] Progress: 305/1001 forecasts completed (30.5%). SHIP finished in 0.7s. ETA: 1m 57s. Rate: 356.90 forecasts/min
[2025-11-27T20:26:48.495627] [DEBUG] [REMOTE    ] DHX: Fetching historical data.
[2025-11-27T20:26:48.507241] [INFO ] [LOCAL     ] ZS: Saved forecast.
[2025-11-27T20:26:48.507333] [INFO ] [main      ] ZS: Signal=1 (Conf=90.0%), Magnitude=-5.02% (Conf=58.3778%)
[2025-11-27T20:26:48.507543] [INFO ] [main      ] Fetching symbol history for AIG...
[2025-11-27T20:26:48.507611] [DEBUG] [REMOTE    ] AIG: Fetching historical data.
[2025-11-27T20:26:48.507422] [DEBUG] [REMOTE    ] DHX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:48.507793] [INFO ] [main      ] Progress: 306/1001 forecasts completed (30.6%). ZS finished in 0.8s. ETA: 1m 56s. Rate: 357.99 forecasts/min
[2025-11-27T20:26:48.508652] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 6 features, N/A% accuracy
[2025-11-27T20:26:48.508723] [INFO ] [LOCAL     ] DHX: Loaded 6 optimal features with 44.36% confidence from JSON config
[2025-11-27T20:26:48.508766] [DEBUG] [MAG       ] Building data for symbol: DHX with lookback: 0
[2025-11-27T20:26:48.509674] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:48.509754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:48.511524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:48.512064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:48.514820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:48.517611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:48.519902] [DEBUG] [REMOTE    ] AIG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:48.520858] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 10 features, N/A% accuracy
[2025-11-27T20:26:48.520977] [INFO ] [LOCAL     ] AIG: Loaded 10 optimal features with 58.64% confidence from JSON config
[2025-11-27T20:26:48.521027] [DEBUG] [MAG       ] Building data for symbol: AIG with lookback: 0
[2025-11-27T20:26:48.521853] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:48.521979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:48.524348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:48.525393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:48.536843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:48.540024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:48.606407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:48.611058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:48.612302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:26:48.614437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:48.616179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:48.616737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:48.617887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:48.619924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:48.638046] [DEBUG] [MAG       ] PSN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.756724] [INFO ] [LOCAL     ] PSN: Saved forecast.
[2025-11-27T20:26:48.756810] [INFO ] [main      ] PSN: Signal=1 (Conf=90.0%), Magnitude=-1.52% (Conf=61.672%)
[2025-11-27T20:26:48.757156] [INFO ] [main      ] Fetching symbol history for GAB...
[2025-11-27T20:26:48.757209] [DEBUG] [REMOTE    ] GAB: Fetching historical data.
[2025-11-27T20:26:48.757727] [INFO ] [main      ] Progress: 307/1001 forecasts completed (30.7%). PSN finished in 0.6s. ETA: 1m 57s. Rate: 357.42 forecasts/min
[2025-11-27T20:26:48.765356] [DEBUG] [MAG       ] SNN: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.768474] [DEBUG] [REMOTE    ] GAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:48.769331] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 4 features, N/A% accuracy
[2025-11-27T20:26:48.769444] [INFO ] [LOCAL     ] GAB: Loaded 4 optimal features with 35.76% confidence from JSON config
[2025-11-27T20:26:48.769538] [DEBUG] [MAG       ] Building data for symbol: GAB with lookback: 0
[2025-11-27T20:26:48.770394] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:48.770519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:48.771443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:48.876887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:48.879171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:48.880505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:48.885337] [DEBUG] [MAG       ] DHX: Last date is validated at 2025-11-26
[2025-11-27T20:26:48.930662] [DEBUG] [MAG       ] SNN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:48.953560] [DEBUG] [MAG       ] AIG: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.017205] [INFO ] [LOCAL     ] SNN: Saved forecast.
[2025-11-27T20:26:49.017292] [INFO ] [main      ] SNN: Signal=1 (Conf=90.0%), Magnitude=-1.63% (Conf=38.7013%)
[2025-11-27T20:26:49.017665] [INFO ] [main      ] Fetching symbol history for SFNC...
[2025-11-27T20:26:49.017723] [DEBUG] [REMOTE    ] SFNC: Fetching historical data.
[2025-11-27T20:26:49.018633] [INFO ] [main      ] Progress: 308/1001 forecasts completed (30.8%). SNN finished in 0.7s. ETA: 1m 57s. Rate: 356.77 forecasts/min
[2025-11-27T20:26:49.029252] [DEBUG] [REMOTE    ] SFNC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.030229] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 1 features, N/A% accuracy
[2025-11-27T20:26:49.030288] [INFO ] [LOCAL     ] SFNC: Loaded 1 optimal features with 51.74% confidence from JSON config
[2025-11-27T20:26:49.030324] [DEBUG] [MAG       ] Building data for symbol: SFNC with lookback: 0
[2025-11-27T20:26:49.031120] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:49.031194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:49.031927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.051217] [DEBUG] [MAG       ] DHX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.115119] [INFO ] [LOCAL     ] DHX: Saved forecast.
[2025-11-27T20:26:49.115221] [INFO ] [main      ] DHX: Signal=1 (Conf=90.0%), Magnitude=-3.00% (Conf=44.3582%)
[2025-11-27T20:26:49.115628] [INFO ] [main      ] Fetching symbol history for PSCE...
[2025-11-27T20:26:49.115690] [DEBUG] [REMOTE    ] PSCE: Fetching historical data.
[2025-11-27T20:26:49.115650] [INFO ] [main      ] Progress: 309/1001 forecasts completed (30.9%). DHX finished in 0.6s. ETA: 1m 56s. Rate: 357.26 forecasts/min
[2025-11-27T20:26:49.122244] [DEBUG] [MAG       ] AIG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.126414] [DEBUG] [REMOTE    ] PSCE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.127504] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 4 features, N/A% accuracy
[2025-11-27T20:26:49.127588] [INFO ] [LOCAL     ] PSCE: Loaded 4 optimal features with 59.13% confidence from JSON config
[2025-11-27T20:26:49.127633] [DEBUG] [MAG       ] Building data for symbol: PSCE with lookback: 0
[2025-11-27T20:26:49.128505] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:49.128593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:49.130319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:49.130872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:49.131279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:49.132567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.206526] [DEBUG] [MAG       ] GAB: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.223269] [INFO ] [LOCAL     ] AIG: Saved forecast.
[2025-11-27T20:26:49.223514] [INFO ] [main      ] AIG: Signal=1 (Conf=90.0%), Magnitude=-0.46% (Conf=58.6358%)
[2025-11-27T20:26:49.223951] [INFO ] [main      ] Fetching symbol history for NMRA...
[2025-11-27T20:26:49.224087] [DEBUG] [REMOTE    ] NMRA: Fetching historical data.
[2025-11-27T20:26:49.224649] [INFO ] [main      ] Progress: 310/1001 forecasts completed (31.0%). AIG finished in 0.7s. ETA: 1m 56s. Rate: 357.67 forecasts/min
[2025-11-27T20:26:49.236362] [DEBUG] [REMOTE    ] NMRA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.237471] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 5 features, N/A% accuracy
[2025-11-27T20:26:49.237608] [INFO ] [LOCAL     ] NMRA: Loaded 5 optimal features with 49.76% confidence from JSON config
[2025-11-27T20:26:49.237711] [DEBUG] [MAG       ] Building data for symbol: NMRA with lookback: 0
[2025-11-27T20:26:49.238641] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:49.238766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:49.240952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:49.241650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:49.321910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:49.323441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:49.325195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.370138] [DEBUG] [MAG       ] GAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.374620] [DEBUG] [MAG       ] SFNC: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.464418] [DEBUG] [MAG       ] PSCE: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.493128] [INFO ] [LOCAL     ] GAB: Saved forecast.
[2025-11-27T20:26:49.493216] [INFO ] [main      ] GAB: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=35.7574%)
[2025-11-27T20:26:49.493380] [INFO ] [main      ] Fetching symbol history for ATPC...
[2025-11-27T20:26:49.493426] [DEBUG] [REMOTE    ] ATPC: Fetching historical data.
[2025-11-27T20:26:49.494651] [INFO ] [main      ] Progress: 311/1001 forecasts completed (31.1%). GAB finished in 0.7s. ETA: 1m 56s. Rate: 356.97 forecasts/min
[2025-11-27T20:26:49.505699] [DEBUG] [REMOTE    ] ATPC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.506825] [DEBUG] [LOCAL     ] Loaded configuration for ATPC: 4 features, N/A% accuracy
[2025-11-27T20:26:49.506887] [INFO ] [LOCAL     ] ATPC: Loaded 4 optimal features with 54.29% confidence from JSON config
[2025-11-27T20:26:49.506921] [DEBUG] [MAG       ] Building data for symbol: ATPC with lookback: 0
[2025-11-27T20:26:49.507717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:49.507785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:49.512625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:49.513749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:49.515297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:49.516247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.546702] [DEBUG] [MAG       ] SFNC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.618484] [INFO ] [LOCAL     ] SFNC: Saved forecast.
[2025-11-27T20:26:49.618599] [INFO ] [main      ] SFNC: Signal=1 (Conf=90.0%), Magnitude=0.73% (Conf=51.7447%)
[2025-11-27T20:26:49.618771] [INFO ] [main      ] Fetching symbol history for NVDL...
[2025-11-27T20:26:49.618975] [DEBUG] [REMOTE    ] NVDL: Fetching historical data.
[2025-11-27T20:26:49.619638] [INFO ] [main      ] Progress: 312/1001 forecasts completed (31.2%). SFNC finished in 0.6s. ETA: 1m 56s. Rate: 357.26 forecasts/min
[2025-11-27T20:26:49.631638] [DEBUG] [REMOTE    ] NVDL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.632839] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 11 features, N/A% accuracy
[2025-11-27T20:26:49.632954] [INFO ] [LOCAL     ] NVDL: Loaded 11 optimal features with 55.66% confidence from JSON config
[2025-11-27T20:26:49.633052] [DEBUG] [MAG       ] Building data for symbol: NVDL with lookback: 0
[2025-11-27T20:26:49.633917] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:26:49.634044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:49.636750] [DEBUG] [MAG       ] PSCE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.639066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:49.641003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:49.641552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:49.642100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:49.691168] [DEBUG] [MAG       ] NMRA: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.718225] [INFO ] [LOCAL     ] PSCE: Saved forecast.
[2025-11-27T20:26:49.718320] [INFO ] [main      ] PSCE: Signal=1 (Conf=90.0%), Magnitude=-0.79% (Conf=59.1306%)
[2025-11-27T20:26:49.718711] [INFO ] [main      ] Progress: 313/1001 forecasts completed (31.3%). PSCE finished in 0.6s. ETA: 1m 55s. Rate: 357.73 forecasts/min
[2025-11-27T20:26:49.718863] [INFO ] [main      ] Fetching symbol history for CLCO...
[2025-11-27T20:26:49.718914] [DEBUG] [REMOTE    ] CLCO: Fetching historical data.
[2025-11-27T20:26:49.730033] [DEBUG] [REMOTE    ] CLCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.730869] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 1 features, N/A% accuracy
[2025-11-27T20:26:49.730929] [INFO ] [LOCAL     ] CLCO: Loaded 1 optimal features with 22.57% confidence from JSON config
[2025-11-27T20:26:49.730963] [DEBUG] [MAG       ] Building data for symbol: CLCO with lookback: 0
[2025-11-27T20:26:49.731787] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:49.731852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:49.732522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.757003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:49.759128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:49.760126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:49.760790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:49.761469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:49.779438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:49.781094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:49.849084] [DEBUG] [MAG       ] ATPC: Last date is validated at 2025-11-26
[2025-11-27T20:26:49.875185] [DEBUG] [MAG       ] NMRA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:49.960103] [INFO ] [LOCAL     ] NMRA: Saved forecast.
[2025-11-27T20:26:49.960362] [INFO ] [main      ] NMRA: Signal=1 (Conf=90.0%), Magnitude=8.11% (Conf=49.7621%)
[2025-11-27T20:26:49.960832] [INFO ] [main      ] Fetching symbol history for QMCO...
[2025-11-27T20:26:49.960944] [DEBUG] [REMOTE    ] QMCO: Fetching historical data.
[2025-11-27T20:26:49.960982] [INFO ] [main      ] Progress: 314/1001 forecasts completed (31.4%). NMRA finished in 0.7s. ETA: 1m 55s. Rate: 357.23 forecasts/min
[2025-11-27T20:26:49.972800] [DEBUG] [REMOTE    ] QMCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:49.973755] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 7 features, N/A% accuracy
[2025-11-27T20:26:49.973818] [INFO ] [LOCAL     ] QMCO: Loaded 7 optimal features with 46.15% confidence from JSON config
[2025-11-27T20:26:49.973854] [DEBUG] [MAG       ] Building data for symbol: QMCO with lookback: 0
[2025-11-27T20:26:49.974713] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:49.974832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:49.979964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:49.982158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:49.983004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:49.983558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:50.013867] [DEBUG] [MAG       ] ATPC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.025391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:50.030075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:50.031796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.062547] [DEBUG] [MAG       ] CLCO: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.067827] [INFO ] [LOCAL     ] ATPC: Saved forecast.
[2025-11-27T20:26:50.067915] [INFO ] [main      ] ATPC: Signal=1 (Conf=90.0%), Magnitude=2.34% (Conf=54.2915%)
[2025-11-27T20:26:50.068078] [INFO ] [main      ] Fetching symbol history for AGNC...
[2025-11-27T20:26:50.068125] [DEBUG] [REMOTE    ] AGNC: Fetching historical data.
[2025-11-27T20:26:50.069638] [INFO ] [main      ] Progress: 315/1001 forecasts completed (31.5%). ATPC finished in 0.6s. ETA: 1m 55s. Rate: 357.63 forecasts/min
[2025-11-27T20:26:50.080910] [DEBUG] [REMOTE    ] AGNC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.082015] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 2 features, N/A% accuracy
[2025-11-27T20:26:50.082075] [INFO ] [LOCAL     ] AGNC: Loaded 2 optimal features with 60.56% confidence from JSON config
[2025-11-27T20:26:50.082109] [DEBUG] [MAG       ] Building data for symbol: AGNC with lookback: 0
[2025-11-27T20:26:50.082960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:50.083028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:50.087724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:50.090457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.112707] [DEBUG] [MAG       ] NVDL: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.226166] [DEBUG] [MAG       ] CLCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.276433] [DEBUG] [MAG       ] NVDL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.284485] [INFO ] [LOCAL     ] CLCO: Saved forecast.
[2025-11-27T20:26:50.284653] [INFO ] [main      ] CLCO: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=22.5727%)
[2025-11-27T20:26:50.285070] [INFO ] [main      ] Progress: 316/1001 forecasts completed (31.6%). CLCO finished in 0.6s. ETA: 1m 55s. Rate: 357.30 forecasts/min
[2025-11-27T20:26:50.285249] [INFO ] [main      ] Fetching symbol history for TDF...
[2025-11-27T20:26:50.285347] [DEBUG] [REMOTE    ] TDF: Fetching historical data.
[2025-11-27T20:26:50.296897] [DEBUG] [REMOTE    ] TDF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.297957] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, N/A% accuracy
[2025-11-27T20:26:50.298070] [INFO ] [LOCAL     ] TDF: Loaded 6 optimal features with 67.98% confidence from JSON config
[2025-11-27T20:26:50.298187] [DEBUG] [MAG       ] Building data for symbol: TDF with lookback: 0
[2025-11-27T20:26:50.299017] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:50.299138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:50.304007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:50.305830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:50.306374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:50.306846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:50.311005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:50.313361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.358904] [DEBUG] [MAG       ] QMCO: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.412993] [INFO ] [LOCAL     ] NVDL: Saved forecast.
[2025-11-27T20:26:50.413081] [INFO ] [main      ] NVDL: Signal=1 (Conf=90.0%), Magnitude=3.92% (Conf=55.6602%)
[2025-11-27T20:26:50.413239] [INFO ] [main      ] Fetching symbol history for WY...
[2025-11-27T20:26:50.413307] [DEBUG] [REMOTE    ] WY: Fetching historical data.
[2025-11-27T20:26:50.413965] [INFO ] [main      ] Progress: 317/1001 forecasts completed (31.7%). NVDL finished in 0.8s. ETA: 1m 55s. Rate: 357.57 forecasts/min
[2025-11-27T20:26:50.425082] [DEBUG] [MAG       ] AGNC: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.425161] [DEBUG] [REMOTE    ] WY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.426021] [DEBUG] [LOCAL     ] Loaded configuration for WY: 2 features, N/A% accuracy
[2025-11-27T20:26:50.426082] [INFO ] [LOCAL     ] WY: Loaded 2 optimal features with 59.73% confidence from JSON config
[2025-11-27T20:26:50.426116] [DEBUG] [MAG       ] Building data for symbol: WY with lookback: 0
[2025-11-27T20:26:50.426894] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:50.426960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:50.431640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:50.432641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.523932] [DEBUG] [MAG       ] QMCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.605296] [DEBUG] [MAG       ] AGNC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.642568] [DEBUG] [MAG       ] TDF: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.655815] [INFO ] [LOCAL     ] QMCO: Saved forecast.
[2025-11-27T20:26:50.655898] [INFO ] [main      ] QMCO: Signal=1 (Conf=90.0%), Magnitude=14.90% (Conf=46.1498%)
[2025-11-27T20:26:50.656049] [INFO ] [main      ] Fetching symbol history for PPL...
[2025-11-27T20:26:50.656095] [DEBUG] [REMOTE    ] PPL: Fetching historical data.
[2025-11-27T20:26:50.657008] [INFO ] [main      ] Progress: 318/1001 forecasts completed (31.8%). QMCO finished in 0.7s. ETA: 1m 55s. Rate: 357.06 forecasts/min
[2025-11-27T20:26:50.666983] [INFO ] [LOCAL     ] AGNC: Saved forecast.
[2025-11-27T20:26:50.667168] [INFO ] [main      ] AGNC: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=60.5575%)
[2025-11-27T20:26:50.667249] [DEBUG] [REMOTE    ] PPL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.667776] [INFO ] [main      ] Progress: 319/1001 forecasts completed (31.9%). AGNC finished in 0.6s. ETA: 1m 54s. Rate: 358.11 forecasts/min
[2025-11-27T20:26:50.667965] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 8 features, N/A% accuracy
[2025-11-27T20:26:50.668026] [INFO ] [LOCAL     ] PPL: Loaded 8 optimal features with 51.15% confidence from JSON config
[2025-11-27T20:26:50.668065] [DEBUG] [MAG       ] Building data for symbol: PPL with lookback: 0
[2025-11-27T20:26:50.667974] [INFO ] [main      ] Fetching symbol history for BOTZ...
[2025-11-27T20:26:50.668193] [DEBUG] [REMOTE    ] BOTZ: Fetching historical data.
[2025-11-27T20:26:50.668897] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:50.668966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:50.673770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:50.675630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:50.676113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:50.676497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:50.677360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:50.680955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:50.683615] [DEBUG] [REMOTE    ] BOTZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.684935] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, N/A% accuracy
[2025-11-27T20:26:50.685052] [INFO ] [LOCAL     ] BOTZ: Loaded 4 optimal features with 66.69% confidence from JSON config
[2025-11-27T20:26:50.685145] [DEBUG] [MAG       ] Building data for symbol: BOTZ with lookback: 0
[2025-11-27T20:26:50.686203] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:50.686359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:50.688501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:50.689117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:50.689660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:50.691281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.767657] [DEBUG] [MAG       ] WY: Last date is validated at 2025-11-26
[2025-11-27T20:26:50.789527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:50.790749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:50.811989] [DEBUG] [MAG       ] TDF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.873404] [INFO ] [LOCAL     ] TDF: Saved forecast.
[2025-11-27T20:26:50.873490] [INFO ] [main      ] TDF: Signal=1 (Conf=90.0%), Magnitude=1.34% (Conf=67.98%)
[2025-11-27T20:26:50.873965] [INFO ] [main      ] Fetching symbol history for FIVN...
[2025-11-27T20:26:50.874021] [DEBUG] [REMOTE    ] FIVN: Fetching historical data.
[2025-11-27T20:26:50.874751] [INFO ] [main      ] Progress: 320/1001 forecasts completed (32.0%). TDF finished in 0.6s. ETA: 1m 54s. Rate: 357.85 forecasts/min
[2025-11-27T20:26:50.888276] [DEBUG] [REMOTE    ] FIVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:50.889237] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 7 features, N/A% accuracy
[2025-11-27T20:26:50.889351] [INFO ] [LOCAL     ] FIVN: Loaded 7 optimal features with 51.55% confidence from JSON config
[2025-11-27T20:26:50.889440] [DEBUG] [MAG       ] Building data for symbol: FIVN with lookback: 0
[2025-11-27T20:26:50.890323] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:50.890446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:50.895202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:50.933447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:50.934905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:50.935935] [DEBUG] [MAG       ] WY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:50.936085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:50.937256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:50.940063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:50.941787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.012680] [INFO ] [LOCAL     ] WY: Saved forecast.
[2025-11-27T20:26:51.012769] [INFO ] [main      ] WY: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=59.7288%)
[2025-11-27T20:26:51.013175] [INFO ] [main      ] Fetching symbol history for FIXD...
[2025-11-27T20:26:51.013233] [DEBUG] [REMOTE    ] FIXD: Fetching historical data.
[2025-11-27T20:26:51.013667] [INFO ] [main      ] Progress: 321/1001 forecasts completed (32.1%). WY finished in 0.6s. ETA: 1m 54s. Rate: 358.04 forecasts/min
[2025-11-27T20:26:51.024888] [DEBUG] [REMOTE    ] FIXD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.025991] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 4 features, N/A% accuracy
[2025-11-27T20:26:51.026056] [INFO ] [LOCAL     ] FIXD: Loaded 4 optimal features with 63.37% confidence from JSON config
[2025-11-27T20:26:51.026093] [DEBUG] [MAG       ] Building data for symbol: FIXD with lookback: 0
[2025-11-27T20:26:51.026969] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:51.027047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.029005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:51.029600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:51.030442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:26:51.033359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.050153] [DEBUG] [MAG       ] BOTZ: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.126888] [DEBUG] [MAG       ] PPL: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.213139] [DEBUG] [MAG       ] BOTZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.269951] [DEBUG] [MAG       ] FIVN: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.286947] [INFO ] [LOCAL     ] BOTZ: Saved forecast.
[2025-11-27T20:26:51.287147] [INFO ] [main      ] BOTZ: Signal=1 (Conf=90.0%), Magnitude=3.07% (Conf=66.6938%)
[2025-11-27T20:26:51.287535] [INFO ] [main      ] Fetching symbol history for SRTS...
[2025-11-27T20:26:51.287657] [DEBUG] [REMOTE    ] SRTS: Fetching historical data.
[2025-11-27T20:26:51.288625] [INFO ] [main      ] Progress: 322/1001 forecasts completed (32.2%). BOTZ finished in 0.6s. ETA: 1m 54s. Rate: 357.33 forecasts/min
[2025-11-27T20:26:51.291190] [DEBUG] [MAG       ] PPL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.299150] [DEBUG] [REMOTE    ] SRTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.300274] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 5 features, N/A% accuracy
[2025-11-27T20:26:51.300387] [INFO ] [LOCAL     ] SRTS: Loaded 5 optimal features with 64.41% confidence from JSON config
[2025-11-27T20:26:51.300476] [DEBUG] [MAG       ] Building data for symbol: SRTS with lookback: 0
[2025-11-27T20:26:51.301346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:51.301470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.303197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:51.303798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:51.304247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:51.305076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:51.306945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.364254] [INFO ] [LOCAL     ] PPL: Saved forecast.
[2025-11-27T20:26:51.364341] [INFO ] [main      ] PPL: Signal=1 (Conf=90.0%), Magnitude=0.53% (Conf=51.1453%)
[2025-11-27T20:26:51.364499] [INFO ] [main      ] Fetching symbol history for PRME...
[2025-11-27T20:26:51.364545] [DEBUG] [REMOTE    ] PRME: Fetching historical data.
[2025-11-27T20:26:51.365017] [INFO ] [main      ] Progress: 323/1001 forecasts completed (32.3%). PPL finished in 0.7s. ETA: 1m 54s. Rate: 357.94 forecasts/min
[2025-11-27T20:26:51.376177] [DEBUG] [REMOTE    ] PRME: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.377132] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, N/A% accuracy
[2025-11-27T20:26:51.377191] [INFO ] [LOCAL     ] PRME: Loaded 2 optimal features with 57.58% confidence from JSON config
[2025-11-27T20:26:51.377226] [DEBUG] [MAG       ] Building data for symbol: PRME with lookback: 0
[2025-11-27T20:26:51.377986] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:51.378050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:51.380697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:51.381439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.394617] [DEBUG] [MAG       ] FIXD: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.435722] [DEBUG] [MAG       ] FIVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.530172] [INFO ] [LOCAL     ] FIVN: Saved forecast.
[2025-11-27T20:26:51.530393] [INFO ] [main      ] FIVN: Signal=1 (Conf=90.0%), Magnitude=-0.53% (Conf=51.5473%)
[2025-11-27T20:26:51.530656] [INFO ] [main      ] Fetching symbol history for FOF...
[2025-11-27T20:26:51.530758] [DEBUG] [REMOTE    ] FOF: Fetching historical data.
[2025-11-27T20:26:51.531131] [INFO ] [main      ] Progress: 324/1001 forecasts completed (32.4%). FIVN finished in 0.7s. ETA: 1m 53s. Rate: 357.95 forecasts/min
[2025-11-27T20:26:51.542138] [DEBUG] [REMOTE    ] FOF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.543049] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 8 features, N/A% accuracy
[2025-11-27T20:26:51.543163] [INFO ] [LOCAL     ] FOF: Loaded 8 optimal features with 54.41% confidence from JSON config
[2025-11-27T20:26:51.543255] [DEBUG] [MAG       ] Building data for symbol: FOF with lookback: 0
[2025-11-27T20:26:51.544106] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:51.544230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:51.549073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:51.549846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:51.551179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.553000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:51.553560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:51.554725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:51.556798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:51.562654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.567055] [DEBUG] [MAG       ] FIXD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.625739] [INFO ] [LOCAL     ] FIXD: Saved forecast.
[2025-11-27T20:26:51.625823] [INFO ] [main      ] FIXD: Signal=1 (Conf=90.0%), Magnitude=-0.05% (Conf=63.3698%)
[2025-11-27T20:26:51.625980] [INFO ] [main      ] Fetching symbol history for TRC...
[2025-11-27T20:26:51.626042] [DEBUG] [REMOTE    ] TRC: Fetching historical data.
[2025-11-27T20:26:51.626880] [INFO ] [main      ] Progress: 325/1001 forecasts completed (32.5%). FIXD finished in 0.6s. ETA: 1m 53s. Rate: 358.42 forecasts/min
[2025-11-27T20:26:51.638366] [DEBUG] [MAG       ] SRTS: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.639031] [DEBUG] [REMOTE    ] TRC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.640013] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 7 features, N/A% accuracy
[2025-11-27T20:26:51.640073] [INFO ] [LOCAL     ] TRC: Loaded 7 optimal features with 64.29% confidence from JSON config
[2025-11-27T20:26:51.640109] [DEBUG] [MAG       ] Building data for symbol: TRC with lookback: 0
[2025-11-27T20:26:51.640946] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:51.641015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.642827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:51.643363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:51.643777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:51.644747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:51.645356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:51.647311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:51.650082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.714496] [DEBUG] [MAG       ] PRME: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.804199] [DEBUG] [MAG       ] SRTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.870697] [INFO ] [LOCAL     ] SRTS: Saved forecast.
[2025-11-27T20:26:51.870918] [INFO ] [main      ] SRTS: Signal=1 (Conf=90.0%), Magnitude=2.96% (Conf=64.4142%)
[2025-11-27T20:26:51.871329] [INFO ] [main      ] Progress: 326/1001 forecasts completed (32.6%). SRTS finished in 0.6s. ETA: 1m 53s. Rate: 357.91 forecasts/min
[2025-11-27T20:26:51.871525] [INFO ] [main      ] Fetching symbol history for BIAF...
[2025-11-27T20:26:51.871639] [DEBUG] [REMOTE    ] BIAF: Fetching historical data.
[2025-11-27T20:26:51.882421] [DEBUG] [REMOTE    ] BIAF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.883343] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 6 features, N/A% accuracy
[2025-11-27T20:26:51.883454] [INFO ] [LOCAL     ] BIAF: Loaded 6 optimal features with 49.21% confidence from JSON config
[2025-11-27T20:26:51.883544] [DEBUG] [MAG       ] Building data for symbol: BIAF with lookback: 0
[2025-11-27T20:26:51.883717] [DEBUG] [MAG       ] PRME: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:51.884395] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:51.884535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.886280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:51.886868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:51.887390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:51.887867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:51.905129] [DEBUG] [MAG       ] FOF: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.943231] [INFO ] [LOCAL     ] PRME: Saved forecast.
[2025-11-27T20:26:51.943325] [INFO ] [main      ] PRME: Signal=1 (Conf=90.0%), Magnitude=1.29% (Conf=57.584%)
[2025-11-27T20:26:51.943717] [INFO ] [main      ] Progress: 327/1001 forecasts completed (32.7%). PRME finished in 0.6s. ETA: 1m 53s. Rate: 358.54 forecasts/min
[2025-11-27T20:26:51.943851] [INFO ] [main      ] Fetching symbol history for GSK...
[2025-11-27T20:26:51.943896] [DEBUG] [REMOTE    ] GSK: Fetching historical data.
[2025-11-27T20:26:51.955186] [DEBUG] [REMOTE    ] GSK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:51.955945] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 4 features, N/A% accuracy
[2025-11-27T20:26:51.956005] [INFO ] [LOCAL     ] GSK: Loaded 4 optimal features with 61.58% confidence from JSON config
[2025-11-27T20:26:51.956041] [DEBUG] [MAG       ] Building data for symbol: GSK with lookback: 0
[2025-11-27T20:26:51.956878] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:51.956952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:51.958701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:51.959201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:51.959657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:51.985459] [DEBUG] [MAG       ] TRC: Last date is validated at 2025-11-26
[2025-11-27T20:26:51.995022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:51.997004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:51.999552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.072644] [DEBUG] [MAG       ] FOF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.136090] [INFO ] [LOCAL     ] FOF: Saved forecast.
[2025-11-27T20:26:52.136176] [INFO ] [main      ] FOF: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=54.4128%)
[2025-11-27T20:26:52.136548] [INFO ] [main      ] Fetching symbol history for GHRS...
[2025-11-27T20:26:52.136641] [DEBUG] [REMOTE    ] GHRS: Fetching historical data.
[2025-11-27T20:26:52.136670] [INFO ] [main      ] Progress: 328/1001 forecasts completed (32.8%). FOF finished in 0.6s. ETA: 1m 53s. Rate: 358.37 forecasts/min
[2025-11-27T20:26:52.148030] [DEBUG] [REMOTE    ] GHRS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.149434] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 4 features, N/A% accuracy
[2025-11-27T20:26:52.149561] [INFO ] [LOCAL     ] GHRS: Loaded 4 optimal features with 50.86% confidence from JSON config
[2025-11-27T20:26:52.149670] [DEBUG] [MAG       ] Building data for symbol: GHRS with lookback: 0
[2025-11-27T20:26:52.150035] [DEBUG] [MAG       ] TRC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.150515] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:52.150664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:52.151458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:52.153140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:52.154216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:52.156101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.219966] [INFO ] [LOCAL     ] TRC: Saved forecast.
[2025-11-27T20:26:52.220050] [INFO ] [main      ] TRC: Signal=1 (Conf=90.0%), Magnitude=-0.46% (Conf=64.291%)
[2025-11-27T20:26:52.220207] [INFO ] [main      ] Fetching symbol history for WNEB...
[2025-11-27T20:26:52.220269] [DEBUG] [REMOTE    ] WNEB: Fetching historical data.
[2025-11-27T20:26:52.221655] [INFO ] [main      ] Progress: 329/1001 forecasts completed (32.9%). TRC finished in 0.6s. ETA: 1m 52s. Rate: 358.91 forecasts/min
[2025-11-27T20:26:52.234350] [DEBUG] [REMOTE    ] WNEB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.235130] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 4 features, N/A% accuracy
[2025-11-27T20:26:52.235192] [INFO ] [LOCAL     ] WNEB: Loaded 4 optimal features with 43.15% confidence from JSON config
[2025-11-27T20:26:52.235227] [DEBUG] [MAG       ] Building data for symbol: WNEB with lookback: 0
[2025-11-27T20:26:52.236024] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:52.236092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:52.237807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:52.238333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:52.238783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:52.239547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.325483] [DEBUG] [MAG       ] BIAF: Last date is validated at 2025-11-26
[2025-11-27T20:26:52.341896] [DEBUG] [MAG       ] GSK: Last date is validated at 2025-11-26
[2025-11-27T20:26:52.489210] [DEBUG] [MAG       ] BIAF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.499744] [DEBUG] [MAG       ] GHRS: Last date is validated at 2025-11-26
[2025-11-27T20:26:52.514597] [DEBUG] [MAG       ] GSK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.591665] [DEBUG] [MAG       ] WNEB: Last date is validated at 2025-11-26
[2025-11-27T20:26:52.594659] [INFO ] [LOCAL     ] GSK: Saved forecast.
[2025-11-27T20:26:52.594753] [INFO ] [main      ] GSK: Signal=1 (Conf=90.0%), Magnitude=-1.10% (Conf=61.5832%)
[2025-11-27T20:26:52.595113] [INFO ] [main      ] Progress: 330/1001 forecasts completed (33.0%). GSK finished in 0.7s. ETA: 1m 53s. Rate: 357.57 forecasts/min
[2025-11-27T20:26:52.595241] [INFO ] [main      ] Fetching symbol history for SSNC...
[2025-11-27T20:26:52.595286] [DEBUG] [REMOTE    ] SSNC: Fetching historical data.
[2025-11-27T20:26:52.600840] [INFO ] [LOCAL     ] BIAF: Saved forecast.
[2025-11-27T20:26:52.600923] [INFO ] [main      ] BIAF: Signal=1 (Conf=90.0%), Magnitude=-24.65% (Conf=49.213%)
[2025-11-27T20:26:52.601299] [INFO ] [main      ] Fetching symbol history for HELE...
[2025-11-27T20:26:52.601356] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-11-27T20:26:52.602346] [INFO ] [main      ] Progress: 331/1001 forecasts completed (33.1%). BIAF finished in 0.7s. ETA: 1m 52s. Rate: 358.61 forecasts/min
[2025-11-27T20:26:52.607552] [DEBUG] [REMOTE    ] SSNC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.608374] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 8 features, N/A% accuracy
[2025-11-27T20:26:52.608430] [INFO ] [LOCAL     ] SSNC: Loaded 8 optimal features with 55.50% confidence from JSON config
[2025-11-27T20:26:52.608465] [DEBUG] [MAG       ] Building data for symbol: SSNC with lookback: 0
[2025-11-27T20:26:52.609234] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:52.609504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:52.612744] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.613223] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 3 features, N/A% accuracy
[2025-11-27T20:26:52.613275] [INFO ] [LOCAL     ] HELE: Loaded 3 optimal features with 55.36% confidence from JSON config
[2025-11-27T20:26:52.613310] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 0
[2025-11-27T20:26:52.614110] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:52.614180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:52.614322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:52.615403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:52.617843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:52.618952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:52.619507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:52.620534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:52.621168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:52.621898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:52.622885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.668844] [DEBUG] [MAG       ] GHRS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.692096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:52.693678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.755237] [DEBUG] [MAG       ] WNEB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:52.759004] [INFO ] [LOCAL     ] GHRS: Saved forecast.
[2025-11-27T20:26:52.759167] [INFO ] [main      ] GHRS: Signal=1 (Conf=90.0%), Magnitude=6.26% (Conf=50.8551%)
[2025-11-27T20:26:52.759615] [INFO ] [main      ] Fetching symbol history for WB...
[2025-11-27T20:26:52.759653] [INFO ] [main      ] Progress: 332/1001 forecasts completed (33.2%). GHRS finished in 0.6s. ETA: 1m 52s. Rate: 358.67 forecasts/min
[2025-11-27T20:26:52.759768] [DEBUG] [REMOTE    ] WB: Fetching historical data.
[2025-11-27T20:26:52.772524] [DEBUG] [REMOTE    ] WB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.773562] [DEBUG] [LOCAL     ] Loaded configuration for WB: 5 features, N/A% accuracy
[2025-11-27T20:26:52.773707] [INFO ] [LOCAL     ] WB: Loaded 5 optimal features with 61.34% confidence from JSON config
[2025-11-27T20:26:52.773831] [DEBUG] [MAG       ] Building data for symbol: WB with lookback: 0
[2025-11-27T20:26:52.774768] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:52.774895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:52.776777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:52.777373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:52.778425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:52.780052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:52.781300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:52.813521] [INFO ] [LOCAL     ] WNEB: Saved forecast.
[2025-11-27T20:26:52.813624] [INFO ] [main      ] WNEB: Signal=1 (Conf=90.0%), Magnitude=1.02% (Conf=43.1452%)
[2025-11-27T20:26:52.814012] [INFO ] [main      ] Progress: 333/1001 forecasts completed (33.3%). WNEB finished in 0.6s. ETA: 1m 52s. Rate: 359.40 forecasts/min
[2025-11-27T20:26:52.814141] [INFO ] [main      ] Fetching symbol history for VBF...
[2025-11-27T20:26:52.814185] [DEBUG] [REMOTE    ] VBF: Fetching historical data.
[2025-11-27T20:26:52.825399] [DEBUG] [REMOTE    ] VBF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:52.826219] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 6 features, N/A% accuracy
[2025-11-27T20:26:52.826279] [INFO ] [LOCAL     ] VBF: Loaded 6 optimal features with 50.94% confidence from JSON config
[2025-11-27T20:26:52.826313] [DEBUG] [MAG       ] Building data for symbol: VBF with lookback: 0
[2025-11-27T20:26:52.827082] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:52.827150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:52.831911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:52.870193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:52.917145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:52.959772] [DEBUG] [MAG       ] SSNC: Last date is validated at 2025-11-26
[2025-11-27T20:26:52.991858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:26:52.993946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:52.994685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:53.057819] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.132712] [DEBUG] [MAG       ] WB: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.133694] [DEBUG] [MAG       ] SSNC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:53.222442] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:53.225202] [INFO ] [LOCAL     ] SSNC: Saved forecast.
[2025-11-27T20:26:53.225293] [INFO ] [main      ] SSNC: Signal=1 (Conf=90.0%), Magnitude=-1.31% (Conf=55.4964%)
[2025-11-27T20:26:53.225671] [INFO ] [main      ] Fetching symbol history for BGX...
[2025-11-27T20:26:53.225729] [DEBUG] [REMOTE    ] BGX: Fetching historical data.
[2025-11-27T20:26:53.226645] [INFO ] [main      ] Progress: 334/1001 forecasts completed (33.4%). SSNC finished in 0.6s. ETA: 1m 52s. Rate: 357.82 forecasts/min
[2025-11-27T20:26:53.236686] [DEBUG] [REMOTE    ] BGX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:53.237653] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 8 features, N/A% accuracy
[2025-11-27T20:26:53.237713] [INFO ] [LOCAL     ] BGX: Loaded 8 optimal features with 39.51% confidence from JSON config
[2025-11-27T20:26:53.237751] [DEBUG] [MAG       ] Building data for symbol: BGX with lookback: 0
[2025-11-27T20:26:53.238523] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:53.238608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:53.243266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:53.244998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:53.245457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:53.245847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:53.248113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:53.285895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:53.286728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:53.288337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:53.301869] [DEBUG] [MAG       ] WB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:53.320354] [INFO ] [LOCAL     ] HELE: Saved forecast.
[2025-11-27T20:26:53.320443] [INFO ] [main      ] HELE: Signal=1 (Conf=90.0%), Magnitude=2.07% (Conf=55.3642%)
[2025-11-27T20:26:53.320481] [DEBUG] [MAG       ] VBF: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.320824] [INFO ] [main      ] Fetching symbol history for STKL...
[2025-11-27T20:26:53.320889] [DEBUG] [REMOTE    ] STKL: Fetching historical data.
[2025-11-27T20:26:53.322646] [INFO ] [main      ] Progress: 335/1001 forecasts completed (33.5%). HELE finished in 0.7s. ETA: 1m 52s. Rate: 358.28 forecasts/min
[2025-11-27T20:26:53.332292] [DEBUG] [REMOTE    ] STKL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:53.333341] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 8 features, N/A% accuracy
[2025-11-27T20:26:53.333410] [INFO ] [LOCAL     ] STKL: Loaded 8 optimal features with 52.91% confidence from JSON config
[2025-11-27T20:26:53.333447] [DEBUG] [MAG       ] Building data for symbol: STKL with lookback: 0
[2025-11-27T20:26:53.334228] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:53.334297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:53.339155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:53.340940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:53.341407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:53.341815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:53.440923] [INFO ] [LOCAL     ] WB: Saved forecast.
[2025-11-27T20:26:53.441148] [INFO ] [main      ] WB: Signal=1 (Conf=90.0%), Magnitude=-1.00% (Conf=61.3405%)
[2025-11-27T20:26:53.441593] [INFO ] [main      ] Fetching symbol history for TBI...
[2025-11-27T20:26:53.441703] [DEBUG] [REMOTE    ] TBI: Fetching historical data.
[2025-11-27T20:26:53.441660] [INFO ] [main      ] Progress: 336/1001 forecasts completed (33.6%). WB finished in 0.7s. ETA: 1m 51s. Rate: 358.59 forecasts/min
[2025-11-27T20:26:53.452726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:53.453416] [DEBUG] [REMOTE    ] TBI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:53.454478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:53.454484] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 0 features, N/A% accuracy
[2025-11-27T20:26:53.454597] [INFO ] [LOCAL     ] TBI: Loaded 0 optimal features with 56.92% confidence from JSON config
[2025-11-27T20:26:53.454720] [DEBUG] [MAG       ] Building data for symbol: TBI with lookback: 0
[2025-11-27T20:26:53.455688] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:53.503337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:53.505412] [DEBUG] [MAG       ] VBF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:53.564724] [INFO ] [LOCAL     ] VBF: Saved forecast.
[2025-11-27T20:26:53.564803] [INFO ] [main      ] VBF: Signal=1 (Conf=90.0%), Magnitude=0.30% (Conf=50.9413%)
[2025-11-27T20:26:53.565173] [INFO ] [main      ] Progress: 337/1001 forecasts completed (33.7%). VBF finished in 0.8s. ETA: 1m 51s. Rate: 358.87 forecasts/min
[2025-11-27T20:26:53.565354] [INFO ] [main      ] Fetching symbol history for HPQ...
[2025-11-27T20:26:53.565403] [DEBUG] [REMOTE    ] HPQ: Fetching historical data.
[2025-11-27T20:26:53.577372] [DEBUG] [REMOTE    ] HPQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:53.578276] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 1 features, N/A% accuracy
[2025-11-27T20:26:53.578340] [INFO ] [LOCAL     ] HPQ: Loaded 1 optimal features with 48.77% confidence from JSON config
[2025-11-27T20:26:53.578379] [DEBUG] [MAG       ] Building data for symbol: HPQ with lookback: 0
[2025-11-27T20:26:53.579163] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:53.579228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:53.582712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:53.619878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:53.631665] [DEBUG] [MAG       ] BGX: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.821730] [DEBUG] [MAG       ] BGX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:53.828543] [DEBUG] [MAG       ] TBI: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.886198] [INFO ] [LOCAL     ] BGX: Saved forecast.
[2025-11-27T20:26:53.886286] [INFO ] [main      ] BGX: Signal=1 (Conf=90.0%), Magnitude=1.68% (Conf=39.5106%)
[2025-11-27T20:26:53.886714] [INFO ] [main      ] Progress: 338/1001 forecasts completed (33.8%). BGX finished in 0.7s. ETA: 1m 51s. Rate: 357.89 forecasts/min
[2025-11-27T20:26:53.886865] [INFO ] [main      ] Fetching symbol history for NCLH...
[2025-11-27T20:26:53.886921] [DEBUG] [REMOTE    ] NCLH: Fetching historical data.
[2025-11-27T20:26:53.899538] [DEBUG] [REMOTE    ] NCLH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:53.900851] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 10 features, N/A% accuracy
[2025-11-27T20:26:53.900988] [INFO ] [LOCAL     ] NCLH: Loaded 10 optimal features with 46.17% confidence from JSON config
[2025-11-27T20:26:53.901080] [DEBUG] [MAG       ] Building data for symbol: NCLH with lookback: 0
[2025-11-27T20:26:53.902228] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:26:53.902360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:53.904135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:53.904752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:53.905217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:53.906173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:53.906946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:53.907454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:26:53.908652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:26:53.910437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:26:53.911559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:26:53.912304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:53.926741] [DEBUG] [MAG       ] STKL: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.949845] [DEBUG] [MAG       ] HPQ: Last date is validated at 2025-11-26
[2025-11-27T20:26:53.992886] [DEBUG] [MAG       ] TBI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.054692] [INFO ] [LOCAL     ] TBI: Saved forecast.
[2025-11-27T20:26:54.054778] [INFO ] [main      ] TBI: Signal=1 (Conf=90.0%), Magnitude=2.81% (Conf=56.916%)
[2025-11-27T20:26:54.055145] [INFO ] [main      ] Fetching symbol history for QCOM...
[2025-11-27T20:26:54.055198] [DEBUG] [REMOTE    ] QCOM: Fetching historical data.
[2025-11-27T20:26:54.056653] [INFO ] [main      ] Progress: 339/1001 forecasts completed (33.9%). TBI finished in 0.6s. ETA: 1m 51s. Rate: 357.87 forecasts/min
[2025-11-27T20:26:54.066759] [DEBUG] [REMOTE    ] QCOM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.068011] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 8 features, N/A% accuracy
[2025-11-27T20:26:54.068126] [INFO ] [LOCAL     ] QCOM: Loaded 8 optimal features with 52.55% confidence from JSON config
[2025-11-27T20:26:54.068237] [DEBUG] [MAG       ] Building data for symbol: QCOM with lookback: 0
[2025-11-27T20:26:54.069113] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:26:54.069237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:54.074887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:54.076974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:54.077750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:54.078301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:54.078798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:54.079783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:54.103552] [DEBUG] [MAG       ] STKL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.122800] [DEBUG] [MAG       ] HPQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.171456] [INFO ] [LOCAL     ] STKL: Saved forecast.
[2025-11-27T20:26:54.171541] [INFO ] [main      ] STKL: Signal=1 (Conf=90.0%), Magnitude=6.74% (Conf=52.909%)
[2025-11-27T20:26:54.171716] [INFO ] [main      ] Fetching symbol history for MBWM...
[2025-11-27T20:26:54.171767] [DEBUG] [REMOTE    ] MBWM: Fetching historical data.
[2025-11-27T20:26:54.172777] [INFO ] [main      ] Progress: 340/1001 forecasts completed (34.0%). STKL finished in 0.9s. ETA: 1m 51s. Rate: 358.20 forecasts/min
[2025-11-27T20:26:54.183173] [DEBUG] [REMOTE    ] MBWM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.184040] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 0 features, N/A% accuracy
[2025-11-27T20:26:54.184100] [INFO ] [LOCAL     ] MBWM: Loaded 0 optimal features with 46.87% confidence from JSON config
[2025-11-27T20:26:54.184134] [DEBUG] [MAG       ] Building data for symbol: MBWM with lookback: 0
[2025-11-27T20:26:54.184953] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:26:54.195210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:26:54.197141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:54.206666] [INFO ] [LOCAL     ] HPQ: Saved forecast.
[2025-11-27T20:26:54.206748] [INFO ] [main      ] HPQ: Signal=1 (Conf=90.0%), Magnitude=-5.49% (Conf=48.7735%)
[2025-11-27T20:26:54.206923] [INFO ] [main      ] Fetching symbol history for SENEA...
[2025-11-27T20:26:54.206971] [DEBUG] [REMOTE    ] SENEA: Fetching historical data.
[2025-11-27T20:26:54.208644] [INFO ] [main      ] Progress: 341/1001 forecasts completed (34.1%). HPQ finished in 0.6s. ETA: 1m 50s. Rate: 359.03 forecasts/min
[2025-11-27T20:26:54.219488] [DEBUG] [REMOTE    ] SENEA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.220354] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, N/A% accuracy
[2025-11-27T20:26:54.220425] [INFO ] [LOCAL     ] SENEA: Loaded 1 optimal features with 47.06% confidence from JSON config
[2025-11-27T20:26:54.220462] [DEBUG] [MAG       ] Building data for symbol: SENEA with lookback: 0
[2025-11-27T20:26:54.221265] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:54.221331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:54.226417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:54.258613] [DEBUG] [MAG       ] NCLH: Last date is validated at 2025-11-26
[2025-11-27T20:26:54.424225] [DEBUG] [MAG       ] NCLH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.507501] [INFO ] [LOCAL     ] NCLH: Saved forecast.
[2025-11-27T20:26:54.507609] [INFO ] [main      ] NCLH: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=46.1699%)
[2025-11-27T20:26:54.507917] [INFO ] [main      ] Fetching symbol history for CPIX...
[2025-11-27T20:26:54.507980] [DEBUG] [REMOTE    ] CPIX: Fetching historical data.
[2025-11-27T20:26:54.509663] [INFO ] [main      ] Progress: 342/1001 forecasts completed (34.2%). NCLH finished in 0.6s. ETA: 1m 50s. Rate: 358.19 forecasts/min
[2025-11-27T20:26:54.519170] [DEBUG] [REMOTE    ] CPIX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.520111] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 1 features, N/A% accuracy
[2025-11-27T20:26:54.520225] [INFO ] [LOCAL     ] CPIX: Loaded 1 optimal features with 47.38% confidence from JSON config
[2025-11-27T20:26:54.520318] [DEBUG] [MAG       ] Building data for symbol: CPIX with lookback: 0
[2025-11-27T20:26:54.521295] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:54.521420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:54.522431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:54.531823] [DEBUG] [MAG       ] QCOM: Last date is validated at 2025-11-26
[2025-11-27T20:26:54.532630] [DEBUG] [MAG       ] MBWM: Last date is validated at 2025-11-26
[2025-11-27T20:26:54.582001] [DEBUG] [MAG       ] SENEA: Last date is validated at 2025-11-26
[2025-11-27T20:26:54.699315] [DEBUG] [MAG       ] QCOM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.702463] [DEBUG] [MAG       ] MBWM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.745498] [DEBUG] [MAG       ] SENEA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:54.783077] [INFO ] [LOCAL     ] MBWM: Saved forecast.
[2025-11-27T20:26:54.783168] [INFO ] [main      ] MBWM: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=46.8737%)
[2025-11-27T20:26:54.783561] [INFO ] [main      ] Progress: 343/1001 forecasts completed (34.3%). MBWM finished in 0.6s. ETA: 1m 50s. Rate: 357.52 forecasts/min
[2025-11-27T20:26:54.783715] [INFO ] [main      ] Fetching symbol history for CMSA...
[2025-11-27T20:26:54.783766] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-11-27T20:26:54.794759] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.795619] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 7 features, N/A% accuracy
[2025-11-27T20:26:54.795680] [INFO ] [LOCAL     ] CMSA: Loaded 7 optimal features with 53.63% confidence from JSON config
[2025-11-27T20:26:54.795729] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 0
[2025-11-27T20:26:54.796523] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:54.796611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:54.801370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:54.803200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:54.803709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:54.804152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:54.804614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:54.807064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:54.841216] [INFO ] [LOCAL     ] QCOM: Saved forecast.
[2025-11-27T20:26:54.841476] [INFO ] [main      ] QCOM: Signal=1 (Conf=90.0%), Magnitude=-0.47% (Conf=52.5477%)
[2025-11-27T20:26:54.841908] [INFO ] [main      ] Fetching symbol history for HSBC...
[2025-11-27T20:26:54.842019] [DEBUG] [REMOTE    ] HSBC: Fetching historical data.
[2025-11-27T20:26:54.842071] [INFO ] [main      ] Progress: 344/1001 forecasts completed (34.4%). QCOM finished in 0.8s. ETA: 1m 50s. Rate: 358.20 forecasts/min
[2025-11-27T20:26:54.844824] [INFO ] [LOCAL     ] SENEA: Saved forecast.
[2025-11-27T20:26:54.844930] [INFO ] [main      ] SENEA: Signal=1 (Conf=90.0%), Magnitude=-0.87% (Conf=47.06%)
[2025-11-27T20:26:54.845110] [INFO ] [main      ] Fetching symbol history for PEGA...
[2025-11-27T20:26:54.845164] [DEBUG] [REMOTE    ] PEGA: Fetching historical data.
[2025-11-27T20:26:54.847384] [INFO ] [main      ] Progress: 345/1001 forecasts completed (34.5%). SENEA finished in 0.6s. ETA: 1m 50s. Rate: 359.21 forecasts/min
[2025-11-27T20:26:54.849616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:54.854225] [DEBUG] [MAG       ] CPIX: Last date is validated at 2025-11-26
[2025-11-27T20:26:54.854735] [DEBUG] [REMOTE    ] HSBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.855787] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, N/A% accuracy
[2025-11-27T20:26:54.855853] [INFO ] [LOCAL     ] HSBC: Loaded 2 optimal features with 66.30% confidence from JSON config
[2025-11-27T20:26:54.855891] [DEBUG] [MAG       ] Building data for symbol: HSBC with lookback: 0
[2025-11-27T20:26:54.856697] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:54.856777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:54.857044] [DEBUG] [REMOTE    ] PEGA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:54.857880] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 1 features, N/A% accuracy
[2025-11-27T20:26:54.857948] [INFO ] [LOCAL     ] PEGA: Loaded 1 optimal features with 55.45% confidence from JSON config
[2025-11-27T20:26:54.857985] [DEBUG] [MAG       ] Building data for symbol: PEGA with lookback: 0
[2025-11-27T20:26:54.858805] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:26:54.858872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:26:54.861754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:54.915362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:54.934866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.024118] [DEBUG] [MAG       ] CPIX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.086437] [INFO ] [LOCAL     ] CPIX: Saved forecast.
[2025-11-27T20:26:55.086736] [INFO ] [main      ] CPIX: Signal=1 (Conf=90.0%), Magnitude=7.23% (Conf=47.3769%)
[2025-11-27T20:26:55.087137] [INFO ] [main      ] Fetching symbol history for PMVP...
[2025-11-27T20:26:55.087246] [DEBUG] [REMOTE    ] PMVP: Fetching historical data.
[2025-11-27T20:26:55.087660] [INFO ] [main      ] Progress: 346/1001 forecasts completed (34.6%). CPIX finished in 0.6s. ETA: 1m 50s. Rate: 358.76 forecasts/min
[2025-11-27T20:26:55.099331] [DEBUG] [REMOTE    ] PMVP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:55.100271] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 7 features, N/A% accuracy
[2025-11-27T20:26:55.100395] [INFO ] [LOCAL     ] PMVP: Loaded 7 optimal features with 34.01% confidence from JSON config
[2025-11-27T20:26:55.100510] [DEBUG] [MAG       ] Building data for symbol: PMVP with lookback: 0
[2025-11-27T20:26:55.101366] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:55.101518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:55.106471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:55.108417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:55.108993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:55.109447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:55.110270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:55.111018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:55.113838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.185846] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.273887] [DEBUG] [MAG       ] HSBC: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.287541] [DEBUG] [MAG       ] PEGA: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.355495] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.419943] [INFO ] [LOCAL     ] CMSA: Saved forecast.
[2025-11-27T20:26:55.420027] [INFO ] [main      ] CMSA: Signal=1 (Conf=90.0%), Magnitude=0.38% (Conf=53.6327%)
[2025-11-27T20:26:55.420397] [INFO ] [main      ] Progress: 347/1001 forecasts completed (34.7%). CMSA finished in 0.6s. ETA: 1m 50s. Rate: 357.74 forecasts/min
[2025-11-27T20:26:55.420542] [INFO ] [main      ] Fetching symbol history for MNSO...
[2025-11-27T20:26:55.420613] [DEBUG] [REMOTE    ] MNSO: Fetching historical data.
[2025-11-27T20:26:55.432278] [DEBUG] [REMOTE    ] MNSO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:55.433219] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 4 features, N/A% accuracy
[2025-11-27T20:26:55.433332] [INFO ] [LOCAL     ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config
[2025-11-27T20:26:55.433438] [DEBUG] [MAG       ] Building data for symbol: MNSO with lookback: 0
[2025-11-27T20:26:55.434281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:55.434415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:55.439263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:26:55.440814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:26:55.443706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:26:55.444374] [DEBUG] [MAG       ] HSBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.449510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.451361] [DEBUG] [MAG       ] PMVP: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.459753] [DEBUG] [MAG       ] PEGA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.533414] [INFO ] [LOCAL     ] HSBC: Saved forecast.
[2025-11-27T20:26:55.533503] [INFO ] [main      ] HSBC: Signal=1 (Conf=90.0%), Magnitude=-0.97% (Conf=66.3005%)
[2025-11-27T20:26:55.533677] [INFO ] [main      ] Fetching symbol history for CPNG...
[2025-11-27T20:26:55.533805] [DEBUG] [REMOTE    ] CPNG: Fetching historical data.
[2025-11-27T20:26:55.534065] [INFO ] [main      ] Progress: 348/1001 forecasts completed (34.8%). HSBC finished in 0.7s. ETA: 1m 49s. Rate: 358.07 forecasts/min
[2025-11-27T20:26:55.545117] [DEBUG] [REMOTE    ] CPNG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:55.546079] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 5 features, N/A% accuracy
[2025-11-27T20:26:55.546139] [INFO ] [LOCAL     ] CPNG: Loaded 5 optimal features with 59.36% confidence from JSON config
[2025-11-27T20:26:55.546173] [DEBUG] [MAG       ] Building data for symbol: CPNG with lookback: 0
[2025-11-27T20:26:55.546968] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:55.547035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:55.551776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:55.553523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:55.554042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:55.554823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:26:55.555505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.556151] [INFO ] [LOCAL     ] PEGA: Saved forecast.
[2025-11-27T20:26:55.556227] [INFO ] [main      ] PEGA: Signal=1 (Conf=90.0%), Magnitude=-0.61% (Conf=55.4483%)
[2025-11-27T20:26:55.556393] [INFO ] [main      ] Fetching symbol history for LPTH...
[2025-11-27T20:26:55.556438] [DEBUG] [REMOTE    ] LPTH: Fetching historical data.
[2025-11-27T20:26:55.557067] [INFO ] [main      ] Progress: 349/1001 forecasts completed (34.9%). PEGA finished in 0.7s. ETA: 1m 49s. Rate: 358.96 forecasts/min
[2025-11-27T20:26:55.567981] [DEBUG] [REMOTE    ] LPTH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:55.568899] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 4 features, N/A% accuracy
[2025-11-27T20:26:55.568961] [INFO ] [LOCAL     ] LPTH: Loaded 4 optimal features with 67.22% confidence from JSON config
[2025-11-27T20:26:55.568997] [DEBUG] [MAG       ] Building data for symbol: LPTH with lookback: 0
[2025-11-27T20:26:55.569868] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:55.569935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:55.574754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:55.577185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:55.578039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:55.580098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.620253] [DEBUG] [MAG       ] PMVP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.680245] [INFO ] [LOCAL     ] PMVP: Saved forecast.
[2025-11-27T20:26:55.680329] [INFO ] [main      ] PMVP: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=34.0092%)
[2025-11-27T20:26:55.680511] [INFO ] [main      ] Fetching symbol history for TPL...
[2025-11-27T20:26:55.680596] [DEBUG] [REMOTE    ] TPL: Fetching historical data.
[2025-11-27T20:26:55.680882] [INFO ] [main      ] Progress: 350/1001 forecasts completed (35.0%). PMVP finished in 0.6s. ETA: 1m 49s. Rate: 359.22 forecasts/min
[2025-11-27T20:26:55.692594] [DEBUG] [REMOTE    ] TPL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:55.693745] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 4 features, N/A% accuracy
[2025-11-27T20:26:55.693818] [INFO ] [LOCAL     ] TPL: Loaded 4 optimal features with 56.96% confidence from JSON config
[2025-11-27T20:26:55.693859] [DEBUG] [MAG       ] Building data for symbol: TPL with lookback: 0
[2025-11-27T20:26:55.694729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:55.694799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:55.696546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:55.697124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:55.697567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:55.698415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:55.787059] [DEBUG] [MAG       ] MNSO: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.901205] [DEBUG] [MAG       ] CPNG: Last date is validated at 2025-11-26
[2025-11-27T20:26:55.953846] [DEBUG] [MAG       ] MNSO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:55.969109] [DEBUG] [MAG       ] LPTH: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.031376] [DEBUG] [MAG       ] TPL: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.047858] [INFO ] [LOCAL     ] MNSO: Saved forecast.
[2025-11-27T20:26:56.048024] [INFO ] [main      ] MNSO: Signal=1 (Conf=90.0%), Magnitude=1.24% (Conf=48.4808%)
[2025-11-27T20:26:56.048477] [INFO ] [main      ] Progress: 351/1001 forecasts completed (35.1%). MNSO finished in 0.6s. ETA: 1m 49s. Rate: 358.00 forecasts/min
[2025-11-27T20:26:56.048679] [INFO ] [main      ] Fetching symbol history for STRS...
[2025-11-27T20:26:56.048762] [DEBUG] [REMOTE    ] STRS: Fetching historical data.
[2025-11-27T20:26:56.058995] [DEBUG] [REMOTE    ] STRS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.059872] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 7 features, N/A% accuracy
[2025-11-27T20:26:56.059967] [INFO ] [LOCAL     ] STRS: Loaded 7 optimal features with 49.10% confidence from JSON config
[2025-11-27T20:26:56.060038] [DEBUG] [MAG       ] Building data for symbol: STRS with lookback: 0
[2025-11-27T20:26:56.060843] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:56.060946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.062694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:56.063222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:56.064319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:56.066347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:26:56.066873] [DEBUG] [MAG       ] CPNG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.067118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:26:56.071104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:26:56.071883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.135131] [DEBUG] [MAG       ] LPTH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.145523] [INFO ] [LOCAL     ] CPNG: Saved forecast.
[2025-11-27T20:26:56.145624] [INFO ] [main      ] CPNG: Signal=1 (Conf=90.0%), Magnitude=2.94% (Conf=59.3556%)
[2025-11-27T20:26:56.146008] [INFO ] [main      ] Fetching symbol history for DORM...
[2025-11-27T20:26:56.146061] [DEBUG] [REMOTE    ] DORM: Fetching historical data.
[2025-11-27T20:26:56.147636] [INFO ] [main      ] Progress: 352/1001 forecasts completed (35.2%). CPNG finished in 0.6s. ETA: 1m 49s. Rate: 358.41 forecasts/min
[2025-11-27T20:26:56.157444] [DEBUG] [REMOTE    ] DORM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.158656] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 6 features, N/A% accuracy
[2025-11-27T20:26:56.158719] [INFO ] [LOCAL     ] DORM: Loaded 6 optimal features with 63.38% confidence from JSON config
[2025-11-27T20:26:56.158755] [DEBUG] [MAG       ] Building data for symbol: DORM with lookback: 0
[2025-11-27T20:26:56.159562] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:56.159653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.161404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:56.161954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:56.162417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:56.162872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:56.163542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:56.164684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.199017] [DEBUG] [MAG       ] TPL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.208256] [INFO ] [LOCAL     ] LPTH: Saved forecast.
[2025-11-27T20:26:56.208338] [INFO ] [main      ] LPTH: Signal=1 (Conf=90.0%), Magnitude=9.40% (Conf=67.2233%)
[2025-11-27T20:26:56.208499] [INFO ] [main      ] Fetching symbol history for FLWS...
[2025-11-27T20:26:56.208544] [DEBUG] [REMOTE    ] FLWS: Fetching historical data.
[2025-11-27T20:26:56.209636] [INFO ] [main      ] Progress: 353/1001 forecasts completed (35.3%). LPTH finished in 0.7s. ETA: 1m 48s. Rate: 359.05 forecasts/min
[2025-11-27T20:26:56.220005] [DEBUG] [REMOTE    ] FLWS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.220936] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 5 features, N/A% accuracy
[2025-11-27T20:26:56.220998] [INFO ] [LOCAL     ] FLWS: Loaded 5 optimal features with 51.67% confidence from JSON config
[2025-11-27T20:26:56.221033] [DEBUG] [MAG       ] Building data for symbol: FLWS with lookback: 0
[2025-11-27T20:26:56.221794] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:56.221873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:56.226647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.228413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:56.228913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:26:56.231496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:56.232848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.409127] [INFO ] [LOCAL     ] TPL: Saved forecast.
[2025-11-27T20:26:56.409211] [INFO ] [main      ] TPL: Signal=1 (Conf=90.0%), Magnitude=1.82% (Conf=56.96%)
[2025-11-27T20:26:56.409425] [INFO ] [main      ] Fetching symbol history for DRMA...
[2025-11-27T20:26:56.409504] [DEBUG] [REMOTE    ] DRMA: Fetching historical data.
[2025-11-27T20:26:56.410658] [INFO ] [main      ] Progress: 354/1001 forecasts completed (35.4%). TPL finished in 0.7s. ETA: 1m 48s. Rate: 358.85 forecasts/min
[2025-11-27T20:26:56.420686] [DEBUG] [REMOTE    ] DRMA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.421934] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, N/A% accuracy
[2025-11-27T20:26:56.422050] [INFO ] [LOCAL     ] DRMA: Loaded 4 optimal features with 57.17% confidence from JSON config
[2025-11-27T20:26:56.422142] [DEBUG] [MAG       ] Building data for symbol: DRMA with lookback: 0
[2025-11-27T20:26:56.423012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:56.423135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:56.428143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.429984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:56.430550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:26:56.432112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.462551] [DEBUG] [MAG       ] STRS: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.510346] [DEBUG] [MAG       ] DORM: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.566421] [DEBUG] [MAG       ] FLWS: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.629167] [DEBUG] [MAG       ] STRS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.677162] [DEBUG] [MAG       ] DORM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.717989] [INFO ] [LOCAL     ] STRS: Saved forecast.
[2025-11-27T20:26:56.718073] [INFO ] [main      ] STRS: Signal=1 (Conf=90.0%), Magnitude=12.60% (Conf=49.1038%)
[2025-11-27T20:26:56.718251] [INFO ] [main      ] Fetching symbol history for MLAB...
[2025-11-27T20:26:56.718298] [DEBUG] [REMOTE    ] MLAB: Fetching historical data.
[2025-11-27T20:26:56.718827] [INFO ] [main      ] Progress: 355/1001 forecasts completed (35.5%). STRS finished in 0.7s. ETA: 1m 48s. Rate: 358.00 forecasts/min
[2025-11-27T20:26:56.730348] [DEBUG] [REMOTE    ] MLAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.731487] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 4 features, N/A% accuracy
[2025-11-27T20:26:56.731548] [INFO ] [LOCAL     ] MLAB: Loaded 4 optimal features with 44.57% confidence from JSON config
[2025-11-27T20:26:56.731609] [DEBUG] [MAG       ] Building data for symbol: MLAB with lookback: 0
[2025-11-27T20:26:56.732195] [DEBUG] [MAG       ] FLWS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.732391] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:56.732463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:56.733324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:26:56.771230] [DEBUG] [MAG       ] DRMA: Last date is validated at 2025-11-26
[2025-11-27T20:26:56.839548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:56.840771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:56.841969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.867591] [INFO ] [LOCAL     ] FLWS: Saved forecast.
[2025-11-27T20:26:56.867677] [INFO ] [main      ] FLWS: Signal=1 (Conf=90.0%), Magnitude=-4.18% (Conf=51.6714%)
[2025-11-27T20:26:56.868034] [INFO ] [main      ] Fetching symbol history for AGX...
[2025-11-27T20:26:56.868090] [DEBUG] [REMOTE    ] AGX: Fetching historical data.
[2025-11-27T20:26:56.868288] [INFO ] [main      ] Progress: 356/1001 forecasts completed (35.6%). FLWS finished in 0.7s. ETA: 1m 48s. Rate: 358.11 forecasts/min
[2025-11-27T20:26:56.879172] [DEBUG] [REMOTE    ] AGX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.880019] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 6 features, N/A% accuracy
[2025-11-27T20:26:56.880078] [INFO ] [LOCAL     ] AGX: Loaded 6 optimal features with 59.73% confidence from JSON config
[2025-11-27T20:26:56.880113] [DEBUG] [MAG       ] Building data for symbol: AGX with lookback: 0
[2025-11-27T20:26:56.880884] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:56.880951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.882608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:56.883112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:56.883492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:56.885070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:56.886167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:56.886863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:56.937657] [DEBUG] [MAG       ] DRMA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:56.953306] [INFO ] [LOCAL     ] DORM: Saved forecast.
[2025-11-27T20:26:56.953391] [INFO ] [main      ] DORM: Signal=1 (Conf=90.0%), Magnitude=-2.50% (Conf=63.3836%)
[2025-11-27T20:26:56.953797] [INFO ] [main      ] Fetching symbol history for SY...
[2025-11-27T20:26:56.953877] [DEBUG] [REMOTE    ] SY: Fetching historical data.
[2025-11-27T20:26:56.955014] [INFO ] [main      ] Progress: 357/1001 forecasts completed (35.7%). DORM finished in 0.8s. ETA: 1m 48s. Rate: 358.59 forecasts/min
[2025-11-27T20:26:56.965737] [DEBUG] [REMOTE    ] SY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:56.966974] [DEBUG] [LOCAL     ] Loaded configuration for SY: 7 features, N/A% accuracy
[2025-11-27T20:26:56.967037] [INFO ] [LOCAL     ] SY: Loaded 7 optimal features with 42.69% confidence from JSON config
[2025-11-27T20:26:56.967093] [DEBUG] [MAG       ] Building data for symbol: SY with lookback: 0
[2025-11-27T20:26:56.967956] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:56.968027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:56.973180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:56.974039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:56.976897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:56.978739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:56.979253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:56.980363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:56.982400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.011945] [INFO ] [LOCAL     ] DRMA: Saved forecast.
[2025-11-27T20:26:57.012135] [INFO ] [main      ] DRMA: Signal=1 (Conf=90.0%), Magnitude=2.32% (Conf=57.1727%)
[2025-11-27T20:26:57.012585] [INFO ] [main      ] Fetching symbol history for RBLX...
[2025-11-27T20:26:57.012647] [INFO ] [main      ] Progress: 358/1001 forecasts completed (35.8%). DRMA finished in 0.6s. ETA: 1m 47s. Rate: 359.25 forecasts/min
[2025-11-27T20:26:57.012690] [DEBUG] [REMOTE    ] RBLX: Fetching historical data.
[2025-11-27T20:26:57.024249] [DEBUG] [REMOTE    ] RBLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:57.025330] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, N/A% accuracy
[2025-11-27T20:26:57.025443] [INFO ] [LOCAL     ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config
[2025-11-27T20:26:57.025534] [DEBUG] [MAG       ] Building data for symbol: RBLX with lookback: 0
[2025-11-27T20:26:57.026356] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:57.026477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:57.031346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:57.046360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.169364] [DEBUG] [MAG       ] MLAB: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.217149] [DEBUG] [MAG       ] AGX: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.318815] [DEBUG] [MAG       ] SY: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.334753] [DEBUG] [MAG       ] MLAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:57.380636] [DEBUG] [MAG       ] RBLX: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.383990] [DEBUG] [MAG       ] AGX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:57.436917] [INFO ] [LOCAL     ] MLAB: Saved forecast.
[2025-11-27T20:26:57.437115] [INFO ] [main      ] MLAB: Signal=1 (Conf=90.0%), Magnitude=7.21% (Conf=44.5659%)
[2025-11-27T20:26:57.437605] [INFO ] [main      ] Fetching symbol history for AMLX...
[2025-11-27T20:26:57.437736] [DEBUG] [REMOTE    ] AMLX: Fetching historical data.
[2025-11-27T20:26:57.437762] [INFO ] [main      ] Progress: 359/1001 forecasts completed (35.9%). MLAB finished in 0.7s. ETA: 1m 48s. Rate: 357.71 forecasts/min
[2025-11-27T20:26:57.449993] [DEBUG] [REMOTE    ] AMLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:57.451162] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 4 features, N/A% accuracy
[2025-11-27T20:26:57.451276] [INFO ] [LOCAL     ] AMLX: Loaded 4 optimal features with 61.30% confidence from JSON config
[2025-11-27T20:26:57.451367] [DEBUG] [MAG       ] Building data for symbol: AMLX with lookback: 0
[2025-11-27T20:26:57.452238] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:57.452364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:57.454088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:57.454705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:57.456734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:57.458024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.490898] [DEBUG] [MAG       ] SY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:57.531085] [INFO ] [LOCAL     ] AGX: Saved forecast.
[2025-11-27T20:26:57.531168] [INFO ] [main      ] AGX: Signal=1 (Conf=90.0%), Magnitude=-2.52% (Conf=59.7344%)
[2025-11-27T20:26:57.531320] [INFO ] [main      ] Fetching symbol history for PHUN...
[2025-11-27T20:26:57.531366] [DEBUG] [REMOTE    ] PHUN: Fetching historical data.
[2025-11-27T20:26:57.532020] [INFO ] [main      ] Progress: 360/1001 forecasts completed (36.0%). AGX finished in 0.7s. ETA: 1m 47s. Rate: 358.14 forecasts/min
[2025-11-27T20:26:57.543622] [DEBUG] [REMOTE    ] PHUN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:57.544568] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 6 features, N/A% accuracy
[2025-11-27T20:26:57.544661] [INFO ] [LOCAL     ] PHUN: Loaded 6 optimal features with 61.96% confidence from JSON config
[2025-11-27T20:26:57.544700] [DEBUG] [MAG       ] Building data for symbol: PHUN with lookback: 0
[2025-11-27T20:26:57.545451] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:57.545519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:57.548609] [DEBUG] [MAG       ] RBLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:57.550304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:57.551109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:57.552280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:57.554344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:26:57.555089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:26:57.555112] [INFO ] [LOCAL     ] SY: Saved forecast.
[2025-11-27T20:26:57.555183] [INFO ] [main      ] SY: Signal=1 (Conf=90.0%), Magnitude=-0.80% (Conf=42.6868%)
[2025-11-27T20:26:57.555343] [INFO ] [main      ] Fetching symbol history for BGRN...
[2025-11-27T20:26:57.555389] [DEBUG] [REMOTE    ] BGRN: Fetching historical data.
[2025-11-27T20:26:57.556084] [INFO ] [main      ] Progress: 361/1001 forecasts completed (36.1%). SY finished in 0.6s. ETA: 1m 47s. Rate: 359.00 forecasts/min
[2025-11-27T20:26:57.556851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.567223] [DEBUG] [REMOTE    ] BGRN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:57.568391] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, N/A% accuracy
[2025-11-27T20:26:57.568705] [INFO ] [LOCAL     ] BGRN: Loaded 3 optimal features with 54.95% confidence from JSON config
[2025-11-27T20:26:57.568910] [DEBUG] [MAG       ] Building data for symbol: BGRN with lookback: 0
[2025-11-27T20:26:57.570080] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:57.570205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:57.571053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:57.573224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:26:57.588878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.662205] [INFO ] [LOCAL     ] RBLX: Saved forecast.
[2025-11-27T20:26:57.662292] [INFO ] [main      ] RBLX: Signal=1 (Conf=90.0%), Magnitude=5.44% (Conf=63.9205%)
[2025-11-27T20:26:57.662454] [INFO ] [main      ] Fetching symbol history for AVA...
[2025-11-27T20:26:57.662504] [DEBUG] [REMOTE    ] AVA: Fetching historical data.
[2025-11-27T20:26:57.662818] [INFO ] [main      ] Progress: 362/1001 forecasts completed (36.2%). RBLX finished in 0.6s. ETA: 1m 47s. Rate: 359.35 forecasts/min
[2025-11-27T20:26:57.674349] [DEBUG] [REMOTE    ] AVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:57.675465] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 7 features, N/A% accuracy
[2025-11-27T20:26:57.675525] [INFO ] [LOCAL     ] AVA: Loaded 7 optimal features with 57.13% confidence from JSON config
[2025-11-27T20:26:57.675562] [DEBUG] [MAG       ] Building data for symbol: AVA with lookback: 0
[2025-11-27T20:26:57.676345] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:57.676426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:57.681348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:57.682659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:57.684683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:26:57.689026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:26:57.690200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:57.693024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:57.693718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:57.793076] [DEBUG] [MAG       ] AMLX: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.887707] [DEBUG] [MAG       ] PHUN: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.931199] [DEBUG] [MAG       ] BGRN: Last date is validated at 2025-11-26
[2025-11-27T20:26:57.956907] [DEBUG] [MAG       ] AMLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.025521] [INFO ] [LOCAL     ] AMLX: Saved forecast.
[2025-11-27T20:26:58.025752] [INFO ] [main      ] AMLX: Signal=1 (Conf=90.0%), Magnitude=-3.89% (Conf=61.2954%)
[2025-11-27T20:26:58.026155] [INFO ] [main      ] Progress: 363/1001 forecasts completed (36.3%). AMLX finished in 0.6s. ETA: 1m 47s. Rate: 358.19 forecasts/min
[2025-11-27T20:26:58.026328] [INFO ] [main      ] Fetching symbol history for UBND...
[2025-11-27T20:26:58.026425] [DEBUG] [REMOTE    ] UBND: Fetching historical data.
[2025-11-27T20:26:58.028302] [DEBUG] [MAG       ] AVA: Last date is validated at 2025-11-26
[2025-11-27T20:26:58.037753] [DEBUG] [REMOTE    ] UBND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.038665] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 6 features, N/A% accuracy
[2025-11-27T20:26:58.038774] [INFO ] [LOCAL     ] UBND: Loaded 6 optimal features with 41.99% confidence from JSON config
[2025-11-27T20:26:58.038864] [DEBUG] [MAG       ] Building data for symbol: UBND with lookback: 0
[2025-11-27T20:26:58.039685] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:58.039805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:58.040720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:58.043171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:58.044879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:58.046155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:58.046803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:58.049641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.051594] [DEBUG] [MAG       ] PHUN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.100847] [DEBUG] [MAG       ] BGRN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.133933] [INFO ] [LOCAL     ] PHUN: Saved forecast.
[2025-11-27T20:26:58.134017] [INFO ] [main      ] PHUN: Signal=1 (Conf=90.0%), Magnitude=8.43% (Conf=61.9557%)
[2025-11-27T20:26:58.134460] [INFO ] [main      ] Fetching symbol history for MEGL...
[2025-11-27T20:26:58.134514] [DEBUG] [REMOTE    ] MEGL: Fetching historical data.
[2025-11-27T20:26:58.134644] [INFO ] [main      ] Progress: 364/1001 forecasts completed (36.4%). PHUN finished in 0.6s. ETA: 1m 47s. Rate: 358.54 forecasts/min
[2025-11-27T20:26:58.145733] [DEBUG] [REMOTE    ] MEGL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.146743] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 3 features, N/A% accuracy
[2025-11-27T20:26:58.146805] [INFO ] [LOCAL     ] MEGL: Loaded 3 optimal features with 68.53% confidence from JSON config
[2025-11-27T20:26:58.146839] [DEBUG] [MAG       ] Building data for symbol: MEGL with lookback: 0
[2025-11-27T20:26:58.147615] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:58.147681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:58.148429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:58.149325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:58.152306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.163045] [INFO ] [LOCAL     ] BGRN: Saved forecast.
[2025-11-27T20:26:58.163130] [INFO ] [main      ] BGRN: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=54.9535%)
[2025-11-27T20:26:58.163506] [INFO ] [main      ] Fetching symbol history for IPGP...
[2025-11-27T20:26:58.163558] [DEBUG] [REMOTE    ] IPGP: Fetching historical data.
[2025-11-27T20:26:58.163616] [INFO ] [main      ] Progress: 365/1001 forecasts completed (36.5%). BGRN finished in 0.6s. ETA: 1m 46s. Rate: 359.36 forecasts/min
[2025-11-27T20:26:58.174480] [DEBUG] [REMOTE    ] IPGP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.175457] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 3 features, N/A% accuracy
[2025-11-27T20:26:58.175516] [INFO ] [LOCAL     ] IPGP: Loaded 3 optimal features with 53.22% confidence from JSON config
[2025-11-27T20:26:58.175551] [DEBUG] [MAG       ] Building data for symbol: IPGP with lookback: 0
[2025-11-27T20:26:58.176328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:58.176395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:58.177176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:26:58.179555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:26:58.180684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.203295] [DEBUG] [MAG       ] AVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.292611] [INFO ] [LOCAL     ] AVA: Saved forecast.
[2025-11-27T20:26:58.292711] [INFO ] [main      ] AVA: Signal=1 (Conf=90.0%), Magnitude=3.53% (Conf=57.1347%)
[2025-11-27T20:26:58.293171] [INFO ] [main      ] Fetching symbol history for BBCP...
[2025-11-27T20:26:58.293240] [DEBUG] [REMOTE    ] BBCP: Fetching historical data.
[2025-11-27T20:26:58.294637] [INFO ] [main      ] Progress: 366/1001 forecasts completed (36.6%). AVA finished in 0.6s. ETA: 1m 46s. Rate: 359.57 forecasts/min
[2025-11-27T20:26:58.305756] [DEBUG] [REMOTE    ] BBCP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.306837] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 6 features, N/A% accuracy
[2025-11-27T20:26:58.306955] [INFO ] [LOCAL     ] BBCP: Loaded 6 optimal features with 56.34% confidence from JSON config
[2025-11-27T20:26:58.307050] [DEBUG] [MAG       ] Building data for symbol: BBCP with lookback: 0
[2025-11-27T20:26:58.307947] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:26:58.308083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:58.313457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:58.314549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:26:58.315389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:58.318470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:26:58.321222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:26:58.322869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.381436] [DEBUG] [MAG       ] UBND: Last date is validated at 2025-11-26
[2025-11-27T20:26:58.481971] [DEBUG] [MAG       ] MEGL: Last date is validated at 2025-11-26
[2025-11-27T20:26:58.511310] [DEBUG] [MAG       ] IPGP: Last date is validated at 2025-11-26
[2025-11-27T20:26:58.550321] [DEBUG] [MAG       ] UBND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.609758] [INFO ] [LOCAL     ] UBND: Saved forecast.
[2025-11-27T20:26:58.609850] [INFO ] [main      ] UBND: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=41.9894%)
[2025-11-27T20:26:58.610215] [INFO ] [main      ] Progress: 367/1001 forecasts completed (36.7%). UBND finished in 0.6s. ETA: 1m 46s. Rate: 358.70 forecasts/min
[2025-11-27T20:26:58.610346] [INFO ] [main      ] Fetching symbol history for MOH...
[2025-11-27T20:26:58.610392] [DEBUG] [REMOTE    ] MOH: Fetching historical data.
[2025-11-27T20:26:58.622443] [DEBUG] [REMOTE    ] MOH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.623407] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, N/A% accuracy
[2025-11-27T20:26:58.623467] [INFO ] [LOCAL     ] MOH: Loaded 2 optimal features with 49.48% confidence from JSON config
[2025-11-27T20:26:58.623503] [DEBUG] [MAG       ] Building data for symbol: MOH with lookback: 0
[2025-11-27T20:26:58.624300] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:58.624369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:58.629374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:58.653904] [DEBUG] [MAG       ] MEGL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.677479] [DEBUG] [MAG       ] IPGP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.680416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.687541] [DEBUG] [MAG       ] BBCP: Last date is validated at 2025-11-26
[2025-11-27T20:26:58.710087] [INFO ] [LOCAL     ] MEGL: Saved forecast.
[2025-11-27T20:26:58.710170] [INFO ] [main      ] MEGL: Signal=1 (Conf=90.0%), Magnitude=-3.20% (Conf=68.5281%)
[2025-11-27T20:26:58.710599] [INFO ] [main      ] Fetching symbol history for FC...
[2025-11-27T20:26:58.710658] [DEBUG] [REMOTE    ] FC: Fetching historical data.
[2025-11-27T20:26:58.710651] [INFO ] [main      ] Progress: 368/1001 forecasts completed (36.8%). MEGL finished in 0.6s. ETA: 1m 46s. Rate: 359.09 forecasts/min
[2025-11-27T20:26:58.722173] [DEBUG] [REMOTE    ] FC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.723130] [DEBUG] [LOCAL     ] Loaded configuration for FC: 3 features, N/A% accuracy
[2025-11-27T20:26:58.723188] [INFO ] [LOCAL     ] FC: Loaded 3 optimal features with 61.96% confidence from JSON config
[2025-11-27T20:26:58.723231] [DEBUG] [MAG       ] Building data for symbol: FC with lookback: 0
[2025-11-27T20:26:58.724020] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:58.724087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:58.725767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:58.726274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:26:58.727645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.780697] [INFO ] [LOCAL     ] IPGP: Saved forecast.
[2025-11-27T20:26:58.780784] [INFO ] [main      ] IPGP: Signal=1 (Conf=90.0%), Magnitude=4.47% (Conf=53.2185%)
[2025-11-27T20:26:58.781138] [INFO ] [main      ] Fetching symbol history for SHEN...
[2025-11-27T20:26:58.781190] [DEBUG] [REMOTE    ] SHEN: Fetching historical data.
[2025-11-27T20:26:58.782649] [INFO ] [main      ] Progress: 369/1001 forecasts completed (36.9%). IPGP finished in 0.6s. ETA: 1m 45s. Rate: 359.64 forecasts/min
[2025-11-27T20:26:58.793127] [DEBUG] [REMOTE    ] SHEN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:58.794279] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 3 features, N/A% accuracy
[2025-11-27T20:26:58.794339] [INFO ] [LOCAL     ] SHEN: Loaded 3 optimal features with 67.68% confidence from JSON config
[2025-11-27T20:26:58.794375] [DEBUG] [MAG       ] Building data for symbol: SHEN with lookback: 0
[2025-11-27T20:26:58.795189] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:26:58.795258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:58.796996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:58.797529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:26:58.799259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:58.858803] [DEBUG] [MAG       ] BBCP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:58.990149] [INFO ] [LOCAL     ] BBCP: Saved forecast.
[2025-11-27T20:26:58.990355] [INFO ] [main      ] BBCP: Signal=1 (Conf=90.0%), Magnitude=2.35% (Conf=56.3402%)
[2025-11-27T20:26:58.990676] [INFO ] [main      ] Fetching symbol history for TD...
[2025-11-27T20:26:58.990793] [DEBUG] [REMOTE    ] TD: Fetching historical data.
[2025-11-27T20:26:58.991670] [INFO ] [main      ] Progress: 370/1001 forecasts completed (37.0%). BBCP finished in 0.7s. ETA: 1m 45s. Rate: 359.39 forecasts/min
[2025-11-27T20:26:59.003410] [DEBUG] [REMOTE    ] TD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.004456] [DEBUG] [LOCAL     ] Loaded configuration for TD: 5 features, N/A% accuracy
[2025-11-27T20:26:59.004521] [INFO ] [LOCAL     ] TD: Loaded 5 optimal features with 45.19% confidence from JSON config
[2025-11-27T20:26:59.004560] [DEBUG] [MAG       ] Building data for symbol: TD with lookback: 0
[2025-11-27T20:26:59.005356] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:59.005428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.010360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:26:59.019478] [DEBUG] [MAG       ] MOH: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.050345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:26:59.052606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:26:59.054754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:26:59.056025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.058099] [DEBUG] [MAG       ] FC: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.140285] [DEBUG] [MAG       ] SHEN: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.196010] [DEBUG] [MAG       ] MOH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.223289] [DEBUG] [MAG       ] FC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.303431] [INFO ] [LOCAL     ] FC: Saved forecast.
[2025-11-27T20:26:59.303516] [INFO ] [main      ] FC: Signal=1 (Conf=90.0%), Magnitude=7.58% (Conf=61.961%)
[2025-11-27T20:26:59.303700] [INFO ] [main      ] Fetching symbol history for BYD...
[2025-11-27T20:26:59.303752] [DEBUG] [REMOTE    ] BYD: Fetching historical data.
[2025-11-27T20:26:59.304040] [INFO ] [main      ] Progress: 371/1001 forecasts completed (37.1%). FC finished in 0.6s. ETA: 1m 45s. Rate: 358.55 forecasts/min
[2025-11-27T20:26:59.314766] [DEBUG] [REMOTE    ] BYD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.315807] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 4 features, N/A% accuracy
[2025-11-27T20:26:59.315874] [INFO ] [LOCAL     ] BYD: Loaded 4 optimal features with 41.62% confidence from JSON config
[2025-11-27T20:26:59.315914] [DEBUG] [MAG       ] Building data for symbol: BYD with lookback: 0
[2025-11-27T20:26:59.316716] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:26:59.316782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.321457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:59.323195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:59.323690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:59.324077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.347411] [INFO ] [LOCAL     ] MOH: Saved forecast.
[2025-11-27T20:26:59.347638] [INFO ] [main      ] MOH: Signal=1 (Conf=90.0%), Magnitude=3.22% (Conf=49.4823%)
[2025-11-27T20:26:59.348053] [INFO ] [main      ] Progress: 372/1001 forecasts completed (37.2%). MOH finished in 0.7s. ETA: 1m 45s. Rate: 359.26 forecasts/min
[2025-11-27T20:26:59.348268] [INFO ] [main      ] Fetching symbol history for ING...
[2025-11-27T20:26:59.348368] [DEBUG] [REMOTE    ] ING: Fetching historical data.
[2025-11-27T20:26:59.359523] [DEBUG] [REMOTE    ] ING: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.360618] [DEBUG] [LOCAL     ] Loaded configuration for ING: 7 features, N/A% accuracy
[2025-11-27T20:26:59.360730] [INFO ] [LOCAL     ] ING: Loaded 7 optimal features with 55.69% confidence from JSON config
[2025-11-27T20:26:59.360821] [DEBUG] [MAG       ] Building data for symbol: ING with lookback: 0
[2025-11-27T20:26:59.361649] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:26:59.361770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.366474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:26:59.368146] [DEBUG] [MAG       ] SHEN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.369468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:26:59.370174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:59.371890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:59.372395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:59.373495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:59.375493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.388768] [DEBUG] [MAG       ] TD: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.434829] [INFO ] [LOCAL     ] SHEN: Saved forecast.
[2025-11-27T20:26:59.434915] [INFO ] [main      ] SHEN: Signal=1 (Conf=90.0%), Magnitude=3.44% (Conf=67.6768%)
[2025-11-27T20:26:59.435367] [INFO ] [main      ] Fetching symbol history for BEN...
[2025-11-27T20:26:59.435422] [DEBUG] [REMOTE    ] BEN: Fetching historical data.
[2025-11-27T20:26:59.435685] [INFO ] [main      ] Progress: 373/1001 forecasts completed (37.3%). SHEN finished in 0.7s. ETA: 1m 45s. Rate: 359.72 forecasts/min
[2025-11-27T20:26:59.446961] [DEBUG] [REMOTE    ] BEN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.447913] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 5 features, N/A% accuracy
[2025-11-27T20:26:59.447974] [INFO ] [LOCAL     ] BEN: Loaded 5 optimal features with 60.74% confidence from JSON config
[2025-11-27T20:26:59.448008] [DEBUG] [MAG       ] Building data for symbol: BEN with lookback: 0
[2025-11-27T20:26:59.448817] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:59.448884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:59.450541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:59.451075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:59.451477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:59.452422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:59.502133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.564457] [DEBUG] [MAG       ] TD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.655700] [DEBUG] [MAG       ] BYD: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.666133] [INFO ] [LOCAL     ] TD: Saved forecast.
[2025-11-27T20:26:59.666233] [INFO ] [main      ] TD: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=45.1902%)
[2025-11-27T20:26:59.666450] [INFO ] [main      ] Fetching symbol history for BWIN...
[2025-11-27T20:26:59.666507] [DEBUG] [REMOTE    ] BWIN: Fetching historical data.
[2025-11-27T20:26:59.667661] [INFO ] [main      ] Progress: 374/1001 forecasts completed (37.4%). TD finished in 0.7s. ETA: 1m 45s. Rate: 359.35 forecasts/min
[2025-11-27T20:26:59.678931] [DEBUG] [REMOTE    ] BWIN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.680085] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 11 features, N/A% accuracy
[2025-11-27T20:26:59.680149] [INFO ] [LOCAL     ] BWIN: Loaded 11 optimal features with 70.13% confidence from JSON config
[2025-11-27T20:26:59.680186] [DEBUG] [MAG       ] Building data for symbol: BWIN with lookback: 0
[2025-11-27T20:26:59.681013] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:26:59.681089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.685905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:26:59.686731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:26:59.687630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:26:59.688657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:26:59.705533] [DEBUG] [MAG       ] ING: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.735598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:59.736467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:26:59.737132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:59.738894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:26:59.739361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:26:59.740423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:26:59.742358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.821505] [DEBUG] [MAG       ] BYD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.831281] [DEBUG] [MAG       ] BEN: Last date is validated at 2025-11-26
[2025-11-27T20:26:59.869040] [DEBUG] [MAG       ] ING: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:26:59.913708] [INFO ] [LOCAL     ] BYD: Saved forecast.
[2025-11-27T20:26:59.913809] [INFO ] [main      ] BYD: Signal=1 (Conf=90.0%), Magnitude=0.36% (Conf=41.621%)
[2025-11-27T20:26:59.914021] [INFO ] [main      ] Fetching symbol history for DTIL...
[2025-11-27T20:26:59.914076] [DEBUG] [REMOTE    ] DTIL: Fetching historical data.
[2025-11-27T20:26:59.915987] [INFO ] [main      ] Progress: 375/1001 forecasts completed (37.5%). BYD finished in 0.6s. ETA: 1m 45s. Rate: 358.88 forecasts/min
[2025-11-27T20:26:59.925070] [DEBUG] [REMOTE    ] DTIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.926473] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 2 features, N/A% accuracy
[2025-11-27T20:26:59.926538] [INFO ] [LOCAL     ] DTIL: Loaded 2 optimal features with 55.74% confidence from JSON config
[2025-11-27T20:26:59.926598] [DEBUG] [MAG       ] Building data for symbol: DTIL with lookback: 0
[2025-11-27T20:26:59.927364] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:26:59.927430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.932341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:26:59.933732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.943113] [INFO ] [LOCAL     ] ING: Saved forecast.
[2025-11-27T20:26:59.943318] [INFO ] [main      ] ING: Signal=1 (Conf=90.0%), Magnitude=0.90% (Conf=55.6873%)
[2025-11-27T20:26:59.943712] [INFO ] [main      ] Progress: 376/1001 forecasts completed (37.6%). ING finished in 0.6s. ETA: 1m 44s. Rate: 359.68 forecasts/min
[2025-11-27T20:26:59.943896] [INFO ] [main      ] Fetching symbol history for SOCL...
[2025-11-27T20:26:59.943992] [DEBUG] [REMOTE    ] SOCL: Fetching historical data.
[2025-11-27T20:26:59.954491] [DEBUG] [REMOTE    ] SOCL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:26:59.955730] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 5 features, N/A% accuracy
[2025-11-27T20:26:59.955844] [INFO ] [LOCAL     ] SOCL: Loaded 5 optimal features with 52.17% confidence from JSON config
[2025-11-27T20:26:59.955932] [DEBUG] [MAG       ] Building data for symbol: SOCL with lookback: 0
[2025-11-27T20:26:59.956763] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:26:59.956884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:26:59.961691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:26:59.963481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:26:59.964024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:26:59.964482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:26:59.965283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:26:59.997631] [DEBUG] [MAG       ] BEN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:00.070787] [INFO ] [LOCAL     ] BEN: Saved forecast.
[2025-11-27T20:27:00.070877] [INFO ] [main      ] BEN: Signal=1 (Conf=90.0%), Magnitude=3.85% (Conf=60.7351%)
[2025-11-27T20:27:00.071343] [INFO ] [main      ] Fetching symbol history for NKTX...
[2025-11-27T20:27:00.071400] [DEBUG] [REMOTE    ] NKTX: Fetching historical data.
[2025-11-27T20:27:00.071692] [INFO ] [main      ] Progress: 377/1001 forecasts completed (37.7%). BEN finished in 0.6s. ETA: 1m 44s. Rate: 359.90 forecasts/min
[2025-11-27T20:27:00.073991] [DEBUG] [MAG       ] BWIN: Last date is validated at 2025-11-26
[2025-11-27T20:27:00.084522] [DEBUG] [REMOTE    ] NKTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:00.085633] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 7 features, N/A% accuracy
[2025-11-27T20:27:00.085716] [INFO ] [LOCAL     ] NKTX: Loaded 7 optimal features with 63.97% confidence from JSON config
[2025-11-27T20:27:00.085961] [DEBUG] [MAG       ] Building data for symbol: NKTX with lookback: 0
[2025-11-27T20:27:00.086949] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:00.087024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:00.089398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:00.090324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:00.091129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:00.092338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:00.215954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:00.220626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:00.223549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:00.239824] [DEBUG] [MAG       ] BWIN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:00.265726] [DEBUG] [MAG       ] DTIL: Last date is validated at 2025-11-26
[2025-11-27T20:27:00.296023] [DEBUG] [MAG       ] SOCL: Last date is validated at 2025-11-26
[2025-11-27T20:27:00.333505] [INFO ] [LOCAL     ] BWIN: Saved forecast.
[2025-11-27T20:27:00.333624] [INFO ] [main      ] BWIN: Signal=1 (Conf=90.0%), Magnitude=-4.79% (Conf=70.1268%)
[2025-11-27T20:27:00.333991] [INFO ] [main      ] Fetching symbol history for AMZD...
[2025-11-27T20:27:00.334050] [DEBUG] [REMOTE    ] AMZD: Fetching historical data.
[2025-11-27T20:27:00.335657] [INFO ] [main      ] Progress: 378/1001 forecasts completed (37.8%). BWIN finished in 0.7s. ETA: 1m 44s. Rate: 359.35 forecasts/min
[2025-11-27T20:27:00.345114] [DEBUG] [REMOTE    ] AMZD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:00.346073] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 9 features, N/A% accuracy
[2025-11-27T20:27:00.346131] [INFO ] [LOCAL     ] AMZD: Loaded 9 optimal features with 56.97% confidence from JSON config
[2025-11-27T20:27:00.346165] [DEBUG] [MAG       ] Building data for symbol: AMZD with lookback: 0
[2025-11-27T20:27:00.346955] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:00.347025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:00.351768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:00.353498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:00.353973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:00.354399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:00.354797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:00.355513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:00.356298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:00.448411] [DEBUG] [MAG       ] DTIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:00.466820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:00.466820] [DEBUG] [MAG       ] SOCL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:00.469019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:00.523943] [INFO ] [LOCAL     ] DTIL: Saved forecast.
[2025-11-27T20:27:00.524029] [INFO ] [main      ] DTIL: Signal=1 (Conf=90.0%), Magnitude=4.33% (Conf=55.7434%)
[2025-11-27T20:27:00.524206] [INFO ] [main      ] Fetching symbol history for SAFE...
[2025-11-27T20:27:00.524253] [DEBUG] [REMOTE    ] SAFE: Fetching historical data.
[2025-11-27T20:27:00.524849] [INFO ] [main      ] Progress: 379/1001 forecasts completed (37.9%). DTIL finished in 0.6s. ETA: 1m 44s. Rate: 359.22 forecasts/min
[2025-11-27T20:27:00.535839] [DEBUG] [REMOTE    ] SAFE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:00.536864] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 3 features, N/A% accuracy
[2025-11-27T20:27:00.536929] [INFO ] [LOCAL     ] SAFE: Loaded 3 optimal features with 54.64% confidence from JSON config
[2025-11-27T20:27:00.536964] [DEBUG] [MAG       ] Building data for symbol: SAFE with lookback: 0
[2025-11-27T20:27:00.537796] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:00.537866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:00.542877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:00.544166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:00.546650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:00.585677] [DEBUG] [MAG       ] NKTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:00.649389] [INFO ] [LOCAL     ] SOCL: Saved forecast.
[2025-11-27T20:27:00.649608] [INFO ] [main      ] SOCL: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=52.1701%)
[2025-11-27T20:27:00.651661] [INFO ] [main      ] Fetching symbol history for AMPL...
[2025-11-27T20:27:00.651729] [DEBUG] [REMOTE    ] AMPL: Fetching historical data.
[2025-11-27T20:27:00.652700] [INFO ] [main      ] Progress: 380/1001 forecasts completed (38.0%). SOCL finished in 0.7s. ETA: 1m 44s. Rate: 359.44 forecasts/min
[2025-11-27T20:27:00.670746] [DEBUG] [REMOTE    ] AMPL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:00.673557] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 3 features, N/A% accuracy
[2025-11-27T20:27:00.673691] [INFO ] [LOCAL     ] AMPL: Loaded 3 optimal features with 54.27% confidence from JSON config
[2025-11-27T20:27:00.673781] [DEBUG] [MAG       ] Building data for symbol: AMPL with lookback: 0
[2025-11-27T20:27:00.674675] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:00.676658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:00.687713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:00.689643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:00.717757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:00.806983] [DEBUG] [MAG       ] NKTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:00.889142] [INFO ] [LOCAL     ] NKTX: Saved forecast.
[2025-11-27T20:27:00.889230] [INFO ] [main      ] NKTX: Signal=1 (Conf=90.0%), Magnitude=0.45% (Conf=63.9722%)
[2025-11-27T20:27:00.889642] [INFO ] [main      ] Progress: 381/1001 forecasts completed (38.1%). NKTX finished in 0.8s. ETA: 1m 44s. Rate: 359.05 forecasts/min
[2025-11-27T20:27:00.889980] [INFO ] [main      ] Fetching symbol history for DUKB...
[2025-11-27T20:27:00.890120] [DEBUG] [REMOTE    ] DUKB: Fetching historical data.
[2025-11-27T20:27:00.907955] [DEBUG] [REMOTE    ] DUKB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:00.909304] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, N/A% accuracy
[2025-11-27T20:27:00.909436] [INFO ] [LOCAL     ] DUKB: Loaded 2 optimal features with 44.28% confidence from JSON config
[2025-11-27T20:27:00.909532] [DEBUG] [MAG       ] Building data for symbol: DUKB with lookback: 0
[2025-11-27T20:27:00.910496] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:00.910666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:00.915194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:00.920755] [DEBUG] [MAG       ] AMZD: Last date is validated at 2025-11-26
[2025-11-27T20:27:00.949414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.083218] [DEBUG] [MAG       ] SAFE: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.089617] [DEBUG] [MAG       ] AMZD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:01.163351] [DEBUG] [MAG       ] AMPL: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.169790] [INFO ] [LOCAL     ] AMZD: Saved forecast.
[2025-11-27T20:27:01.169874] [INFO ] [main      ] AMZD: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=56.9688%)
[2025-11-27T20:27:01.170037] [INFO ] [main      ] Fetching symbol history for JELD...
[2025-11-27T20:27:01.170083] [DEBUG] [REMOTE    ] JELD: Fetching historical data.
[2025-11-27T20:27:01.171071] [INFO ] [main      ] Progress: 382/1001 forecasts completed (38.2%). AMZD finished in 0.8s. ETA: 1m 44s. Rate: 358.41 forecasts/min
[2025-11-27T20:27:01.186740] [DEBUG] [REMOTE    ] JELD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:01.187707] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 7 features, N/A% accuracy
[2025-11-27T20:27:01.187771] [INFO ] [LOCAL     ] JELD: Loaded 7 optimal features with 56.55% confidence from JSON config
[2025-11-27T20:27:01.187807] [DEBUG] [MAG       ] Building data for symbol: JELD with lookback: 0
[2025-11-27T20:27:01.188616] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:01.188697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:01.190382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:01.190922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:01.191326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:01.195564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:01.196753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:01.198880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:01.201707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.273483] [DEBUG] [MAG       ] SAFE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:01.333449] [DEBUG] [MAG       ] AMPL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:01.344306] [INFO ] [LOCAL     ] SAFE: Saved forecast.
[2025-11-27T20:27:01.344393] [INFO ] [main      ] SAFE: Signal=1 (Conf=90.0%), Magnitude=5.31% (Conf=54.6429%)
[2025-11-27T20:27:01.344790] [INFO ] [main      ] Progress: 383/1001 forecasts completed (38.3%). SAFE finished in 0.8s. ETA: 1m 43s. Rate: 358.37 forecasts/min
[2025-11-27T20:27:01.344935] [INFO ] [main      ] Fetching symbol history for EG...
[2025-11-27T20:27:01.344990] [DEBUG] [REMOTE    ] EG: Fetching historical data.
[2025-11-27T20:27:01.356231] [DEBUG] [REMOTE    ] EG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:01.357381] [DEBUG] [LOCAL     ] Loaded configuration for EG: 3 features, N/A% accuracy
[2025-11-27T20:27:01.357495] [INFO ] [LOCAL     ] EG: Loaded 3 optimal features with 56.48% confidence from JSON config
[2025-11-27T20:27:01.357605] [DEBUG] [MAG       ] Building data for symbol: EG with lookback: 0
[2025-11-27T20:27:01.358449] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:01.358586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:01.363307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:01.364175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:01.365771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.419971] [DEBUG] [MAG       ] DUKB: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.497647] [INFO ] [LOCAL     ] AMPL: Saved forecast.
[2025-11-27T20:27:01.497734] [INFO ] [main      ] AMPL: Signal=1 (Conf=90.0%), Magnitude=-0.04% (Conf=54.2686%)
[2025-11-27T20:27:01.498188] [INFO ] [main      ] Fetching symbol history for STKH...
[2025-11-27T20:27:01.498243] [DEBUG] [REMOTE    ] STKH: Fetching historical data.
[2025-11-27T20:27:01.498699] [INFO ] [main      ] Progress: 384/1001 forecasts completed (38.4%). AMPL finished in 0.8s. ETA: 1m 43s. Rate: 358.45 forecasts/min
[2025-11-27T20:27:01.509392] [DEBUG] [REMOTE    ] STKH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:01.510465] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, N/A% accuracy
[2025-11-27T20:27:01.510527] [INFO ] [LOCAL     ] STKH: Loaded 5 optimal features with 33.49% confidence from JSON config
[2025-11-27T20:27:01.510599] [DEBUG] [MAG       ] Building data for symbol: STKH with lookback: 0
[2025-11-27T20:27:01.511384] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:01.511453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:01.516544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:01.518403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:01.518948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:01.519344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:01.520123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.536320] [DEBUG] [MAG       ] JELD: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.610151] [DEBUG] [MAG       ] DUKB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:01.672342] [INFO ] [LOCAL     ] DUKB: Saved forecast.
[2025-11-27T20:27:01.672430] [INFO ] [main      ] DUKB: Signal=1 (Conf=90.0%), Magnitude=-0.12% (Conf=44.2832%)
[2025-11-27T20:27:01.672613] [INFO ] [main      ] Fetching symbol history for SKLZ...
[2025-11-27T20:27:01.672700] [DEBUG] [REMOTE    ] SKLZ: Fetching historical data.
[2025-11-27T20:27:01.673726] [INFO ] [main      ] Progress: 385/1001 forecasts completed (38.5%). DUKB finished in 0.8s. ETA: 1m 43s. Rate: 358.40 forecasts/min
[2025-11-27T20:27:01.684142] [DEBUG] [REMOTE    ] SKLZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:01.685208] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 2 features, N/A% accuracy
[2025-11-27T20:27:01.685319] [INFO ] [LOCAL     ] SKLZ: Loaded 2 optimal features with 44.88% confidence from JSON config
[2025-11-27T20:27:01.685410] [DEBUG] [MAG       ] Building data for symbol: SKLZ with lookback: 0
[2025-11-27T20:27:01.686280] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:01.686404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:01.691329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:01.692373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.703446] [DEBUG] [MAG       ] JELD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:01.725749] [DEBUG] [MAG       ] EG: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.782105] [INFO ] [LOCAL     ] JELD: Saved forecast.
[2025-11-27T20:27:01.782197] [INFO ] [main      ] JELD: Signal=1 (Conf=90.0%), Magnitude=-5.07% (Conf=56.5528%)
[2025-11-27T20:27:01.782597] [INFO ] [main      ] Fetching symbol history for CGON...
[2025-11-27T20:27:01.782653] [DEBUG] [REMOTE    ] CGON: Fetching historical data.
[2025-11-27T20:27:01.782642] [INFO ] [main      ] Progress: 386/1001 forecasts completed (38.6%). JELD finished in 0.6s. ETA: 1m 43s. Rate: 358.73 forecasts/min
[2025-11-27T20:27:01.794363] [DEBUG] [REMOTE    ] CGON: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:01.795662] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 1 features, N/A% accuracy
[2025-11-27T20:27:01.795726] [INFO ] [LOCAL     ] CGON: Loaded 1 optimal features with 49.72% confidence from JSON config
[2025-11-27T20:27:01.795762] [DEBUG] [MAG       ] Building data for symbol: CGON with lookback: 0
[2025-11-27T20:27:01.796536] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:01.796626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:01.799048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:01.853721] [DEBUG] [MAG       ] STKH: Last date is validated at 2025-11-26
[2025-11-27T20:27:01.905355] [DEBUG] [MAG       ] EG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.019525] [DEBUG] [MAG       ] STKH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.030111] [DEBUG] [MAG       ] SKLZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.042364] [INFO ] [LOCAL     ] EG: Saved forecast.
[2025-11-27T20:27:02.042453] [INFO ] [main      ] EG: Signal=1 (Conf=90.0%), Magnitude=0.27% (Conf=56.4812%)
[2025-11-27T20:27:02.042947] [INFO ] [main      ] Fetching symbol history for HOG...
[2025-11-27T20:27:02.043004] [DEBUG] [REMOTE    ] HOG: Fetching historical data.
[2025-11-27T20:27:02.043663] [INFO ] [main      ] Progress: 387/1001 forecasts completed (38.7%). EG finished in 0.7s. ETA: 1m 43s. Rate: 358.21 forecasts/min
[2025-11-27T20:27:02.054455] [DEBUG] [REMOTE    ] HOG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.055329] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 6 features, N/A% accuracy
[2025-11-27T20:27:02.055388] [INFO ] [LOCAL     ] HOG: Loaded 6 optimal features with 59.38% confidence from JSON config
[2025-11-27T20:27:02.055424] [DEBUG] [MAG       ] Building data for symbol: HOG with lookback: 0
[2025-11-27T20:27:02.056215] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:02.056286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:02.061087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:02.062842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:02.063316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:02.100261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:02.101275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:02.102894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.127054] [INFO ] [LOCAL     ] STKH: Saved forecast.
[2025-11-27T20:27:02.127139] [INFO ] [main      ] STKH: Signal=1 (Conf=90.0%), Magnitude=-6.34% (Conf=33.4887%)
[2025-11-27T20:27:02.127295] [INFO ] [main      ] Fetching symbol history for ASA...
[2025-11-27T20:27:02.127341] [DEBUG] [REMOTE    ] ASA: Fetching historical data.
[2025-11-27T20:27:02.128011] [INFO ] [main      ] Progress: 388/1001 forecasts completed (38.8%). STKH finished in 0.6s. ETA: 1m 43s. Rate: 358.67 forecasts/min
[2025-11-27T20:27:02.132275] [DEBUG] [MAG       ] CGON: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.139015] [DEBUG] [REMOTE    ] ASA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.139956] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 8 features, N/A% accuracy
[2025-11-27T20:27:02.140070] [INFO ] [LOCAL     ] ASA: Loaded 8 optimal features with 56.00% confidence from JSON config
[2025-11-27T20:27:02.140159] [DEBUG] [MAG       ] Building data for symbol: ASA with lookback: 0
[2025-11-27T20:27:02.140994] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:02.141117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:02.142875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:02.143450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:02.143994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:02.144993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:02.195648] [DEBUG] [MAG       ] SKLZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.257564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:02.258092] [INFO ] [LOCAL     ] SKLZ: Saved forecast.
[2025-11-27T20:27:02.258195] [INFO ] [main      ] SKLZ: Signal=1 (Conf=90.0%), Magnitude=4.88% (Conf=44.8838%)
[2025-11-27T20:27:02.258559] [INFO ] [main      ] Fetching symbol history for NVDD...
[2025-11-27T20:27:02.258639] [DEBUG] [REMOTE    ] NVDD: Fetching historical data.
[2025-11-27T20:27:02.258688] [INFO ] [main      ] Progress: 389/1001 forecasts completed (38.9%). SKLZ finished in 0.6s. ETA: 1m 42s. Rate: 358.87 forecasts/min
[2025-11-27T20:27:02.259077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:02.259779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:02.262687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.269862] [DEBUG] [REMOTE    ] NVDD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.270832] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 5 features, N/A% accuracy
[2025-11-27T20:27:02.270895] [INFO ] [LOCAL     ] NVDD: Loaded 5 optimal features with 76.28% confidence from JSON config
[2025-11-27T20:27:02.270930] [DEBUG] [MAG       ] Building data for symbol: NVDD with lookback: 0
[2025-11-27T20:27:02.271712] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:02.271776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:02.276558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:02.277607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:02.280034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:02.281724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:02.282471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.301138] [DEBUG] [MAG       ] CGON: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.396941] [INFO ] [LOCAL     ] CGON: Saved forecast.
[2025-11-27T20:27:02.397024] [INFO ] [main      ] CGON: Signal=1 (Conf=90.0%), Magnitude=2.68% (Conf=49.7247%)
[2025-11-27T20:27:02.397177] [INFO ] [main      ] Fetching symbol history for CVEO...
[2025-11-27T20:27:02.397222] [DEBUG] [REMOTE    ] CVEO: Fetching historical data.
[2025-11-27T20:27:02.398652] [INFO ] [main      ] Progress: 390/1001 forecasts completed (39.0%). CGON finished in 0.6s. ETA: 1m 42s. Rate: 359.02 forecasts/min
[2025-11-27T20:27:02.408031] [DEBUG] [REMOTE    ] CVEO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.409057] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 2 features, N/A% accuracy
[2025-11-27T20:27:02.409118] [INFO ] [LOCAL     ] CVEO: Loaded 2 optimal features with 53.43% confidence from JSON config
[2025-11-27T20:27:02.409153] [DEBUG] [MAG       ] Building data for symbol: CVEO with lookback: 0
[2025-11-27T20:27:02.409953] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:02.410018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:02.414736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:02.415687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.437397] [DEBUG] [MAG       ] HOG: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.593844] [DEBUG] [MAG       ] ASA: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.612521] [DEBUG] [MAG       ] HOG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.613369] [DEBUG] [MAG       ] NVDD: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.701153] [INFO ] [LOCAL     ] HOG: Saved forecast.
[2025-11-27T20:27:02.701239] [INFO ] [main      ] HOG: Signal=1 (Conf=90.0%), Magnitude=1.95% (Conf=59.3805%)
[2025-11-27T20:27:02.701397] [INFO ] [main      ] Fetching symbol history for GSHD...
[2025-11-27T20:27:02.701441] [DEBUG] [REMOTE    ] GSHD: Fetching historical data.
[2025-11-27T20:27:02.702659] [INFO ] [main      ] Progress: 391/1001 forecasts completed (39.1%). HOG finished in 0.7s. ETA: 1m 42s. Rate: 358.27 forecasts/min
[2025-11-27T20:27:02.713689] [DEBUG] [REMOTE    ] GSHD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.714752] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 5 features, N/A% accuracy
[2025-11-27T20:27:02.714817] [INFO ] [LOCAL     ] GSHD: Loaded 5 optimal features with 66.09% confidence from JSON config
[2025-11-27T20:27:02.714861] [DEBUG] [MAG       ] Building data for symbol: GSHD with lookback: 0
[2025-11-27T20:27:02.715690] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:02.715761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:02.717417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:02.718017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:02.745922] [DEBUG] [MAG       ] CVEO: Last date is validated at 2025-11-26
[2025-11-27T20:27:02.767494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:02.769569] [DEBUG] [MAG       ] ASA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.769736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:02.770757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.778223] [DEBUG] [MAG       ] NVDD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:02.857706] [INFO ] [LOCAL     ] ASA: Saved forecast.
[2025-11-27T20:27:02.857813] [INFO ] [main      ] ASA: Signal=1 (Conf=90.0%), Magnitude=1.48% (Conf=55.9998%)
[2025-11-27T20:27:02.857979] [INFO ] [main      ] Fetching symbol history for AG...
[2025-11-27T20:27:02.858035] [DEBUG] [REMOTE    ] AG: Fetching historical data.
[2025-11-27T20:27:02.858339] [INFO ] [main      ] Progress: 392/1001 forecasts completed (39.2%). ASA finished in 0.7s. ETA: 1m 42s. Rate: 358.33 forecasts/min
[2025-11-27T20:27:02.869484] [DEBUG] [REMOTE    ] AG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.870324] [DEBUG] [LOCAL     ] Loaded configuration for AG: 4 features, N/A% accuracy
[2025-11-27T20:27:02.870485] [INFO ] [LOCAL     ] AG: Loaded 4 optimal features with 56.69% confidence from JSON config
[2025-11-27T20:27:02.870561] [DEBUG] [MAG       ] Building data for symbol: AG with lookback: 0
[2025-11-27T20:27:02.871365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:02.871485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:02.873201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:02.873783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:02.874227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:02.875047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.882624] [INFO ] [LOCAL     ] NVDD: Saved forecast.
[2025-11-27T20:27:02.882709] [INFO ] [main      ] NVDD: Signal=1 (Conf=90.0%), Magnitude=-1.73% (Conf=76.28%)
[2025-11-27T20:27:02.883085] [INFO ] [main      ] Fetching symbol history for BAP...
[2025-11-27T20:27:02.883147] [DEBUG] [REMOTE    ] BAP: Fetching historical data.
[2025-11-27T20:27:02.883724] [INFO ] [main      ] Progress: 393/1001 forecasts completed (39.3%). NVDD finished in 0.6s. ETA: 1m 42s. Rate: 359.11 forecasts/min
[2025-11-27T20:27:02.894291] [DEBUG] [REMOTE    ] BAP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:02.895129] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 10 features, N/A% accuracy
[2025-11-27T20:27:02.895193] [INFO ] [LOCAL     ] BAP: Loaded 10 optimal features with 50.15% confidence from JSON config
[2025-11-27T20:27:02.895229] [DEBUG] [MAG       ] Building data for symbol: BAP with lookback: 0
[2025-11-27T20:27:02.896005] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:02.896074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:02.900807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:02.902528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:02.903027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:02.903414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:02.904329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:02.905004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:02.906079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:02.907207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:02.907714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:02.909647] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:02.975512] [DEBUG] [MAG       ] CVEO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.061299] [INFO ] [LOCAL     ] CVEO: Saved forecast.
[2025-11-27T20:27:03.061399] [INFO ] [main      ] CVEO: Signal=1 (Conf=90.0%), Magnitude=2.20% (Conf=53.4251%)
[2025-11-27T20:27:03.061813] [INFO ] [main      ] Fetching symbol history for SCM...
[2025-11-27T20:27:03.061874] [DEBUG] [REMOTE    ] SCM: Fetching historical data.
[2025-11-27T20:27:03.062654] [INFO ] [main      ] Progress: 394/1001 forecasts completed (39.4%). CVEO finished in 0.7s. ETA: 1m 41s. Rate: 359.04 forecasts/min
[2025-11-27T20:27:03.076061] [DEBUG] [REMOTE    ] SCM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.076892] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 7 features, N/A% accuracy
[2025-11-27T20:27:03.076964] [INFO ] [LOCAL     ] SCM: Loaded 7 optimal features with 59.74% confidence from JSON config
[2025-11-27T20:27:03.077015] [DEBUG] [MAG       ] Building data for symbol: SCM with lookback: 0
[2025-11-27T20:27:03.077982] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:03.078074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:03.080034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:03.080746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:03.081267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:03.097498] [DEBUG] [MAG       ] GSHD: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.164692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:03.169818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:03.172208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:03.173379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:03.200690] [DEBUG] [MAG       ] AG: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.235142] [DEBUG] [MAG       ] BAP: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.260979] [DEBUG] [MAG       ] GSHD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.362859] [DEBUG] [MAG       ] AG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.365672] [INFO ] [LOCAL     ] GSHD: Saved forecast.
[2025-11-27T20:27:03.365759] [INFO ] [main      ] GSHD: Signal=1 (Conf=90.0%), Magnitude=1.83% (Conf=66.095%)
[2025-11-27T20:27:03.365915] [INFO ] [main      ] Fetching symbol history for ASTL...
[2025-11-27T20:27:03.365961] [DEBUG] [REMOTE    ] ASTL: Fetching historical data.
[2025-11-27T20:27:03.367648] [INFO ] [main      ] Progress: 395/1001 forecasts completed (39.5%). GSHD finished in 0.7s. ETA: 1m 41s. Rate: 358.30 forecasts/min
[2025-11-27T20:27:03.377133] [DEBUG] [REMOTE    ] ASTL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.378016] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 2 features, N/A% accuracy
[2025-11-27T20:27:03.378076] [INFO ] [LOCAL     ] ASTL: Loaded 2 optimal features with 56.31% confidence from JSON config
[2025-11-27T20:27:03.378110] [DEBUG] [MAG       ] Building data for symbol: ASTL with lookback: 0
[2025-11-27T20:27:03.378909] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:03.378975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:03.379716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:03.380345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:03.402933] [DEBUG] [MAG       ] BAP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.429741] [INFO ] [LOCAL     ] AG: Saved forecast.
[2025-11-27T20:27:03.429924] [INFO ] [main      ] AG: Signal=1 (Conf=90.0%), Magnitude=14.05% (Conf=56.69%)
[2025-11-27T20:27:03.430144] [INFO ] [main      ] Fetching symbol history for RARE...
[2025-11-27T20:27:03.430279] [DEBUG] [REMOTE    ] RARE: Fetching historical data.
[2025-11-27T20:27:03.430533] [INFO ] [main      ] Progress: 396/1001 forecasts completed (39.6%). AG finished in 0.6s. ETA: 1m 41s. Rate: 358.86 forecasts/min
[2025-11-27T20:27:03.442133] [DEBUG] [REMOTE    ] RARE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.443127] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 8 features, N/A% accuracy
[2025-11-27T20:27:03.443248] [INFO ] [LOCAL     ] RARE: Loaded 8 optimal features with 56.29% confidence from JSON config
[2025-11-27T20:27:03.443339] [DEBUG] [MAG       ] Building data for symbol: RARE with lookback: 0
[2025-11-27T20:27:03.444177] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:03.444299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:03.446033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:03.446620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:03.447066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:03.448762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:03.449608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:03.450870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:03.451651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:03.452839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:03.521565] [INFO ] [LOCAL     ] BAP: Saved forecast.
[2025-11-27T20:27:03.521666] [INFO ] [main      ] BAP: Signal=1 (Conf=90.0%), Magnitude=1.19% (Conf=50.152%)
[2025-11-27T20:27:03.522030] [INFO ] [main      ] Fetching symbol history for KBWD...
[2025-11-27T20:27:03.522089] [DEBUG] [REMOTE    ] KBWD: Fetching historical data.
[2025-11-27T20:27:03.522685] [INFO ] [main      ] Progress: 397/1001 forecasts completed (39.7%). BAP finished in 0.6s. ETA: 1m 41s. Rate: 359.27 forecasts/min
[2025-11-27T20:27:03.533640] [DEBUG] [REMOTE    ] KBWD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.534654] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, N/A% accuracy
[2025-11-27T20:27:03.534717] [INFO ] [LOCAL     ] KBWD: Loaded 3 optimal features with 61.77% confidence from JSON config
[2025-11-27T20:27:03.534752] [DEBUG] [MAG       ] Building data for symbol: KBWD with lookback: 0
[2025-11-27T20:27:03.534794] [DEBUG] [MAG       ] SCM: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.535510] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:03.535621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:03.537310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:03.538286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:03.540808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:03.712558] [DEBUG] [MAG       ] ASTL: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.719637] [DEBUG] [MAG       ] SCM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.781493] [DEBUG] [MAG       ] RARE: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.785054] [INFO ] [LOCAL     ] SCM: Saved forecast.
[2025-11-27T20:27:03.785149] [INFO ] [main      ] SCM: Signal=1 (Conf=90.0%), Magnitude=-1.34% (Conf=59.7414%)
[2025-11-27T20:27:03.785596] [INFO ] [main      ] Fetching symbol history for FOXA...
[2025-11-27T20:27:03.785660] [DEBUG] [REMOTE    ] FOXA: Fetching historical data.
[2025-11-27T20:27:03.785651] [INFO ] [main      ] Progress: 398/1001 forecasts completed (39.8%). SCM finished in 0.7s. ETA: 1m 41s. Rate: 358.75 forecasts/min
[2025-11-27T20:27:03.798044] [DEBUG] [REMOTE    ] FOXA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.799159] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 9 features, N/A% accuracy
[2025-11-27T20:27:03.799223] [INFO ] [LOCAL     ] FOXA: Loaded 9 optimal features with 53.31% confidence from JSON config
[2025-11-27T20:27:03.799259] [DEBUG] [MAG       ] Building data for symbol: FOXA with lookback: 0
[2025-11-27T20:27:03.800078] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:03.800160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:03.805313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:03.807203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:03.807765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:03.808277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:03.808773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:03.811226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:03.812142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:03.813827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:03.817854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:03.878237] [DEBUG] [MAG       ] KBWD: Last date is validated at 2025-11-26
[2025-11-27T20:27:03.878568] [DEBUG] [MAG       ] ASTL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.938523] [INFO ] [LOCAL     ] ASTL: Saved forecast.
[2025-11-27T20:27:03.938764] [INFO ] [main      ] ASTL: Signal=1 (Conf=90.0%), Magnitude=11.41% (Conf=56.3068%)
[2025-11-27T20:27:03.939203] [INFO ] [main      ] Fetching symbol history for HYXF...
[2025-11-27T20:27:03.939311] [DEBUG] [REMOTE    ] HYXF: Fetching historical data.
[2025-11-27T20:27:03.939656] [INFO ] [main      ] Progress: 399/1001 forecasts completed (39.9%). ASTL finished in 0.6s. ETA: 1m 41s. Rate: 358.82 forecasts/min
[2025-11-27T20:27:03.947519] [DEBUG] [MAG       ] RARE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:03.949719] [DEBUG] [REMOTE    ] HYXF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:03.950786] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 4 features, N/A% accuracy
[2025-11-27T20:27:03.950847] [INFO ] [LOCAL     ] HYXF: Loaded 4 optimal features with 41.59% confidence from JSON config
[2025-11-27T20:27:03.950881] [DEBUG] [MAG       ] Building data for symbol: HYXF with lookback: 0
[2025-11-27T20:27:03.951645] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:03.951712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:03.956395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:03.957213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:03.959193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:03.960923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.038718] [INFO ] [LOCAL     ] RARE: Saved forecast.
[2025-11-27T20:27:04.038924] [INFO ] [main      ] RARE: Signal=1 (Conf=90.0%), Magnitude=4.37% (Conf=56.2885%)
[2025-11-27T20:27:04.039175] [INFO ] [main      ] Fetching symbol history for DRLL...
[2025-11-27T20:27:04.039280] [DEBUG] [REMOTE    ] DRLL: Fetching historical data.
[2025-11-27T20:27:04.040019] [INFO ] [main      ] Progress: 400/1001 forecasts completed (40.0%). RARE finished in 0.6s. ETA: 1m 40s. Rate: 359.18 forecasts/min
[2025-11-27T20:27:04.045921] [DEBUG] [MAG       ] KBWD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:04.051454] [DEBUG] [REMOTE    ] DRLL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.052521] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 3 features, N/A% accuracy
[2025-11-27T20:27:04.052652] [INFO ] [LOCAL     ] DRLL: Loaded 3 optimal features with 55.38% confidence from JSON config
[2025-11-27T20:27:04.052742] [DEBUG] [MAG       ] Building data for symbol: DRLL with lookback: 0
[2025-11-27T20:27:04.053542] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:04.053677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:04.054456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:04.056550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:04.057811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.104437] [INFO ] [LOCAL     ] KBWD: Saved forecast.
[2025-11-27T20:27:04.104524] [INFO ] [main      ] KBWD: Signal=1 (Conf=90.0%), Magnitude=3.24% (Conf=61.7668%)
[2025-11-27T20:27:04.104916] [INFO ] [main      ] Fetching symbol history for GSL...
[2025-11-27T20:27:04.104978] [DEBUG] [REMOTE    ] GSL: Fetching historical data.
[2025-11-27T20:27:04.105681] [INFO ] [main      ] Progress: 401/1001 forecasts completed (40.1%). KBWD finished in 0.6s. ETA: 1m 40s. Rate: 359.72 forecasts/min
[2025-11-27T20:27:04.116131] [DEBUG] [REMOTE    ] GSL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.117312] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 2 features, N/A% accuracy
[2025-11-27T20:27:04.117377] [INFO ] [LOCAL     ] GSL: Loaded 2 optimal features with 49.41% confidence from JSON config
[2025-11-27T20:27:04.117413] [DEBUG] [MAG       ] Building data for symbol: GSL with lookback: 0
[2025-11-27T20:27:04.118220] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:04.118286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:04.123026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:04.124714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.173816] [DEBUG] [MAG       ] FOXA: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.289376] [DEBUG] [MAG       ] HYXF: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.336624] [DEBUG] [MAG       ] FOXA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:04.391708] [DEBUG] [MAG       ] DRLL: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.425146] [INFO ] [LOCAL     ] FOXA: Saved forecast.
[2025-11-27T20:27:04.425229] [INFO ] [main      ] FOXA: Signal=1 (Conf=90.0%), Magnitude=0.56% (Conf=53.3053%)
[2025-11-27T20:27:04.425389] [INFO ] [main      ] Fetching symbol history for HPF...
[2025-11-27T20:27:04.425434] [DEBUG] [REMOTE    ] HPF: Fetching historical data.
[2025-11-27T20:27:04.426660] [INFO ] [main      ] Progress: 402/1001 forecasts completed (40.2%). FOXA finished in 0.6s. ETA: 1m 40s. Rate: 358.90 forecasts/min
[2025-11-27T20:27:04.436559] [DEBUG] [REMOTE    ] HPF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.437734] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 8 features, N/A% accuracy
[2025-11-27T20:27:04.437795] [INFO ] [LOCAL     ] HPF: Loaded 8 optimal features with 56.59% confidence from JSON config
[2025-11-27T20:27:04.437828] [DEBUG] [MAG       ] Building data for symbol: HPF with lookback: 0
[2025-11-27T20:27:04.438677] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:04.438745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:04.443358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:04.444175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:04.446424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:04.447212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:04.449210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:04.449940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:04.452639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:04.452597] [DEBUG] [MAG       ] HYXF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:04.453351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.464603] [DEBUG] [MAG       ] GSL: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.512189] [INFO ] [LOCAL     ] HYXF: Saved forecast.
[2025-11-27T20:27:04.512273] [INFO ] [main      ] HYXF: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=41.5907%)
[2025-11-27T20:27:04.512426] [INFO ] [main      ] Fetching symbol history for GSBC...
[2025-11-27T20:27:04.512471] [DEBUG] [REMOTE    ] GSBC: Fetching historical data.
[2025-11-27T20:27:04.513663] [INFO ] [main      ] Progress: 403/1001 forecasts completed (40.3%). HYXF finished in 0.6s. ETA: 1m 40s. Rate: 359.33 forecasts/min
[2025-11-27T20:27:04.524126] [DEBUG] [REMOTE    ] GSBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.525250] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 7 features, N/A% accuracy
[2025-11-27T20:27:04.525311] [INFO ] [LOCAL     ] GSBC: Loaded 7 optimal features with 53.93% confidence from JSON config
[2025-11-27T20:27:04.525346] [DEBUG] [MAG       ] Building data for symbol: GSBC with lookback: 0
[2025-11-27T20:27:04.526273] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:04.526343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:04.531160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:04.532981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:04.533459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:04.533865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:04.534720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:04.536472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:04.537454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.566028] [DEBUG] [MAG       ] DRLL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:04.633776] [DEBUG] [MAG       ] GSL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:04.705673] [INFO ] [LOCAL     ] GSL: Saved forecast.
[2025-11-27T20:27:04.705762] [INFO ] [main      ] GSL: Signal=1 (Conf=90.0%), Magnitude=-3.62% (Conf=49.4084%)
[2025-11-27T20:27:04.706101] [INFO ] [main      ] Fetching symbol history for AVK...
[2025-11-27T20:27:04.706180] [DEBUG] [REMOTE    ] AVK: Fetching historical data.
[2025-11-27T20:27:04.706175] [INFO ] [main      ] Progress: 404/1001 forecasts completed (40.4%). GSL finished in 0.6s. ETA: 1m 40s. Rate: 359.19 forecasts/min
[2025-11-27T20:27:04.717409] [DEBUG] [REMOTE    ] AVK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.718595] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 1 features, N/A% accuracy
[2025-11-27T20:27:04.718663] [INFO ] [LOCAL     ] AVK: Loaded 1 optimal features with 46.06% confidence from JSON config
[2025-11-27T20:27:04.718698] [DEBUG] [MAG       ] Building data for symbol: AVK with lookback: 0
[2025-11-27T20:27:04.719492] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:04.719558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:04.722488] [INFO ] [LOCAL     ] DRLL: Saved forecast.
[2025-11-27T20:27:04.722686] [INFO ] [main      ] DRLL: Signal=1 (Conf=90.0%), Magnitude=-0.91% (Conf=55.3794%)
[2025-11-27T20:27:04.722944] [INFO ] [main      ] Fetching symbol history for SATS...
[2025-11-27T20:27:04.723050] [DEBUG] [REMOTE    ] SATS: Fetching historical data.
[2025-11-27T20:27:04.723959] [INFO ] [main      ] Progress: 405/1001 forecasts completed (40.5%). DRLL finished in 0.7s. ETA: 1m 39s. Rate: 359.98 forecasts/min
[2025-11-27T20:27:04.724605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.736722] [DEBUG] [REMOTE    ] SATS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:04.737859] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 6 features, N/A% accuracy
[2025-11-27T20:27:04.737987] [INFO ] [LOCAL     ] SATS: Loaded 6 optimal features with 65.58% confidence from JSON config
[2025-11-27T20:27:04.738083] [DEBUG] [MAG       ] Building data for symbol: SATS with lookback: 0
[2025-11-27T20:27:04.739024] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:04.739151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:04.744151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:04.745150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:04.746131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:04.748875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:04.750225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:04.752371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:04.780071] [DEBUG] [MAG       ] HPF: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.867679] [DEBUG] [MAG       ] GSBC: Last date is validated at 2025-11-26
[2025-11-27T20:27:04.944998] [DEBUG] [MAG       ] HPF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.012553] [INFO ] [LOCAL     ] HPF: Saved forecast.
[2025-11-27T20:27:05.012654] [INFO ] [main      ] HPF: Signal=1 (Conf=90.0%), Magnitude=1.36% (Conf=56.5912%)
[2025-11-27T20:27:05.012995] [INFO ] [main      ] Fetching symbol history for ARMK...
[2025-11-27T20:27:05.013048] [DEBUG] [REMOTE    ] ARMK: Fetching historical data.
[2025-11-27T20:27:05.013848] [INFO ] [main      ] Progress: 406/1001 forecasts completed (40.6%). HPF finished in 0.6s. ETA: 1m 39s. Rate: 359.33 forecasts/min
[2025-11-27T20:27:05.025469] [DEBUG] [REMOTE    ] ARMK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.026484] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 5 features, N/A% accuracy
[2025-11-27T20:27:05.026548] [INFO ] [LOCAL     ] ARMK: Loaded 5 optimal features with 51.73% confidence from JSON config
[2025-11-27T20:27:05.026602] [DEBUG] [MAG       ] Building data for symbol: ARMK with lookback: 0
[2025-11-27T20:27:05.027355] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:05.027423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:05.029078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:05.029563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:05.029997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:05.032279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:05.033873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.034461] [DEBUG] [MAG       ] GSBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.060646] [DEBUG] [MAG       ] AVK: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.096371] [DEBUG] [MAG       ] SATS: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.127452] [INFO ] [LOCAL     ] GSBC: Saved forecast.
[2025-11-27T20:27:05.127546] [INFO ] [main      ] GSBC: Signal=1 (Conf=90.0%), Magnitude=1.59% (Conf=53.9295%)
[2025-11-27T20:27:05.127999] [INFO ] [main      ] Fetching symbol history for AZTA...
[2025-11-27T20:27:05.128054] [DEBUG] [REMOTE    ] AZTA: Fetching historical data.
[2025-11-27T20:27:05.128741] [INFO ] [main      ] Progress: 407/1001 forecasts completed (40.7%). GSBC finished in 0.6s. ETA: 1m 39s. Rate: 359.61 forecasts/min
[2025-11-27T20:27:05.138931] [DEBUG] [REMOTE    ] AZTA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.139934] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 6 features, N/A% accuracy
[2025-11-27T20:27:05.139996] [INFO ] [LOCAL     ] AZTA: Loaded 6 optimal features with 60.03% confidence from JSON config
[2025-11-27T20:27:05.140031] [DEBUG] [MAG       ] Building data for symbol: AZTA with lookback: 0
[2025-11-27T20:27:05.140810] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:05.140876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:05.145603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:05.147333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:05.147831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:05.148231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:05.149082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:05.151033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.232422] [DEBUG] [MAG       ] AVK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.268825] [DEBUG] [MAG       ] SATS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.298102] [INFO ] [LOCAL     ] AVK: Saved forecast.
[2025-11-27T20:27:05.298225] [INFO ] [main      ] AVK: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=46.0566%)
[2025-11-27T20:27:05.298678] [INFO ] [main      ] Fetching symbol history for RCS...
[2025-11-27T20:27:05.298749] [DEBUG] [REMOTE    ] RCS: Fetching historical data.
[2025-11-27T20:27:05.299675] [INFO ] [main      ] Progress: 408/1001 forecasts completed (40.8%). AVK finished in 0.6s. ETA: 1m 39s. Rate: 359.58 forecasts/min
[2025-11-27T20:27:05.310066] [DEBUG] [REMOTE    ] RCS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.311012] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 8 features, N/A% accuracy
[2025-11-27T20:27:05.311072] [INFO ] [LOCAL     ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config
[2025-11-27T20:27:05.311107] [DEBUG] [MAG       ] Building data for symbol: RCS with lookback: 0
[2025-11-27T20:27:05.311899] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:05.311968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:05.316706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:05.318496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:05.319034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:05.319423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:05.358226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:05.359523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:05.362861] [DEBUG] [MAG       ] ARMK: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.410378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:05.414146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.425497] [INFO ] [LOCAL     ] SATS: Saved forecast.
[2025-11-27T20:27:05.425717] [INFO ] [main      ] SATS: Signal=1 (Conf=90.0%), Magnitude=-3.37% (Conf=65.5803%)
[2025-11-27T20:27:05.425974] [INFO ] [main      ] Fetching symbol history for HERO...
[2025-11-27T20:27:05.426077] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-11-27T20:27:05.427020] [INFO ] [main      ] Progress: 409/1001 forecasts completed (40.9%). SATS finished in 0.7s. ETA: 1m 39s. Rate: 359.79 forecasts/min
[2025-11-27T20:27:05.437642] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.438481] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 3 features, N/A% accuracy
[2025-11-27T20:27:05.438615] [INFO ] [LOCAL     ] HERO: Loaded 3 optimal features with 48.90% confidence from JSON config
[2025-11-27T20:27:05.438730] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 0
[2025-11-27T20:27:05.439624] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:05.439774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:05.444636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:05.446888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:05.449473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.479898] [DEBUG] [MAG       ] AZTA: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.528588] [DEBUG] [MAG       ] ARMK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.607384] [INFO ] [LOCAL     ] ARMK: Saved forecast.
[2025-11-27T20:27:05.607464] [INFO ] [main      ] ARMK: Signal=1 (Conf=90.0%), Magnitude=1.27% (Conf=51.7312%)
[2025-11-27T20:27:05.607634] [INFO ] [main      ] Fetching symbol history for FCX...
[2025-11-27T20:27:05.607704] [DEBUG] [REMOTE    ] FCX: Fetching historical data.
[2025-11-27T20:27:05.610657] [INFO ] [main      ] Progress: 410/1001 forecasts completed (41.0%). ARMK finished in 0.6s. ETA: 1m 39s. Rate: 359.70 forecasts/min
[2025-11-27T20:27:05.618760] [DEBUG] [REMOTE    ] FCX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.619972] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 8 features, N/A% accuracy
[2025-11-27T20:27:05.620033] [INFO ] [LOCAL     ] FCX: Loaded 8 optimal features with 66.14% confidence from JSON config
[2025-11-27T20:27:05.620067] [DEBUG] [MAG       ] Building data for symbol: FCX with lookback: 0
[2025-11-27T20:27:05.620823] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:05.620886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:05.622659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:05.623203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:05.623670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:05.645023] [DEBUG] [MAG       ] AZTA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.730908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:05.732069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:05.732816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:05.735653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:05.737290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.740344] [INFO ] [LOCAL     ] AZTA: Saved forecast.
[2025-11-27T20:27:05.740439] [INFO ] [main      ] AZTA: Signal=1 (Conf=90.0%), Magnitude=-5.40% (Conf=60.0262%)
[2025-11-27T20:27:05.740818] [INFO ] [main      ] Fetching symbol history for XOMA...
[2025-11-27T20:27:05.740872] [DEBUG] [REMOTE    ] XOMA: Fetching historical data.
[2025-11-27T20:27:05.741643] [INFO ] [main      ] Progress: 411/1001 forecasts completed (41.1%). AZTA finished in 0.6s. ETA: 1m 38s. Rate: 359.89 forecasts/min
[2025-11-27T20:27:05.752405] [DEBUG] [REMOTE    ] XOMA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:05.753231] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 6 features, N/A% accuracy
[2025-11-27T20:27:05.753295] [INFO ] [LOCAL     ] XOMA: Loaded 6 optimal features with 41.11% confidence from JSON config
[2025-11-27T20:27:05.753331] [DEBUG] [MAG       ] Building data for symbol: XOMA with lookback: 0
[2025-11-27T20:27:05.754245] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:05.754314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:05.755989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:05.756490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:05.765129] [DEBUG] [MAG       ] RCS: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.787745] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-11-26
[2025-11-27T20:27:05.864035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:05.865289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:05.866314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:05.883724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:05.930276] [DEBUG] [MAG       ] RCS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.951014] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:05.993227] [INFO ] [LOCAL     ] RCS: Saved forecast.
[2025-11-27T20:27:05.993317] [INFO ] [main      ] RCS: Signal=1 (Conf=90.0%), Magnitude=0.07% (Conf=42.3952%)
[2025-11-27T20:27:05.993702] [INFO ] [main      ] Fetching symbol history for CZWI...
[2025-11-27T20:27:05.993763] [DEBUG] [REMOTE    ] CZWI: Fetching historical data.
[2025-11-27T20:27:05.993757] [INFO ] [main      ] Progress: 412/1001 forecasts completed (41.2%). RCS finished in 0.7s. ETA: 1m 38s. Rate: 359.45 forecasts/min
[2025-11-27T20:27:06.004849] [DEBUG] [REMOTE    ] CZWI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.005658] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 5 features, N/A% accuracy
[2025-11-27T20:27:06.005719] [INFO ] [LOCAL     ] CZWI: Loaded 5 optimal features with 52.49% confidence from JSON config
[2025-11-27T20:27:06.005753] [DEBUG] [MAG       ] Building data for symbol: CZWI with lookback: 0
[2025-11-27T20:27:06.006512] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:06.006593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.008299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:06.008847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:06.009244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:06.010208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:06.011434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.022088] [INFO ] [LOCAL     ] HERO: Saved forecast.
[2025-11-27T20:27:06.022164] [INFO ] [main      ] HERO: Signal=1 (Conf=90.0%), Magnitude=0.46% (Conf=48.9021%)
[2025-11-27T20:27:06.022317] [INFO ] [main      ] Fetching symbol history for EVH...
[2025-11-27T20:27:06.022363] [DEBUG] [REMOTE    ] EVH: Fetching historical data.
[2025-11-27T20:27:06.023005] [INFO ] [main      ] Progress: 413/1001 forecasts completed (41.3%). HERO finished in 0.6s. ETA: 1m 38s. Rate: 360.16 forecasts/min
[2025-11-27T20:27:06.033447] [DEBUG] [REMOTE    ] EVH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.034487] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 4 features, N/A% accuracy
[2025-11-27T20:27:06.034547] [INFO ] [LOCAL     ] EVH: Loaded 4 optimal features with 59.84% confidence from JSON config
[2025-11-27T20:27:06.034599] [DEBUG] [MAG       ] Building data for symbol: EVH with lookback: 0
[2025-11-27T20:27:06.035365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:06.035432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:06.036088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:06.037148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.038892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:06.044438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.069162] [DEBUG] [MAG       ] FCX: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.214937] [DEBUG] [MAG       ] XOMA: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.235422] [DEBUG] [MAG       ] FCX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.344515] [DEBUG] [MAG       ] CZWI: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.345231] [INFO ] [LOCAL     ] FCX: Saved forecast.
[2025-11-27T20:27:06.345361] [INFO ] [main      ] FCX: Signal=1 (Conf=90.0%), Magnitude=-2.18% (Conf=66.1376%)
[2025-11-27T20:27:06.345793] [INFO ] [main      ] Fetching symbol history for PRVA...
[2025-11-27T20:27:06.345894] [DEBUG] [REMOTE    ] PRVA: Fetching historical data.
[2025-11-27T20:27:06.346656] [INFO ] [main      ] Progress: 414/1001 forecasts completed (41.4%). FCX finished in 0.7s. ETA: 1m 38s. Rate: 359.35 forecasts/min
[2025-11-27T20:27:06.357181] [DEBUG] [REMOTE    ] PRVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.358255] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 8 features, N/A% accuracy
[2025-11-27T20:27:06.358370] [INFO ] [LOCAL     ] PRVA: Loaded 8 optimal features with 48.83% confidence from JSON config
[2025-11-27T20:27:06.358458] [DEBUG] [MAG       ] Building data for symbol: PRVA with lookback: 0
[2025-11-27T20:27:06.359273] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:06.359397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:06.364142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.365998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:06.366523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:06.367035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:06.367483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:06.369875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:06.381830] [DEBUG] [MAG       ] EVH: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.382661] [DEBUG] [MAG       ] XOMA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.408134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:06.412080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.464450] [INFO ] [LOCAL     ] XOMA: Saved forecast.
[2025-11-27T20:27:06.464545] [INFO ] [main      ] XOMA: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=41.1081%)
[2025-11-27T20:27:06.464743] [INFO ] [main      ] Fetching symbol history for MCO...
[2025-11-27T20:27:06.464794] [DEBUG] [REMOTE    ] MCO: Fetching historical data.
[2025-11-27T20:27:06.466667] [INFO ] [main      ] Progress: 415/1001 forecasts completed (41.5%). XOMA finished in 0.7s. ETA: 1m 38s. Rate: 359.59 forecasts/min
[2025-11-27T20:27:06.476034] [DEBUG] [REMOTE    ] MCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.476893] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 4 features, N/A% accuracy
[2025-11-27T20:27:06.476954] [INFO ] [LOCAL     ] MCO: Loaded 4 optimal features with 45.59% confidence from JSON config
[2025-11-27T20:27:06.476990] [DEBUG] [MAG       ] Building data for symbol: MCO with lookback: 0
[2025-11-27T20:27:06.477798] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:06.477872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.479540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:06.480112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:06.480509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:06.482465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.509808] [DEBUG] [MAG       ] CZWI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.561044] [DEBUG] [MAG       ] EVH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.569063] [INFO ] [LOCAL     ] CZWI: Saved forecast.
[2025-11-27T20:27:06.569149] [INFO ] [main      ] CZWI: Signal=1 (Conf=90.0%), Magnitude=0.62% (Conf=52.4915%)
[2025-11-27T20:27:06.569521] [INFO ] [main      ] Fetching symbol history for OPP...
[2025-11-27T20:27:06.569588] [DEBUG] [REMOTE    ] OPP: Fetching historical data.
[2025-11-27T20:27:06.569755] [INFO ] [main      ] Progress: 416/1001 forecasts completed (41.6%). CZWI finished in 0.6s. ETA: 1m 38s. Rate: 359.92 forecasts/min
[2025-11-27T20:27:06.580690] [DEBUG] [REMOTE    ] OPP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.581525] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 9 features, N/A% accuracy
[2025-11-27T20:27:06.581601] [INFO ] [LOCAL     ] OPP: Loaded 9 optimal features with 42.67% confidence from JSON config
[2025-11-27T20:27:06.581646] [DEBUG] [MAG       ] Building data for symbol: OPP with lookback: 0
[2025-11-27T20:27:06.582415] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:06.582488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.584145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:06.584671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:06.585062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:06.586985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:06.587471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:06.588494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:06.590076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:06.591097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:06.591768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.650197] [INFO ] [LOCAL     ] EVH: Saved forecast.
[2025-11-27T20:27:06.650282] [INFO ] [main      ] EVH: Signal=1 (Conf=90.0%), Magnitude=6.44% (Conf=59.8429%)
[2025-11-27T20:27:06.650440] [INFO ] [main      ] Fetching symbol history for LTRN...
[2025-11-27T20:27:06.650506] [DEBUG] [REMOTE    ] LTRN: Fetching historical data.
[2025-11-27T20:27:06.651175] [INFO ] [main      ] Progress: 417/1001 forecasts completed (41.7%). EVH finished in 0.6s. ETA: 1m 37s. Rate: 360.36 forecasts/min
[2025-11-27T20:27:06.661978] [DEBUG] [REMOTE    ] LTRN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.663083] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 4 features, N/A% accuracy
[2025-11-27T20:27:06.663197] [INFO ] [LOCAL     ] LTRN: Loaded 4 optimal features with 53.38% confidence from JSON config
[2025-11-27T20:27:06.663288] [DEBUG] [MAG       ] Building data for symbol: LTRN with lookback: 0
[2025-11-27T20:27:06.664121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:06.664239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:06.669126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:06.671079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:06.671683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:06.672150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:06.744071] [DEBUG] [MAG       ] PRVA: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.812603] [DEBUG] [MAG       ] MCO: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.908553] [DEBUG] [MAG       ] PRVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.917774] [DEBUG] [MAG       ] OPP: Last date is validated at 2025-11-26
[2025-11-27T20:27:06.979547] [DEBUG] [MAG       ] MCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:06.987804] [INFO ] [LOCAL     ] PRVA: Saved forecast.
[2025-11-27T20:27:06.987887] [INFO ] [main      ] PRVA: Signal=1 (Conf=90.0%), Magnitude=-1.83% (Conf=48.8284%)
[2025-11-27T20:27:06.988039] [INFO ] [main      ] Fetching symbol history for OBIL...
[2025-11-27T20:27:06.988084] [DEBUG] [REMOTE    ] OBIL: Fetching historical data.
[2025-11-27T20:27:06.990664] [INFO ] [main      ] Progress: 418/1001 forecasts completed (41.8%). PRVA finished in 0.6s. ETA: 1m 37s. Rate: 359.47 forecasts/min
[2025-11-27T20:27:06.998865] [DEBUG] [REMOTE    ] OBIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:06.999762] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 53 features, N/A% accuracy
[2025-11-27T20:27:06.999834] [INFO ] [LOCAL     ] OBIL: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:27:06.999869] [DEBUG] [MAG       ] Building data for symbol: OBIL with lookback: 0
[2025-11-27T20:27:07.000627] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:27:07.000761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:07.005437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:07.007242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:07.007716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:07.008145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:07.008546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:07.009187] [DEBUG] [MAG       ] LTRN: Last date is validated at 2025-11-26
[2025-11-27T20:27:07.009324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:07.010151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:07.012506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:07.082634] [DEBUG] [MAG       ] OPP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.119062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:07.120906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:07.142797] [INFO ] [LOCAL     ] MCO: Saved forecast.
[2025-11-27T20:27:07.142975] [INFO ] [main      ] MCO: Signal=1 (Conf=90.0%), Magnitude=0.57% (Conf=45.5943%)
[2025-11-27T20:27:07.143342] [INFO ] [main      ] Fetching symbol history for FIX...
[2025-11-27T20:27:07.143447] [DEBUG] [REMOTE    ] FIX: Fetching historical data.
[2025-11-27T20:27:07.143656] [INFO ] [main      ] Progress: 419/1001 forecasts completed (41.9%). MCO finished in 0.7s. ETA: 1m 37s. Rate: 359.54 forecasts/min
[2025-11-27T20:27:07.146054] [INFO ] [LOCAL     ] OPP: Saved forecast.
[2025-11-27T20:27:07.146138] [INFO ] [main      ] OPP: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=42.6694%)
[2025-11-27T20:27:07.146512] [INFO ] [main      ] Fetching symbol history for SLXN...
[2025-11-27T20:27:07.146564] [DEBUG] [REMOTE    ] SLXN: Fetching historical data.
[2025-11-27T20:27:07.146615] [INFO ] [main      ] Progress: 420/1001 forecasts completed (42.0%). OPP finished in 0.6s. ETA: 1m 37s. Rate: 360.38 forecasts/min
[2025-11-27T20:27:07.155035] [DEBUG] [REMOTE    ] FIX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:07.156056] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 6 features, N/A% accuracy
[2025-11-27T20:27:07.156116] [INFO ] [LOCAL     ] FIX: Loaded 6 optimal features with 54.14% confidence from JSON config
[2025-11-27T20:27:07.156151] [DEBUG] [MAG       ] Building data for symbol: FIX with lookback: 0
[2025-11-27T20:27:07.156922] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:07.156990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:07.157551] [DEBUG] [REMOTE    ] SLXN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:07.158596] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 7 features, N/A% accuracy
[2025-11-27T20:27:07.158658] [INFO ] [LOCAL     ] SLXN: Loaded 7 optimal features with 43.19% confidence from JSON config
[2025-11-27T20:27:07.158692] [DEBUG] [MAG       ] Building data for symbol: SLXN with lookback: 0
[2025-11-27T20:27:07.159138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:07.159453] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:07.159519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:07.160197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:07.161757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:07.163527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:07.164017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:07.164333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:07.164405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:07.166117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:07.166615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:07.167042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:07.167765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:07.170083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:07.171416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.191587] [DEBUG] [MAG       ] LTRN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.203135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:07.204004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:07.205221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:07.250597] [INFO ] [LOCAL     ] LTRN: Saved forecast.
[2025-11-27T20:27:07.250691] [INFO ] [main      ] LTRN: Signal=1 (Conf=80.0%), Magnitude=8.53% (Conf=53.3782%)
[2025-11-27T20:27:07.250887] [INFO ] [main      ] Fetching symbol history for CCBG...
[2025-11-27T20:27:07.250937] [DEBUG] [REMOTE    ] CCBG: Fetching historical data.
[2025-11-27T20:27:07.251618] [INFO ] [main      ] Progress: 421/1001 forecasts completed (42.1%). LTRN finished in 0.6s. ETA: 1m 36s. Rate: 360.70 forecasts/min
[2025-11-27T20:27:07.262290] [DEBUG] [REMOTE    ] CCBG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:07.263495] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 8 features, N/A% accuracy
[2025-11-27T20:27:07.263632] [INFO ] [LOCAL     ] CCBG: Loaded 8 optimal features with 52.74% confidence from JSON config
[2025-11-27T20:27:07.263729] [DEBUG] [MAG       ] Building data for symbol: CCBG with lookback: 0
[2025-11-27T20:27:07.264637] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:07.264788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:07.266610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:07.267229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:07.267709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:07.268551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:07.271391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:07.273149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:07.275943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:07.276792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:07.278403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.279392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:07.280185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:07.281999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:07.284723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:07.285807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:07.287731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:07.288452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:07.292719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:07.293899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:07.295188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:07.296707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:07.299613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:07.300255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:07.300966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:07.302957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:07.304032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:07.304738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:07.305411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:27:07.306103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:07.308847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:07.310440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:07.312997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:07.315452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:07.319217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:07.323245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.336951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:07.338083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:07.339810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:07.340526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:07.342068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:07.343630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:07.344542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:07.345713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:07.346936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:07.349041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:07.350556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:07.353319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:07.355135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:07.360979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.505344] [DEBUG] [MAG       ] SLXN: Last date is validated at 2025-11-26
[2025-11-27T20:27:07.624023] [DEBUG] [MAG       ] CCBG: Last date is validated at 2025-11-26
[2025-11-27T20:27:07.655397] [DEBUG] [MAG       ] FIX: Last date is validated at 2025-11-26
[2025-11-27T20:27:07.679730] [DEBUG] [MAG       ] SLXN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.692750] [DEBUG] [MAG       ] OBIL: Last date is validated at 2025-11-26
[2025-11-27T20:27:07.794997] [DEBUG] [MAG       ] CCBG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.820776] [DEBUG] [MAG       ] FIX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.835723] [INFO ] [LOCAL     ] SLXN: Saved forecast.
[2025-11-27T20:27:07.835805] [INFO ] [main      ] SLXN: Signal=1 (Conf=80.0%), Magnitude=36.48% (Conf=43.188%)
[2025-11-27T20:27:07.836158] [INFO ] [main      ] Fetching symbol history for AVAL...
[2025-11-27T20:27:07.836216] [DEBUG] [REMOTE    ] AVAL: Fetching historical data.
[2025-11-27T20:27:07.836220] [INFO ] [main      ] Progress: 422/1001 forecasts completed (42.2%). SLXN finished in 0.7s. ETA: 1m 37s. Rate: 358.56 forecasts/min
[2025-11-27T20:27:07.847101] [DEBUG] [REMOTE    ] AVAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:07.848065] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 4 features, N/A% accuracy
[2025-11-27T20:27:07.848124] [INFO ] [LOCAL     ] AVAL: Loaded 4 optimal features with 32.50% confidence from JSON config
[2025-11-27T20:27:07.848191] [DEBUG] [MAG       ] Building data for symbol: AVAL with lookback: 0
[2025-11-27T20:27:07.849033] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:07.849100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:07.849834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:07.850383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:07.851119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:07.852553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.858971] [DEBUG] [MAG       ] OBIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:07.881074] [INFO ] [LOCAL     ] CCBG: Saved forecast.
[2025-11-27T20:27:07.881229] [INFO ] [main      ] CCBG: Signal=1 (Conf=80.0%), Magnitude=0.51% (Conf=52.7375%)
[2025-11-27T20:27:07.881487] [INFO ] [main      ] Fetching symbol history for CMCO...
[2025-11-27T20:27:07.881607] [DEBUG] [REMOTE    ] CMCO: Fetching historical data.
[2025-11-27T20:27:07.882338] [INFO ] [main      ] Progress: 423/1001 forecasts completed (42.3%). CCBG finished in 0.6s. ETA: 1m 37s. Rate: 359.18 forecasts/min
[2025-11-27T20:27:07.893461] [DEBUG] [REMOTE    ] CMCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:07.894664] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 6 features, N/A% accuracy
[2025-11-27T20:27:07.894793] [INFO ] [LOCAL     ] CMCO: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-11-27T20:27:07.894886] [DEBUG] [MAG       ] Building data for symbol: CMCO with lookback: 0
[2025-11-27T20:27:07.895753] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:07.895876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:07.900983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:07.902849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:07.903400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:07.903904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:07.906716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:07.907506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:07.995991] [INFO ] [LOCAL     ] FIX: Saved forecast.
[2025-11-27T20:27:07.996074] [INFO ] [main      ] FIX: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=54.1391%)
[2025-11-27T20:27:07.996422] [INFO ] [main      ] Fetching symbol history for CTLP...
[2025-11-27T20:27:07.996482] [DEBUG] [REMOTE    ] CTLP: Fetching historical data.
[2025-11-27T20:27:07.996836] [INFO ] [main      ] Progress: 424/1001 forecasts completed (42.4%). FIX finished in 0.9s. ETA: 1m 36s. Rate: 359.45 forecasts/min
[2025-11-27T20:27:08.008051] [DEBUG] [REMOTE    ] CTLP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.010157] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 6 features, N/A% accuracy
[2025-11-27T20:27:08.010219] [INFO ] [LOCAL     ] CTLP: Loaded 6 optimal features with 59.52% confidence from JSON config
[2025-11-27T20:27:08.010255] [DEBUG] [MAG       ] Building data for symbol: CTLP with lookback: 0
[2025-11-27T20:27:08.011087] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:08.011156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:08.015944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:08.017742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:08.018259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:08.018666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:08.019596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:08.020698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.116013] [INFO ] [LOCAL     ] OBIL: Saved forecast.
[2025-11-27T20:27:08.116094] [INFO ] [main      ] OBIL: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:27:08.116270] [INFO ] [main      ] Fetching symbol history for CMS...
[2025-11-27T20:27:08.116316] [DEBUG] [REMOTE    ] CMS: Fetching historical data.
[2025-11-27T20:27:08.116878] [INFO ] [main      ] Progress: 425/1001 forecasts completed (42.5%). OBIL finished in 1.1s. ETA: 1m 36s. Rate: 359.68 forecasts/min
[2025-11-27T20:27:08.128348] [DEBUG] [REMOTE    ] CMS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.129134] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 5 features, N/A% accuracy
[2025-11-27T20:27:08.129192] [INFO ] [LOCAL     ] CMS: Loaded 5 optimal features with 52.77% confidence from JSON config
[2025-11-27T20:27:08.129227] [DEBUG] [MAG       ] Building data for symbol: CMS with lookback: 0
[2025-11-27T20:27:08.130030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:08.130098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:08.130829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:08.132768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:08.134104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:08.135171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:08.140926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.180852] [DEBUG] [MAG       ] AVAL: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.254479] [DEBUG] [MAG       ] CMCO: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.349386] [DEBUG] [MAG       ] AVAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:08.352230] [DEBUG] [MAG       ] CTLP: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.422364] [DEBUG] [MAG       ] CMCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:08.466198] [INFO ] [LOCAL     ] AVAL: Saved forecast.
[2025-11-27T20:27:08.466282] [INFO ] [main      ] AVAL: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=32.5049%)
[2025-11-27T20:27:08.466663] [INFO ] [main      ] Fetching symbol history for CCEC...
[2025-11-27T20:27:08.466720] [DEBUG] [REMOTE    ] CCEC: Fetching historical data.
[2025-11-27T20:27:08.466930] [INFO ] [main      ] Progress: 426/1001 forecasts completed (42.6%). AVAL finished in 0.6s. ETA: 1m 36s. Rate: 358.76 forecasts/min
[2025-11-27T20:27:08.471373] [DEBUG] [MAG       ] CMS: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.477275] [DEBUG] [REMOTE    ] CCEC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.478314] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 4 features, N/A% accuracy
[2025-11-27T20:27:08.478375] [INFO ] [LOCAL     ] CCEC: Loaded 4 optimal features with 57.20% confidence from JSON config
[2025-11-27T20:27:08.478414] [DEBUG] [MAG       ] Building data for symbol: CCEC with lookback: 0
[2025-11-27T20:27:08.479213] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:08.479281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:08.484127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:08.484942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:08.485785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:08.487428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.516352] [DEBUG] [MAG       ] CTLP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:08.524990] [INFO ] [LOCAL     ] CMCO: Saved forecast.
[2025-11-27T20:27:08.525207] [INFO ] [main      ] CMCO: Signal=1 (Conf=80.0%), Magnitude=13.71% (Conf=57.4329%)
[2025-11-27T20:27:08.525686] [INFO ] [main      ] Progress: 427/1001 forecasts completed (42.7%). CMCO finished in 0.6s. ETA: 1m 36s. Rate: 359.30 forecasts/min
[2025-11-27T20:27:08.525886] [INFO ] [main      ] Fetching symbol history for LZ...
[2025-11-27T20:27:08.525992] [DEBUG] [REMOTE    ] LZ: Fetching historical data.
[2025-11-27T20:27:08.539112] [DEBUG] [REMOTE    ] LZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.540511] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 4 features, N/A% accuracy
[2025-11-27T20:27:08.540646] [INFO ] [LOCAL     ] LZ: Loaded 4 optimal features with 53.85% confidence from JSON config
[2025-11-27T20:27:08.540752] [DEBUG] [MAG       ] Building data for symbol: LZ with lookback: 0
[2025-11-27T20:27:08.541662] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:08.541786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:08.543515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:08.544162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:08.545479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:08.547593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.581174] [INFO ] [LOCAL     ] CTLP: Saved forecast.
[2025-11-27T20:27:08.581260] [INFO ] [main      ] CTLP: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=59.5161%)
[2025-11-27T20:27:08.581723] [INFO ] [main      ] Fetching symbol history for ELTX...
[2025-11-27T20:27:08.581787] [DEBUG] [REMOTE    ] ELTX: Fetching historical data.
[2025-11-27T20:27:08.581875] [INFO ] [main      ] Progress: 428/1001 forecasts completed (42.8%). CTLP finished in 0.6s. ETA: 1m 36s. Rate: 359.86 forecasts/min
[2025-11-27T20:27:08.592887] [DEBUG] [REMOTE    ] ELTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.593872] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 5 features, N/A% accuracy
[2025-11-27T20:27:08.593934] [INFO ] [LOCAL     ] ELTX: Loaded 5 optimal features with 69.49% confidence from JSON config
[2025-11-27T20:27:08.593969] [DEBUG] [MAG       ] Building data for symbol: ELTX with lookback: 0
[2025-11-27T20:27:08.594735] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:08.594802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:08.596432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:08.597735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:08.598133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:08.600664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:08.639844] [DEBUG] [MAG       ] CMS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:08.709375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.725007] [INFO ] [LOCAL     ] CMS: Saved forecast.
[2025-11-27T20:27:08.725087] [INFO ] [main      ] CMS: Signal=1 (Conf=80.0%), Magnitude=1.63% (Conf=52.7705%)
[2025-11-27T20:27:08.725245] [INFO ] [main      ] Fetching symbol history for GLAD...
[2025-11-27T20:27:08.725290] [DEBUG] [REMOTE    ] GLAD: Fetching historical data.
[2025-11-27T20:27:08.726652] [INFO ] [main      ] Progress: 429/1001 forecasts completed (42.9%). CMS finished in 0.6s. ETA: 1m 35s. Rate: 359.97 forecasts/min
[2025-11-27T20:27:08.737095] [DEBUG] [REMOTE    ] GLAD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:08.738214] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 4 features, N/A% accuracy
[2025-11-27T20:27:08.738274] [INFO ] [LOCAL     ] GLAD: Loaded 4 optimal features with 48.51% confidence from JSON config
[2025-11-27T20:27:08.738308] [DEBUG] [MAG       ] Building data for symbol: GLAD with lookback: 0
[2025-11-27T20:27:08.739087] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:08.739153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:08.743808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:08.745508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:08.745999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:08.746378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:08.822186] [DEBUG] [MAG       ] CCEC: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.894606] [DEBUG] [MAG       ] LZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:08.988319] [DEBUG] [MAG       ] CCEC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.043556] [DEBUG] [MAG       ] ELTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.056095] [INFO ] [LOCAL     ] CCEC: Saved forecast.
[2025-11-27T20:27:09.056190] [INFO ] [main      ] CCEC: Signal=1 (Conf=80.0%), Magnitude=-0.59% (Conf=57.1989%)
[2025-11-27T20:27:09.056539] [INFO ] [main      ] Fetching symbol history for CCSI...
[2025-11-27T20:27:09.056605] [DEBUG] [REMOTE    ] CCSI: Fetching historical data.
[2025-11-27T20:27:09.056665] [INFO ] [main      ] Progress: 430/1001 forecasts completed (43.0%). CCEC finished in 0.6s. ETA: 1m 35s. Rate: 359.15 forecasts/min
[2025-11-27T20:27:09.068638] [DEBUG] [MAG       ] LZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.069564] [DEBUG] [REMOTE    ] CCSI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.070470] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 6 features, N/A% accuracy
[2025-11-27T20:27:09.070535] [INFO ] [LOCAL     ] CCSI: Loaded 6 optimal features with 52.58% confidence from JSON config
[2025-11-27T20:27:09.070585] [DEBUG] [MAG       ] Building data for symbol: CCSI with lookback: 0
[2025-11-27T20:27:09.071349] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:09.071417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:09.076149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:09.077883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:09.078257] [DEBUG] [MAG       ] GLAD: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.078409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:09.078866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:09.079255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:09.136897] [INFO ] [LOCAL     ] LZ: Saved forecast.
[2025-11-27T20:27:09.136984] [INFO ] [main      ] LZ: Signal=1 (Conf=80.0%), Magnitude=1.64% (Conf=53.8452%)
[2025-11-27T20:27:09.137165] [INFO ] [main      ] Fetching symbol history for AQNB...
[2025-11-27T20:27:09.137212] [DEBUG] [REMOTE    ] AQNB: Fetching historical data.
[2025-11-27T20:27:09.137921] [INFO ] [main      ] Progress: 431/1001 forecasts completed (43.1%). LZ finished in 0.6s. ETA: 1m 35s. Rate: 359.58 forecasts/min
[2025-11-27T20:27:09.148371] [DEBUG] [REMOTE    ] AQNB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.149352] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, N/A% accuracy
[2025-11-27T20:27:09.149419] [INFO ] [LOCAL     ] AQNB: Loaded 0 optimal features with 36.37% confidence from JSON config
[2025-11-27T20:27:09.149458] [DEBUG] [MAG       ] Building data for symbol: AQNB with lookback: 0
[2025-11-27T20:27:09.150281] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:27:09.197738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:09.209789] [DEBUG] [MAG       ] ELTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.247435] [DEBUG] [MAG       ] GLAD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.275286] [INFO ] [LOCAL     ] ELTX: Saved forecast.
[2025-11-27T20:27:09.275370] [INFO ] [main      ] ELTX: Signal=1 (Conf=80.0%), Magnitude=1.68% (Conf=69.4894%)
[2025-11-27T20:27:09.275755] [INFO ] [main      ] Fetching symbol history for AAPD...
[2025-11-27T20:27:09.275812] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-11-27T20:27:09.276667] [INFO ] [main      ] Progress: 432/1001 forecasts completed (43.2%). ELTX finished in 0.7s. ETA: 1m 35s. Rate: 359.72 forecasts/min
[2025-11-27T20:27:09.287047] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.287686] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 3 features, N/A% accuracy
[2025-11-27T20:27:09.287744] [INFO ] [LOCAL     ] AAPD: Loaded 3 optimal features with 47.52% confidence from JSON config
[2025-11-27T20:27:09.287797] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 0
[2025-11-27T20:27:09.288614] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:09.288680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:09.291042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:09.316931] [INFO ] [LOCAL     ] GLAD: Saved forecast.
[2025-11-27T20:27:09.317110] [INFO ] [main      ] GLAD: Signal=1 (Conf=80.0%), Magnitude=3.14% (Conf=48.5088%)
[2025-11-27T20:27:09.317319] [INFO ] [main      ] Fetching symbol history for EPC...
[2025-11-27T20:27:09.317420] [DEBUG] [REMOTE    ] EPC: Fetching historical data.
[2025-11-27T20:27:09.319107] [INFO ] [main      ] Progress: 433/1001 forecasts completed (43.3%). GLAD finished in 0.6s. ETA: 1m 35s. Rate: 360.34 forecasts/min
[2025-11-27T20:27:09.328943] [DEBUG] [REMOTE    ] EPC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.329789] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 2 features, N/A% accuracy
[2025-11-27T20:27:09.329903] [INFO ] [LOCAL     ] EPC: Loaded 2 optimal features with 51.70% confidence from JSON config
[2025-11-27T20:27:09.329993] [DEBUG] [MAG       ] Building data for symbol: EPC with lookback: 0
[2025-11-27T20:27:09.330818] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:09.330934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:09.335885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:09.336684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:09.398237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:09.399302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:09.484825] [DEBUG] [MAG       ] AQNB: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.525234] [DEBUG] [MAG       ] CCSI: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.652599] [DEBUG] [MAG       ] AQNB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.674264] [DEBUG] [MAG       ] EPC: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.691600] [DEBUG] [MAG       ] CCSI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.703080] [INFO ] [LOCAL     ] AQNB: Saved forecast.
[2025-11-27T20:27:09.703165] [INFO ] [main      ] AQNB: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=36.37%)
[2025-11-27T20:27:09.703319] [INFO ] [main      ] Fetching symbol history for GNMA...
[2025-11-27T20:27:09.703382] [DEBUG] [REMOTE    ] GNMA: Fetching historical data.
[2025-11-27T20:27:09.705674] [INFO ] [main      ] Progress: 434/1001 forecasts completed (43.4%). AQNB finished in 0.6s. ETA: 1m 35s. Rate: 359.25 forecasts/min
[2025-11-27T20:27:09.714197] [DEBUG] [REMOTE    ] GNMA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.715078] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 2 features, N/A% accuracy
[2025-11-27T20:27:09.715136] [INFO ] [LOCAL     ] GNMA: Loaded 2 optimal features with 56.22% confidence from JSON config
[2025-11-27T20:27:09.715171] [DEBUG] [MAG       ] Building data for symbol: GNMA with lookback: 0
[2025-11-27T20:27:09.715934] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:09.716000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:09.716746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:09.717593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:09.732004] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-11-26
[2025-11-27T20:27:09.773036] [INFO ] [LOCAL     ] CCSI: Saved forecast.
[2025-11-27T20:27:09.773119] [INFO ] [main      ] CCSI: Signal=1 (Conf=80.0%), Magnitude=3.31% (Conf=52.5767%)
[2025-11-27T20:27:09.773483] [INFO ] [main      ] Fetching symbol history for AGZD...
[2025-11-27T20:27:09.773534] [DEBUG] [REMOTE    ] AGZD: Fetching historical data.
[2025-11-27T20:27:09.773777] [INFO ] [main      ] Progress: 435/1001 forecasts completed (43.5%). CCSI finished in 0.7s. ETA: 1m 34s. Rate: 359.74 forecasts/min
[2025-11-27T20:27:09.784131] [DEBUG] [REMOTE    ] AGZD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.784998] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 4 features, N/A% accuracy
[2025-11-27T20:27:09.785058] [INFO ] [LOCAL     ] AGZD: Loaded 4 optimal features with 16.45% confidence from JSON config
[2025-11-27T20:27:09.785092] [DEBUG] [MAG       ] Building data for symbol: AGZD with lookback: 0
[2025-11-27T20:27:09.785887] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:09.785958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:09.790772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:09.792556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:09.793058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:09.793440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:09.844676] [DEBUG] [MAG       ] EPC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.896824] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:09.923245] [INFO ] [LOCAL     ] EPC: Saved forecast.
[2025-11-27T20:27:09.923441] [INFO ] [main      ] EPC: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=51.7032%)
[2025-11-27T20:27:09.923929] [INFO ] [main      ] Fetching symbol history for SXC...
[2025-11-27T20:27:09.924076] [INFO ] [main      ] Progress: 436/1001 forecasts completed (43.6%). EPC finished in 0.6s. ETA: 1m 34s. Rate: 359.82 forecasts/min
[2025-11-27T20:27:09.924230] [DEBUG] [REMOTE    ] SXC: Fetching historical data.
[2025-11-27T20:27:09.935496] [DEBUG] [REMOTE    ] SXC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.936551] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 6 features, N/A% accuracy
[2025-11-27T20:27:09.936678] [INFO ] [LOCAL     ] SXC: Loaded 6 optimal features with 55.46% confidence from JSON config
[2025-11-27T20:27:09.936768] [DEBUG] [MAG       ] Building data for symbol: SXC with lookback: 0
[2025-11-27T20:27:09.937603] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:09.937722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:09.942597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:09.944550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:09.945155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:09.945633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:09.965629] [INFO ] [LOCAL     ] AAPD: Saved forecast.
[2025-11-27T20:27:09.965711] [INFO ] [main      ] AAPD: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=47.5198%)
[2025-11-27T20:27:09.965862] [INFO ] [main      ] Fetching symbol history for WING...
[2025-11-27T20:27:09.965908] [DEBUG] [REMOTE    ] WING: Fetching historical data.
[2025-11-27T20:27:09.966996] [INFO ] [main      ] Progress: 437/1001 forecasts completed (43.7%). AAPD finished in 0.7s. ETA: 1m 34s. Rate: 360.43 forecasts/min
[2025-11-27T20:27:09.979089] [DEBUG] [REMOTE    ] WING: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:09.980028] [DEBUG] [LOCAL     ] Loaded configuration for WING: 4 features, N/A% accuracy
[2025-11-27T20:27:09.980091] [INFO ] [LOCAL     ] WING: Loaded 4 optimal features with 60.95% confidence from JSON config
[2025-11-27T20:27:09.980126] [DEBUG] [MAG       ] Building data for symbol: WING with lookback: 0
[2025-11-27T20:27:09.980897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:09.980963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:09.982668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:09.983256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:09.986111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:09.987763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.049202] [DEBUG] [MAG       ] GNMA: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.062419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:10.063528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.120449] [DEBUG] [MAG       ] AGZD: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.215826] [DEBUG] [MAG       ] GNMA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.271450] [INFO ] [LOCAL     ] GNMA: Saved forecast.
[2025-11-27T20:27:10.271535] [INFO ] [main      ] GNMA: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=56.2199%)
[2025-11-27T20:27:10.271707] [INFO ] [main      ] Fetching symbol history for RLX...
[2025-11-27T20:27:10.271779] [DEBUG] [REMOTE    ] RLX: Fetching historical data.
[2025-11-27T20:27:10.272045] [INFO ] [main      ] Progress: 438/1001 forecasts completed (43.8%). GNMA finished in 0.6s. ETA: 1m 34s. Rate: 359.75 forecasts/min
[2025-11-27T20:27:10.283455] [DEBUG] [REMOTE    ] RLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.284394] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 11 features, N/A% accuracy
[2025-11-27T20:27:10.284457] [INFO ] [LOCAL     ] RLX: Loaded 11 optimal features with 39.85% confidence from JSON config
[2025-11-27T20:27:10.284495] [DEBUG] [MAG       ] Building data for symbol: RLX with lookback: 0
[2025-11-27T20:27:10.285306] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:27:10.285380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:10.287125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:10.287660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:10.288064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:10.288104] [DEBUG] [MAG       ] AGZD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.288999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:10.291460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:10.293171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:10.293981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:10.296031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:10.298491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:10.299958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:10.300798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.320570] [DEBUG] [MAG       ] WING: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.344007] [INFO ] [LOCAL     ] AGZD: Saved forecast.
[2025-11-27T20:27:10.344094] [INFO ] [main      ] AGZD: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=16.4506%)
[2025-11-27T20:27:10.344245] [INFO ] [main      ] Fetching symbol history for KIM...
[2025-11-27T20:27:10.344290] [DEBUG] [REMOTE    ] KIM: Fetching historical data.
[2025-11-27T20:27:10.345046] [INFO ] [main      ] Progress: 439/1001 forecasts completed (43.9%). AGZD finished in 0.6s. ETA: 1m 34s. Rate: 360.21 forecasts/min
[2025-11-27T20:27:10.356167] [DEBUG] [REMOTE    ] KIM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.357341] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 5 features, N/A% accuracy
[2025-11-27T20:27:10.357401] [INFO ] [LOCAL     ] KIM: Loaded 5 optimal features with 41.42% confidence from JSON config
[2025-11-27T20:27:10.357435] [DEBUG] [MAG       ] Building data for symbol: KIM with lookback: 0
[2025-11-27T20:27:10.358227] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:10.358300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:10.363039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:10.363856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:10.364680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:10.366622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:10.367842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.397520] [DEBUG] [MAG       ] SXC: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.484951] [DEBUG] [MAG       ] WING: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.565073] [DEBUG] [MAG       ] SXC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.629711] [INFO ] [LOCAL     ] SXC: Saved forecast.
[2025-11-27T20:27:10.629928] [INFO ] [main      ] SXC: Signal=1 (Conf=80.0%), Magnitude=2.78% (Conf=55.457%)
[2025-11-27T20:27:10.630178] [INFO ] [main      ] Fetching symbol history for AXTI...
[2025-11-27T20:27:10.630283] [DEBUG] [REMOTE    ] AXTI: Fetching historical data.
[2025-11-27T20:27:10.630463] [INFO ] [main      ] Progress: 440/1001 forecasts completed (44.0%). SXC finished in 0.7s. ETA: 1m 34s. Rate: 359.63 forecasts/min
[2025-11-27T20:27:10.630534] [DEBUG] [MAG       ] RLX: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.642935] [DEBUG] [REMOTE    ] AXTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.644216] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 5 features, N/A% accuracy
[2025-11-27T20:27:10.644355] [INFO ] [LOCAL     ] AXTI: Loaded 5 optimal features with 53.07% confidence from JSON config
[2025-11-27T20:27:10.644471] [DEBUG] [MAG       ] Building data for symbol: AXTI with lookback: 0
[2025-11-27T20:27:10.645446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:10.645593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:10.646786] [INFO ] [LOCAL     ] WING: Saved forecast.
[2025-11-27T20:27:10.646872] [INFO ] [main      ] WING: Signal=1 (Conf=80.0%), Magnitude=-2.37% (Conf=60.9495%)
[2025-11-27T20:27:10.647210] [INFO ] [main      ] Progress: 441/1001 forecasts completed (44.1%). WING finished in 0.7s. ETA: 1m 33s. Rate: 360.36 forecasts/min
[2025-11-27T20:27:10.647332] [INFO ] [main      ] Fetching symbol history for NEO...
[2025-11-27T20:27:10.647376] [DEBUG] [REMOTE    ] NEO: Fetching historical data.
[2025-11-27T20:27:10.650813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:10.652629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:10.653139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:10.653533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:10.654733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.659018] [DEBUG] [REMOTE    ] NEO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.660043] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 2 features, N/A% accuracy
[2025-11-27T20:27:10.660157] [INFO ] [LOCAL     ] NEO: Loaded 2 optimal features with 50.78% confidence from JSON config
[2025-11-27T20:27:10.660246] [DEBUG] [MAG       ] Building data for symbol: NEO with lookback: 0
[2025-11-27T20:27:10.661092] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:10.661211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:10.662134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:10.662894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.697095] [DEBUG] [MAG       ] KIM: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.794971] [DEBUG] [MAG       ] RLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.860695] [DEBUG] [MAG       ] KIM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:10.933060] [INFO ] [LOCAL     ] KIM: Saved forecast.
[2025-11-27T20:27:10.933145] [INFO ] [main      ] KIM: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=41.4241%)
[2025-11-27T20:27:10.933504] [INFO ] [main      ] Fetching symbol history for ZD...
[2025-11-27T20:27:10.933557] [DEBUG] [REMOTE    ] ZD: Fetching historical data.
[2025-11-27T20:27:10.934653] [INFO ] [main      ] Progress: 442/1001 forecasts completed (44.2%). KIM finished in 0.6s. ETA: 1m 33s. Rate: 359.77 forecasts/min
[2025-11-27T20:27:10.937058] [INFO ] [LOCAL     ] RLX: Saved forecast.
[2025-11-27T20:27:10.937154] [INFO ] [main      ] RLX: Signal=1 (Conf=80.0%), Magnitude=-1.20% (Conf=39.8533%)
[2025-11-27T20:27:10.937492] [INFO ] [main      ] Fetching symbol history for MFIN...
[2025-11-27T20:27:10.937543] [DEBUG] [REMOTE    ] MFIN: Fetching historical data.
[2025-11-27T20:27:10.937638] [INFO ] [main      ] Progress: 443/1001 forecasts completed (44.3%). RLX finished in 0.7s. ETA: 1m 33s. Rate: 360.57 forecasts/min
[2025-11-27T20:27:10.945387] [DEBUG] [REMOTE    ] ZD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.946110] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 2 features, N/A% accuracy
[2025-11-27T20:27:10.946169] [INFO ] [LOCAL     ] ZD: Loaded 2 optimal features with 56.95% confidence from JSON config
[2025-11-27T20:27:10.946204] [DEBUG] [MAG       ] Building data for symbol: ZD with lookback: 0
[2025-11-27T20:27:10.946990] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:10.947056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:10.948788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:10.948935] [DEBUG] [REMOTE    ] MFIN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:10.949305] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.949559] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 3 features, N/A% accuracy
[2025-11-27T20:27:10.949639] [INFO ] [LOCAL     ] MFIN: Loaded 3 optimal features with 58.55% confidence from JSON config
[2025-11-27T20:27:10.949679] [DEBUG] [MAG       ] Building data for symbol: MFIN with lookback: 0
[2025-11-27T20:27:10.950419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:10.950482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:10.951452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:10.953481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:10.955905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:10.990003] [DEBUG] [MAG       ] NEO: Last date is validated at 2025-11-26
[2025-11-27T20:27:10.998406] [DEBUG] [MAG       ] AXTI: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.152417] [DEBUG] [MAG       ] NEO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.168694] [DEBUG] [MAG       ] AXTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.225705] [INFO ] [LOCAL     ] NEO: Saved forecast.
[2025-11-27T20:27:11.225791] [INFO ] [main      ] NEO: Signal=1 (Conf=80.0%), Magnitude=-4.23% (Conf=50.7793%)
[2025-11-27T20:27:11.226176] [INFO ] [main      ] Progress: 444/1001 forecasts completed (44.4%). NEO finished in 0.6s. ETA: 1m 33s. Rate: 359.98 forecasts/min
[2025-11-27T20:27:11.226424] [INFO ] [main      ] Fetching symbol history for JEPQ...
[2025-11-27T20:27:11.226524] [DEBUG] [REMOTE    ] JEPQ: Fetching historical data.
[2025-11-27T20:27:11.232872] [INFO ] [LOCAL     ] AXTI: Saved forecast.
[2025-11-27T20:27:11.232960] [INFO ] [main      ] AXTI: Signal=1 (Conf=80.0%), Magnitude=7.37% (Conf=53.0734%)
[2025-11-27T20:27:11.233362] [INFO ] [main      ] Fetching symbol history for BTZ...
[2025-11-27T20:27:11.233434] [DEBUG] [REMOTE    ] BTZ: Fetching historical data.
[2025-11-27T20:27:11.233448] [INFO ] [main      ] Progress: 445/1001 forecasts completed (44.5%). AXTI finished in 0.6s. ETA: 1m 32s. Rate: 360.75 forecasts/min
[2025-11-27T20:27:11.238194] [DEBUG] [REMOTE    ] JEPQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.239298] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 4 features, N/A% accuracy
[2025-11-27T20:27:11.239412] [INFO ] [LOCAL     ] JEPQ: Loaded 4 optimal features with 57.01% confidence from JSON config
[2025-11-27T20:27:11.239501] [DEBUG] [MAG       ] Building data for symbol: JEPQ with lookback: 0
[2025-11-27T20:27:11.240359] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:11.240480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:11.242215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:11.242816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:11.243272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:11.244923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:11.245350] [DEBUG] [REMOTE    ] BTZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.246313] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 9 features, N/A% accuracy
[2025-11-27T20:27:11.246376] [INFO ] [LOCAL     ] BTZ: Loaded 9 optimal features with 42.29% confidence from JSON config
[2025-11-27T20:27:11.246411] [DEBUG] [MAG       ] Building data for symbol: BTZ with lookback: 0
[2025-11-27T20:27:11.247231] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:11.247305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:11.252242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:11.253123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:11.282136] [DEBUG] [MAG       ] ZD: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.303644] [DEBUG] [MAG       ] MFIN: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.329184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:11.333636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:11.336397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:11.354275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:11.355719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:11.357387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:11.358481] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:11.446743] [DEBUG] [MAG       ] ZD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.468448] [DEBUG] [MAG       ] MFIN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.532882] [INFO ] [LOCAL     ] ZD: Saved forecast.
[2025-11-27T20:27:11.532967] [INFO ] [main      ] ZD: Signal=1 (Conf=80.0%), Magnitude=-3.24% (Conf=56.9462%)
[2025-11-27T20:27:11.533120] [INFO ] [main      ] Fetching symbol history for IDCC...
[2025-11-27T20:27:11.533165] [DEBUG] [REMOTE    ] IDCC: Fetching historical data.
[2025-11-27T20:27:11.533667] [INFO ] [LOCAL     ] MFIN: Saved forecast.
[2025-11-27T20:27:11.533751] [INFO ] [main      ] MFIN: Signal=1 (Conf=80.0%), Magnitude=0.83% (Conf=58.5501%)
[2025-11-27T20:27:11.533921] [INFO ] [main      ] Fetching symbol history for BTMD...
[2025-11-27T20:27:11.533973] [DEBUG] [REMOTE    ] BTMD: Fetching historical data.
[2025-11-27T20:27:11.534083] [INFO ] [main      ] Progress: 446/1001 forecasts completed (44.6%). ZD finished in 0.6s. ETA: 1m 32s. Rate: 360.10 forecasts/min
[2025-11-27T20:27:11.534166] [INFO ] [main      ] Progress: 447/1001 forecasts completed (44.7%). MFIN finished in 0.6s. ETA: 1m 32s. Rate: 360.91 forecasts/min
[2025-11-27T20:27:11.544565] [DEBUG] [REMOTE    ] IDCC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.545615] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 4 features, N/A% accuracy
[2025-11-27T20:27:11.545694] [INFO ] [LOCAL     ] IDCC: Loaded 4 optimal features with 56.88% confidence from JSON config
[2025-11-27T20:27:11.545735] [DEBUG] [MAG       ] Building data for symbol: IDCC with lookback: 0
[2025-11-27T20:27:11.546438] [DEBUG] [REMOTE    ] BTMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.546487] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:11.546555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:11.547149] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 2 features, N/A% accuracy
[2025-11-27T20:27:11.547212] [INFO ] [LOCAL     ] BTMD: Loaded 2 optimal features with 52.76% confidence from JSON config
[2025-11-27T20:27:11.547248] [DEBUG] [MAG       ] Building data for symbol: BTMD with lookback: 0
[2025-11-27T20:27:11.548049] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:11.548117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:11.548449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:11.549022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:11.549461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:11.549930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:11.573418] [DEBUG] [MAG       ] JEPQ: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.597531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:11.598957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:11.697243] [DEBUG] [MAG       ] BTZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.737223] [DEBUG] [MAG       ] JEPQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.812096] [INFO ] [LOCAL     ] JEPQ: Saved forecast.
[2025-11-27T20:27:11.812310] [INFO ] [main      ] JEPQ: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=57.0136%)
[2025-11-27T20:27:11.812751] [INFO ] [main      ] Fetching symbol history for AFRM...
[2025-11-27T20:27:11.812859] [DEBUG] [REMOTE    ] AFRM: Fetching historical data.
[2025-11-27T20:27:11.812907] [INFO ] [main      ] Progress: 448/1001 forecasts completed (44.8%). JEPQ finished in 0.6s. ETA: 1m 32s. Rate: 360.36 forecasts/min
[2025-11-27T20:27:11.824779] [DEBUG] [REMOTE    ] AFRM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.825768] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 5 features, N/A% accuracy
[2025-11-27T20:27:11.825883] [INFO ] [LOCAL     ] AFRM: Loaded 5 optimal features with 64.63% confidence from JSON config
[2025-11-27T20:27:11.825974] [DEBUG] [MAG       ] Building data for symbol: AFRM with lookback: 0
[2025-11-27T20:27:11.826808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:11.826928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:11.831735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:11.832608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:11.834517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:11.837293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:11.838503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:11.869700] [DEBUG] [MAG       ] BTZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:11.882588] [DEBUG] [MAG       ] IDCC: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.931979] [DEBUG] [MAG       ] BTMD: Last date is validated at 2025-11-26
[2025-11-27T20:27:11.938232] [INFO ] [LOCAL     ] BTZ: Saved forecast.
[2025-11-27T20:27:11.938317] [INFO ] [main      ] BTZ: Signal=1 (Conf=80.0%), Magnitude=0.39% (Conf=42.2908%)
[2025-11-27T20:27:11.938475] [INFO ] [main      ] Fetching symbol history for DX...
[2025-11-27T20:27:11.938522] [DEBUG] [REMOTE    ] DX: Fetching historical data.
[2025-11-27T20:27:11.941227] [INFO ] [main      ] Progress: 449/1001 forecasts completed (44.9%). BTZ finished in 0.7s. ETA: 1m 32s. Rate: 360.55 forecasts/min
[2025-11-27T20:27:11.950740] [DEBUG] [REMOTE    ] DX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:11.951660] [DEBUG] [LOCAL     ] Loaded configuration for DX: 4 features, N/A% accuracy
[2025-11-27T20:27:11.951720] [INFO ] [LOCAL     ] DX: Loaded 4 optimal features with 57.97% confidence from JSON config
[2025-11-27T20:27:11.951757] [DEBUG] [MAG       ] Building data for symbol: DX with lookback: 0
[2025-11-27T20:27:11.952511] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:11.952591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:11.954324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:11.954860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:11.956520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:11.957627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.049144] [DEBUG] [MAG       ] IDCC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.098194] [DEBUG] [MAG       ] BTMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.158599] [INFO ] [LOCAL     ] BTMD: Saved forecast.
[2025-11-27T20:27:12.158684] [INFO ] [main      ] BTMD: Signal=1 (Conf=80.0%), Magnitude=0.93% (Conf=52.7608%)
[2025-11-27T20:27:12.158850] [INFO ] [main      ] Fetching symbol history for CION...
[2025-11-27T20:27:12.158906] [DEBUG] [REMOTE    ] CION: Fetching historical data.
[2025-11-27T20:27:12.160146] [INFO ] [main      ] Progress: 450/1001 forecasts completed (45.0%). BTMD finished in 0.6s. ETA: 1m 32s. Rate: 360.29 forecasts/min
[2025-11-27T20:27:12.167990] [DEBUG] [MAG       ] AFRM: Last date is validated at 2025-11-26
[2025-11-27T20:27:12.170413] [DEBUG] [REMOTE    ] CION: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.171554] [DEBUG] [LOCAL     ] Loaded configuration for CION: 9 features, N/A% accuracy
[2025-11-27T20:27:12.171716] [INFO ] [LOCAL     ] CION: Loaded 9 optimal features with 41.40% confidence from JSON config
[2025-11-27T20:27:12.171815] [DEBUG] [MAG       ] Building data for symbol: CION with lookback: 0
[2025-11-27T20:27:12.172672] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:12.172797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:12.174599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:12.175167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:12.175737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:12.176203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:12.177186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:12.178520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:12.179635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:12.181743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:12.190706] [INFO ] [LOCAL     ] IDCC: Saved forecast.
[2025-11-27T20:27:12.190793] [INFO ] [main      ] IDCC: Signal=1 (Conf=80.0%), Magnitude=-1.56% (Conf=56.8797%)
[2025-11-27T20:27:12.191151] [INFO ] [main      ] Progress: 451/1001 forecasts completed (45.1%). IDCC finished in 0.7s. ETA: 1m 31s. Rate: 360.94 forecasts/min
[2025-11-27T20:27:12.191279] [INFO ] [main      ] Fetching symbol history for WCC...
[2025-11-27T20:27:12.191323] [DEBUG] [REMOTE    ] WCC: Fetching historical data.
[2025-11-27T20:27:12.199765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.203591] [DEBUG] [REMOTE    ] WCC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.204496] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 10 features, N/A% accuracy
[2025-11-27T20:27:12.204567] [INFO ] [LOCAL     ] WCC: Loaded 10 optimal features with 52.11% confidence from JSON config
[2025-11-27T20:27:12.204635] [DEBUG] [MAG       ] Building data for symbol: WCC with lookback: 0
[2025-11-27T20:27:12.205466] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:12.205546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:12.210316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:12.211158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:12.211995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:12.214431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:12.216180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:12.216751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:12.217800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:12.219559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:12.220646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:12.221374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.295041] [DEBUG] [MAG       ] DX: Last date is validated at 2025-11-26
[2025-11-27T20:27:12.330958] [DEBUG] [MAG       ] AFRM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.445443] [INFO ] [LOCAL     ] AFRM: Saved forecast.
[2025-11-27T20:27:12.445528] [INFO ] [main      ] AFRM: Signal=1 (Conf=80.0%), Magnitude=-3.04% (Conf=64.6278%)
[2025-11-27T20:27:12.446050] [INFO ] [main      ] Fetching symbol history for RICK...
[2025-11-27T20:27:12.446220] [DEBUG] [REMOTE    ] RICK: Fetching historical data.
[2025-11-27T20:27:12.446297] [INFO ] [main      ] Progress: 452/1001 forecasts completed (45.2%). AFRM finished in 0.6s. ETA: 1m 31s. Rate: 360.52 forecasts/min
[2025-11-27T20:27:12.457225] [DEBUG] [REMOTE    ] RICK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.458422] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 5 features, N/A% accuracy
[2025-11-27T20:27:12.458537] [INFO ] [LOCAL     ] RICK: Loaded 5 optimal features with 46.52% confidence from JSON config
[2025-11-27T20:27:12.458645] [DEBUG] [MAG       ] Building data for symbol: RICK with lookback: 0
[2025-11-27T20:27:12.459465] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:12.459608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:12.464350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:12.469004] [DEBUG] [MAG       ] DX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.501383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:12.502530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:12.503612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:12.504345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.531687] [INFO ] [LOCAL     ] DX: Saved forecast.
[2025-11-27T20:27:12.531772] [INFO ] [main      ] DX: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=57.9653%)
[2025-11-27T20:27:12.531955] [INFO ] [main      ] Fetching symbol history for IDE...
[2025-11-27T20:27:12.532023] [DEBUG] [REMOTE    ] IDE: Fetching historical data.
[2025-11-27T20:27:12.532667] [INFO ] [main      ] Progress: 453/1001 forecasts completed (45.3%). DX finished in 0.6s. ETA: 1m 31s. Rate: 360.90 forecasts/min
[2025-11-27T20:27:12.533260] [DEBUG] [MAG       ] CION: Last date is validated at 2025-11-26
[2025-11-27T20:27:12.544379] [DEBUG] [REMOTE    ] IDE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.545567] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 8 features, N/A% accuracy
[2025-11-27T20:27:12.545663] [INFO ] [LOCAL     ] IDE: Loaded 8 optimal features with 42.90% confidence from JSON config
[2025-11-27T20:27:12.545699] [DEBUG] [MAG       ] Building data for symbol: IDE with lookback: 0
[2025-11-27T20:27:12.546696] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:12.546780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:12.548927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:12.549442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:12.550258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:12.551173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:12.560107] [DEBUG] [MAG       ] WCC: Last date is validated at 2025-11-26
[2025-11-27T20:27:12.660478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:12.663551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:12.664968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:12.666119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.700221] [DEBUG] [MAG       ] CION: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.723643] [DEBUG] [MAG       ] WCC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:12.770034] [INFO ] [LOCAL     ] CION: Saved forecast.
[2025-11-27T20:27:12.770244] [INFO ] [main      ] CION: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=41.4013%)
[2025-11-27T20:27:12.770677] [INFO ] [main      ] Fetching symbol history for CTNM...
[2025-11-27T20:27:12.770724] [INFO ] [main      ] Progress: 454/1001 forecasts completed (45.4%). CION finished in 0.6s. ETA: 1m 31s. Rate: 360.56 forecasts/min
[2025-11-27T20:27:12.770830] [DEBUG] [REMOTE    ] CTNM: Fetching historical data.
[2025-11-27T20:27:12.782177] [DEBUG] [REMOTE    ] CTNM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.783351] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 5 features, N/A% accuracy
[2025-11-27T20:27:12.783464] [INFO ] [LOCAL     ] CTNM: Loaded 5 optimal features with 44.80% confidence from JSON config
[2025-11-27T20:27:12.783554] [DEBUG] [MAG       ] Building data for symbol: CTNM with lookback: 0
[2025-11-27T20:27:12.784377] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:12.784499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:12.786979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:12.788803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:12.789643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:12.790800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:12.792096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.832064] [DEBUG] [MAG       ] RICK: Last date is validated at 2025-11-26
[2025-11-27T20:27:12.878377] [INFO ] [LOCAL     ] WCC: Saved forecast.
[2025-11-27T20:27:12.878615] [INFO ] [main      ] WCC: Signal=1 (Conf=80.0%), Magnitude=0.64% (Conf=52.1099%)
[2025-11-27T20:27:12.879043] [INFO ] [main      ] Progress: 455/1001 forecasts completed (45.5%). WCC finished in 0.7s. ETA: 1m 31s. Rate: 360.83 forecasts/min
[2025-11-27T20:27:12.879230] [INFO ] [main      ] Fetching symbol history for KTF...
[2025-11-27T20:27:12.879331] [DEBUG] [REMOTE    ] KTF: Fetching historical data.
[2025-11-27T20:27:12.891029] [DEBUG] [REMOTE    ] KTF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:12.892140] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 13 features, N/A% accuracy
[2025-11-27T20:27:12.892257] [INFO ] [LOCAL     ] KTF: Loaded 13 optimal features with 47.34% confidence from JSON config
[2025-11-27T20:27:12.892352] [DEBUG] [MAG       ] Building data for symbol: KTF with lookback: 0
[2025-11-27T20:27:12.893200] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:27:12.893332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:12.898390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:12.899265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:12.901570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:12.903624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:12.904414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:12.908655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:12.910457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:12.911056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:12.912123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:12.913825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:12.914954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:12.915719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:12.918457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:12.997227] [DEBUG] [MAG       ] RICK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.004297] [DEBUG] [MAG       ] IDE: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.084738] [INFO ] [LOCAL     ] RICK: Saved forecast.
[2025-11-27T20:27:13.084843] [INFO ] [main      ] RICK: Signal=1 (Conf=80.0%), Magnitude=-1.57% (Conf=46.5198%)
[2025-11-27T20:27:13.085288] [INFO ] [main      ] Fetching symbol history for TELO...
[2025-11-27T20:27:13.085343] [DEBUG] [REMOTE    ] TELO: Fetching historical data.
[2025-11-27T20:27:13.085797] [INFO ] [main      ] Progress: 456/1001 forecasts completed (45.6%). RICK finished in 0.6s. ETA: 1m 31s. Rate: 360.64 forecasts/min
[2025-11-27T20:27:13.097641] [DEBUG] [REMOTE    ] TELO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.098480] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 10 features, N/A% accuracy
[2025-11-27T20:27:13.098535] [INFO ] [LOCAL     ] TELO: Loaded 10 optimal features with 52.30% confidence from JSON config
[2025-11-27T20:27:13.098607] [DEBUG] [MAG       ] Building data for symbol: TELO with lookback: 0
[2025-11-27T20:27:13.099398] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:13.099489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:13.104328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:13.106145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:13.106684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:13.107079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:13.109480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:13.123508] [DEBUG] [MAG       ] CTNM: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.146997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:13.176370] [DEBUG] [MAG       ] IDE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.192945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:13.195938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:13.197505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:13.201287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:13.249633] [DEBUG] [MAG       ] KTF: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.290283] [DEBUG] [MAG       ] CTNM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.300186] [INFO ] [LOCAL     ] IDE: Saved forecast.
[2025-11-27T20:27:13.300269] [INFO ] [main      ] IDE: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=42.9049%)
[2025-11-27T20:27:13.300426] [INFO ] [main      ] Fetching symbol history for GHM...
[2025-11-27T20:27:13.300474] [DEBUG] [REMOTE    ] GHM: Fetching historical data.
[2025-11-27T20:27:13.301651] [INFO ] [main      ] Progress: 457/1001 forecasts completed (45.7%). IDE finished in 0.8s. ETA: 1m 31s. Rate: 360.41 forecasts/min
[2025-11-27T20:27:13.312315] [DEBUG] [REMOTE    ] GHM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.313315] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 2 features, N/A% accuracy
[2025-11-27T20:27:13.313378] [INFO ] [LOCAL     ] GHM: Loaded 2 optimal features with 47.03% confidence from JSON config
[2025-11-27T20:27:13.313414] [DEBUG] [MAG       ] Building data for symbol: GHM with lookback: 0
[2025-11-27T20:27:13.314201] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:13.314381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:13.316150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:13.316753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:13.415508] [DEBUG] [MAG       ] KTF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.444311] [INFO ] [LOCAL     ] CTNM: Saved forecast.
[2025-11-27T20:27:13.444523] [INFO ] [main      ] CTNM: Signal=1 (Conf=80.0%), Magnitude=-4.21% (Conf=44.8042%)
[2025-11-27T20:27:13.444954] [INFO ] [main      ] Fetching symbol history for FTLF...
[2025-11-27T20:27:13.445066] [DEBUG] [REMOTE    ] FTLF: Fetching historical data.
[2025-11-27T20:27:13.445397] [INFO ] [main      ] Progress: 458/1001 forecasts completed (45.8%). CTNM finished in 0.7s. ETA: 1m 30s. Rate: 360.52 forecasts/min
[2025-11-27T20:27:13.456881] [DEBUG] [REMOTE    ] FTLF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.457989] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 4 features, N/A% accuracy
[2025-11-27T20:27:13.458105] [INFO ] [LOCAL     ] FTLF: Loaded 4 optimal features with 63.22% confidence from JSON config
[2025-11-27T20:27:13.458220] [DEBUG] [MAG       ] Building data for symbol: FTLF with lookback: 0
[2025-11-27T20:27:13.459097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:13.459220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:13.464182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:13.488878] [INFO ] [LOCAL     ] KTF: Saved forecast.
[2025-11-27T20:27:13.489077] [INFO ] [main      ] KTF: Signal=1 (Conf=80.0%), Magnitude=0.45% (Conf=47.3365%)
[2025-11-27T20:27:13.489465] [INFO ] [main      ] Fetching symbol history for LMND...
[2025-11-27T20:27:13.489589] [DEBUG] [REMOTE    ] LMND: Fetching historical data.
[2025-11-27T20:27:13.490521] [INFO ] [main      ] Progress: 459/1001 forecasts completed (45.9%). KTF finished in 0.6s. ETA: 1m 30s. Rate: 361.09 forecasts/min
[2025-11-27T20:27:13.502479] [DEBUG] [REMOTE    ] LMND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.503531] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 6 features, N/A% accuracy
[2025-11-27T20:27:13.503676] [INFO ] [LOCAL     ] LMND: Loaded 6 optimal features with 48.60% confidence from JSON config
[2025-11-27T20:27:13.503768] [DEBUG] [MAG       ] Building data for symbol: LMND with lookback: 0
[2025-11-27T20:27:13.504565] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:13.504707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:13.505621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:13.507780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:13.509091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:13.510713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:13.512865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:13.514632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:13.529228] [DEBUG] [MAG       ] TELO: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.576151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:13.577210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:13.579187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:13.653905] [DEBUG] [MAG       ] GHM: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.717623] [DEBUG] [MAG       ] TELO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.797112] [INFO ] [LOCAL     ] TELO: Saved forecast.
[2025-11-27T20:27:13.797280] [INFO ] [main      ] TELO: Signal=1 (Conf=80.0%), Magnitude=1.05% (Conf=52.2955%)
[2025-11-27T20:27:13.797749] [INFO ] [main      ] Fetching symbol history for BIPH...
[2025-11-27T20:27:13.797863] [DEBUG] [REMOTE    ] BIPH: Fetching historical data.
[2025-11-27T20:27:13.797912] [INFO ] [main      ] Progress: 460/1001 forecasts completed (46.0%). TELO finished in 0.7s. ETA: 1m 30s. Rate: 360.42 forecasts/min
[2025-11-27T20:27:13.809531] [DEBUG] [REMOTE    ] BIPH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.810550] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 8 features, N/A% accuracy
[2025-11-27T20:27:13.810688] [INFO ] [LOCAL     ] BIPH: Loaded 8 optimal features with 51.65% confidence from JSON config
[2025-11-27T20:27:13.810748] [DEBUG] [MAG       ] Building data for symbol: BIPH with lookback: 0
[2025-11-27T20:27:13.811552] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:13.811686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:13.816941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:13.818889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:13.819402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:13.819873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:13.824407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:13.824950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:13.824747] [DEBUG] [MAG       ] GHM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:13.826072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:13.828178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:13.850900] [DEBUG] [MAG       ] LMND: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.914943] [DEBUG] [MAG       ] FTLF: Last date is validated at 2025-11-26
[2025-11-27T20:27:13.918125] [INFO ] [LOCAL     ] GHM: Saved forecast.
[2025-11-27T20:27:13.918357] [INFO ] [main      ] GHM: Signal=1 (Conf=80.0%), Magnitude=4.19% (Conf=47.0283%)
[2025-11-27T20:27:13.918623] [INFO ] [main      ] Fetching symbol history for RIME...
[2025-11-27T20:27:13.918730] [DEBUG] [REMOTE    ] RIME: Fetching historical data.
[2025-11-27T20:27:13.919651] [INFO ] [main      ] Progress: 461/1001 forecasts completed (46.1%). GHM finished in 0.6s. ETA: 1m 30s. Rate: 360.63 forecasts/min
[2025-11-27T20:27:13.929840] [DEBUG] [REMOTE    ] RIME: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:13.930961] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, N/A% accuracy
[2025-11-27T20:27:13.931077] [INFO ] [LOCAL     ] RIME: Loaded 6 optimal features with 34.83% confidence from JSON config
[2025-11-27T20:27:13.931170] [DEBUG] [MAG       ] Building data for symbol: RIME with lookback: 0
[2025-11-27T20:27:13.932002] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:13.932125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:13.934099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:13.934699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:13.935166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:13.935673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:13.936825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:13.938905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.018337] [DEBUG] [MAG       ] LMND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.096304] [DEBUG] [MAG       ] FTLF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.131656] [INFO ] [LOCAL     ] LMND: Saved forecast.
[2025-11-27T20:27:14.131872] [INFO ] [main      ] LMND: Signal=1 (Conf=80.0%), Magnitude=-6.98% (Conf=48.5955%)
[2025-11-27T20:27:14.132311] [INFO ] [main      ] Progress: 462/1001 forecasts completed (46.2%). LMND finished in 0.6s. ETA: 1m 30s. Rate: 360.42 forecasts/min
[2025-11-27T20:27:14.132495] [INFO ] [main      ] Fetching symbol history for OLMA...
[2025-11-27T20:27:14.132607] [DEBUG] [REMOTE    ] OLMA: Fetching historical data.
[2025-11-27T20:27:14.144313] [DEBUG] [REMOTE    ] OLMA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.145644] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 7 features, N/A% accuracy
[2025-11-27T20:27:14.145760] [INFO ] [LOCAL     ] OLMA: Loaded 7 optimal features with 47.42% confidence from JSON config
[2025-11-27T20:27:14.145875] [DEBUG] [MAG       ] Building data for symbol: OLMA with lookback: 0
[2025-11-27T20:27:14.146758] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:14.146885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:14.147692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:14.148665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:14.151331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:14.168583] [INFO ] [LOCAL     ] FTLF: Saved forecast.
[2025-11-27T20:27:14.168829] [INFO ] [main      ] FTLF: Signal=1 (Conf=80.0%), Magnitude=4.27% (Conf=63.2183%)
[2025-11-27T20:27:14.169127] [INFO ] [main      ] Fetching symbol history for UAA...
[2025-11-27T20:27:14.169243] [DEBUG] [REMOTE    ] UAA: Fetching historical data.
[2025-11-27T20:27:14.169886] [INFO ] [main      ] Progress: 463/1001 forecasts completed (46.3%). FTLF finished in 0.7s. ETA: 1m 29s. Rate: 361.02 forecasts/min
[2025-11-27T20:27:14.177203] [DEBUG] [MAG       ] BIPH: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.182338] [DEBUG] [REMOTE    ] UAA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.183421] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, N/A% accuracy
[2025-11-27T20:27:14.183505] [INFO ] [LOCAL     ] UAA: Loaded 4 optimal features with 47.13% confidence from JSON config
[2025-11-27T20:27:14.183552] [DEBUG] [MAG       ] Building data for symbol: UAA with lookback: 0
[2025-11-27T20:27:14.184460] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:14.184548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:14.189901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:14.192013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:14.192681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:14.194414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.240139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:14.243415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:14.247728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:14.251910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.276905] [DEBUG] [MAG       ] RIME: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.342937] [DEBUG] [MAG       ] BIPH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.408495] [INFO ] [LOCAL     ] BIPH: Saved forecast.
[2025-11-27T20:27:14.408724] [INFO ] [main      ] BIPH: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=51.646%)
[2025-11-27T20:27:14.408997] [INFO ] [main      ] Fetching symbol history for BGS...
[2025-11-27T20:27:14.409101] [DEBUG] [REMOTE    ] BGS: Fetching historical data.
[2025-11-27T20:27:14.409362] [INFO ] [main      ] Progress: 464/1001 forecasts completed (46.4%). BIPH finished in 0.6s. ETA: 1m 29s. Rate: 360.68 forecasts/min
[2025-11-27T20:27:14.420399] [DEBUG] [REMOTE    ] BGS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.421672] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 6 features, N/A% accuracy
[2025-11-27T20:27:14.421786] [INFO ] [LOCAL     ] BGS: Loaded 6 optimal features with 41.65% confidence from JSON config
[2025-11-27T20:27:14.421876] [DEBUG] [MAG       ] Building data for symbol: BGS with lookback: 0
[2025-11-27T20:27:14.422722] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:14.422868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:14.427717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:14.429629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:14.430220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:14.430691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:14.445520] [DEBUG] [MAG       ] RIME: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.468602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:14.470825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.555538] [DEBUG] [MAG       ] UAA: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.585815] [INFO ] [LOCAL     ] RIME: Saved forecast.
[2025-11-27T20:27:14.585898] [INFO ] [main      ] RIME: Signal=1 (Conf=80.0%), Magnitude=-4.82% (Conf=34.8293%)
[2025-11-27T20:27:14.586051] [INFO ] [main      ] Fetching symbol history for CTRN...
[2025-11-27T20:27:14.586111] [DEBUG] [REMOTE    ] CTRN: Fetching historical data.
[2025-11-27T20:27:14.586937] [INFO ] [main      ] Progress: 465/1001 forecasts completed (46.5%). RIME finished in 0.7s. ETA: 1m 29s. Rate: 360.62 forecasts/min
[2025-11-27T20:27:14.597690] [DEBUG] [REMOTE    ] CTRN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.598651] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 4 features, N/A% accuracy
[2025-11-27T20:27:14.598711] [INFO ] [LOCAL     ] CTRN: Loaded 4 optimal features with 46.84% confidence from JSON config
[2025-11-27T20:27:14.598751] [DEBUG] [MAG       ] Building data for symbol: CTRN with lookback: 0
[2025-11-27T20:27:14.599498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:14.599559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:14.604290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:14.605221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:14.607539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:14.608378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.622237] [DEBUG] [MAG       ] OLMA: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.726250] [DEBUG] [MAG       ] UAA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.785902] [DEBUG] [MAG       ] OLMA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:14.790637] [INFO ] [LOCAL     ] UAA: Saved forecast.
[2025-11-27T20:27:14.790725] [INFO ] [main      ] UAA: Signal=1 (Conf=80.0%), Magnitude=4.28% (Conf=47.1268%)
[2025-11-27T20:27:14.791105] [INFO ] [main      ] Fetching symbol history for ACWX...
[2025-11-27T20:27:14.791160] [DEBUG] [REMOTE    ] ACWX: Fetching historical data.
[2025-11-27T20:27:14.791737] [INFO ] [main      ] Progress: 466/1001 forecasts completed (46.6%). UAA finished in 0.6s. ETA: 1m 29s. Rate: 360.45 forecasts/min
[2025-11-27T20:27:14.799989] [DEBUG] [MAG       ] BGS: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.802297] [DEBUG] [REMOTE    ] ACWX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.803622] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 4 features, N/A% accuracy
[2025-11-27T20:27:14.803746] [INFO ] [LOCAL     ] ACWX: Loaded 4 optimal features with 56.54% confidence from JSON config
[2025-11-27T20:27:14.803838] [DEBUG] [MAG       ] Building data for symbol: ACWX with lookback: 0
[2025-11-27T20:27:14.804762] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:14.804884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:14.811182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:14.813918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:14.814597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:14.815070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.897744] [INFO ] [LOCAL     ] OLMA: Saved forecast.
[2025-11-27T20:27:14.897961] [INFO ] [main      ] OLMA: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=47.4194%)
[2025-11-27T20:27:14.898429] [INFO ] [main      ] Progress: 467/1001 forecasts completed (46.7%). OLMA finished in 0.8s. ETA: 1m 29s. Rate: 360.72 forecasts/min
[2025-11-27T20:27:14.898646] [INFO ] [main      ] Fetching symbol history for TX...
[2025-11-27T20:27:14.898745] [DEBUG] [REMOTE    ] TX: Fetching historical data.
[2025-11-27T20:27:14.909846] [DEBUG] [REMOTE    ] TX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:14.910738] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, N/A% accuracy
[2025-11-27T20:27:14.910853] [INFO ] [LOCAL     ] TX: Loaded 2 optimal features with 54.50% confidence from JSON config
[2025-11-27T20:27:14.910943] [DEBUG] [MAG       ] Building data for symbol: TX with lookback: 0
[2025-11-27T20:27:14.911782] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:14.911900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:14.942614] [DEBUG] [MAG       ] CTRN: Last date is validated at 2025-11-26
[2025-11-27T20:27:14.959817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:14.960992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:14.966643] [DEBUG] [MAG       ] BGS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.033100] [INFO ] [LOCAL     ] BGS: Saved forecast.
[2025-11-27T20:27:15.033307] [INFO ] [main      ] BGS: Signal=1 (Conf=80.0%), Magnitude=2.32% (Conf=41.653%)
[2025-11-27T20:27:15.033522] [INFO ] [main      ] Fetching symbol history for KN...
[2025-11-27T20:27:15.033641] [DEBUG] [REMOTE    ] KN: Fetching historical data.
[2025-11-27T20:27:15.035653] [INFO ] [main      ] Progress: 468/1001 forecasts completed (46.8%). BGS finished in 0.6s. ETA: 1m 29s. Rate: 360.86 forecasts/min
[2025-11-27T20:27:15.045538] [DEBUG] [REMOTE    ] KN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.046629] [DEBUG] [LOCAL     ] Loaded configuration for KN: 5 features, N/A% accuracy
[2025-11-27T20:27:15.046751] [INFO ] [LOCAL     ] KN: Loaded 5 optimal features with 54.60% confidence from JSON config
[2025-11-27T20:27:15.046843] [DEBUG] [MAG       ] Building data for symbol: KN with lookback: 0
[2025-11-27T20:27:15.047757] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:15.047886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.052959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:15.057402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:15.060532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:15.062810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:15.078455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:15.111231] [DEBUG] [MAG       ] CTRN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.166239] [DEBUG] [MAG       ] ACWX: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.202659] [INFO ] [LOCAL     ] CTRN: Saved forecast.
[2025-11-27T20:27:15.202869] [INFO ] [main      ] CTRN: Signal=1 (Conf=80.0%), Magnitude=0.89% (Conf=46.8357%)
[2025-11-27T20:27:15.203149] [INFO ] [main      ] Fetching symbol history for GGLS...
[2025-11-27T20:27:15.203263] [DEBUG] [REMOTE    ] GGLS: Fetching historical data.
[2025-11-27T20:27:15.203837] [INFO ] [main      ] Progress: 469/1001 forecasts completed (46.9%). CTRN finished in 0.6s. ETA: 1m 28s. Rate: 360.85 forecasts/min
[2025-11-27T20:27:15.214897] [DEBUG] [REMOTE    ] GGLS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.215993] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 6 features, N/A% accuracy
[2025-11-27T20:27:15.216108] [INFO ] [LOCAL     ] GGLS: Loaded 6 optimal features with 52.23% confidence from JSON config
[2025-11-27T20:27:15.216199] [DEBUG] [MAG       ] Building data for symbol: GGLS with lookback: 0
[2025-11-27T20:27:15.217042] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:15.217163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.222086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:15.223980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:15.224547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:15.291821] [DEBUG] [MAG       ] TX: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.337424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:15.339309] [DEBUG] [MAG       ] ACWX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.339938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:15.342217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:15.406610] [DEBUG] [MAG       ] KN: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.417691] [INFO ] [LOCAL     ] ACWX: Saved forecast.
[2025-11-27T20:27:15.417912] [INFO ] [main      ] ACWX: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=56.5421%)
[2025-11-27T20:27:15.418367] [INFO ] [main      ] Fetching symbol history for GLBE...
[2025-11-27T20:27:15.418477] [DEBUG] [REMOTE    ] GLBE: Fetching historical data.
[2025-11-27T20:27:15.418649] [INFO ] [main      ] Progress: 470/1001 forecasts completed (47.0%). ACWX finished in 0.6s. ETA: 1m 28s. Rate: 360.63 forecasts/min
[2025-11-27T20:27:15.430508] [DEBUG] [REMOTE    ] GLBE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.431621] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 4 features, N/A% accuracy
[2025-11-27T20:27:15.431682] [INFO ] [LOCAL     ] GLBE: Loaded 4 optimal features with 50.82% confidence from JSON config
[2025-11-27T20:27:15.431717] [DEBUG] [MAG       ] Building data for symbol: GLBE with lookback: 0
[2025-11-27T20:27:15.432633] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:15.432701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.437465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:15.438516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:15.439460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:15.440345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:15.456618] [DEBUG] [MAG       ] TX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.527998] [INFO ] [LOCAL     ] TX: Saved forecast.
[2025-11-27T20:27:15.528260] [INFO ] [main      ] TX: Signal=1 (Conf=80.0%), Magnitude=0.84% (Conf=54.498%)
[2025-11-27T20:27:15.528684] [INFO ] [main      ] Fetching symbol history for TOI...
[2025-11-27T20:27:15.528793] [DEBUG] [REMOTE    ] TOI: Fetching historical data.
[2025-11-27T20:27:15.529774] [INFO ] [main      ] Progress: 471/1001 forecasts completed (47.1%). TX finished in 0.6s. ETA: 1m 28s. Rate: 360.88 forecasts/min
[2025-11-27T20:27:15.540486] [DEBUG] [REMOTE    ] TOI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.541530] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, N/A% accuracy
[2025-11-27T20:27:15.541673] [INFO ] [LOCAL     ] TOI: Loaded 3 optimal features with 47.75% confidence from JSON config
[2025-11-27T20:27:15.541765] [DEBUG] [MAG       ] Building data for symbol: TOI with lookback: 0
[2025-11-27T20:27:15.542613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:15.542740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.547485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:15.549409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:15.549994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:15.572976] [DEBUG] [MAG       ] KN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.650350] [INFO ] [LOCAL     ] KN: Saved forecast.
[2025-11-27T20:27:15.650437] [INFO ] [main      ] KN: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=54.5995%)
[2025-11-27T20:27:15.650613] [INFO ] [main      ] Fetching symbol history for GLRE...
[2025-11-27T20:27:15.650775] [DEBUG] [REMOTE    ] GLRE: Fetching historical data.
[2025-11-27T20:27:15.650940] [INFO ] [main      ] Progress: 472/1001 forecasts completed (47.2%). KN finished in 0.6s. ETA: 1m 28s. Rate: 361.09 forecasts/min
[2025-11-27T20:27:15.662523] [DEBUG] [REMOTE    ] GLRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.663785] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 6 features, N/A% accuracy
[2025-11-27T20:27:15.663914] [INFO ] [LOCAL     ] GLRE: Loaded 6 optimal features with 48.42% confidence from JSON config
[2025-11-27T20:27:15.664022] [DEBUG] [MAG       ] Building data for symbol: GLRE with lookback: 0
[2025-11-27T20:27:15.664877] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:15.665000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.669825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:15.672279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:15.673156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:15.676855] [DEBUG] [MAG       ] GGLS: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.745527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:15.748646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:15.750703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:15.771209] [DEBUG] [MAG       ] GLBE: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.850765] [DEBUG] [MAG       ] GGLS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.881243] [DEBUG] [MAG       ] TOI: Last date is validated at 2025-11-26
[2025-11-27T20:27:15.921228] [INFO ] [LOCAL     ] GGLS: Saved forecast.
[2025-11-27T20:27:15.921448] [INFO ] [main      ] GGLS: Signal=1 (Conf=80.0%), Magnitude=-0.75% (Conf=52.2338%)
[2025-11-27T20:27:15.921883] [INFO ] [main      ] Fetching symbol history for VSTM...
[2025-11-27T20:27:15.921992] [DEBUG] [REMOTE    ] VSTM: Fetching historical data.
[2025-11-27T20:27:15.922673] [INFO ] [main      ] Progress: 473/1001 forecasts completed (47.3%). GGLS finished in 0.7s. ETA: 1m 28s. Rate: 360.60 forecasts/min
[2025-11-27T20:27:15.934535] [DEBUG] [REMOTE    ] VSTM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:15.935376] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 5 features, N/A% accuracy
[2025-11-27T20:27:15.935522] [INFO ] [LOCAL     ] VSTM: Loaded 5 optimal features with 59.68% confidence from JSON config
[2025-11-27T20:27:15.935795] [DEBUG] [MAG       ] Building data for symbol: VSTM with lookback: 0
[2025-11-27T20:27:15.935775] [DEBUG] [MAG       ] GLBE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:15.936631] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:15.936718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:15.941612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:15.943362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:15.944394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:15.946418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:15.948023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.037919] [INFO ] [LOCAL     ] GLBE: Saved forecast.
[2025-11-27T20:27:16.038136] [INFO ] [main      ] GLBE: Signal=1 (Conf=80.0%), Magnitude=-1.30% (Conf=50.8196%)
[2025-11-27T20:27:16.038443] [INFO ] [main      ] Fetching symbol history for WDH...
[2025-11-27T20:27:16.038547] [DEBUG] [REMOTE    ] WDH: Fetching historical data.
[2025-11-27T20:27:16.039779] [INFO ] [main      ] Progress: 474/1001 forecasts completed (47.4%). GLBE finished in 0.6s. ETA: 1m 28s. Rate: 360.83 forecasts/min
[2025-11-27T20:27:16.049972] [DEBUG] [MAG       ] TOI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.050878] [DEBUG] [REMOTE    ] WDH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.051718] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, N/A% accuracy
[2025-11-27T20:27:16.051784] [INFO ] [LOCAL     ] WDH: Loaded 4 optimal features with 40.07% confidence from JSON config
[2025-11-27T20:27:16.051819] [DEBUG] [MAG       ] Building data for symbol: WDH with lookback: 0
[2025-11-27T20:27:16.052601] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:16.052672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:16.057474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:16.058401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:16.059243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:16.060278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.080882] [DEBUG] [MAG       ] GLRE: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.108744] [INFO ] [LOCAL     ] TOI: Saved forecast.
[2025-11-27T20:27:16.108926] [INFO ] [main      ] TOI: Signal=1 (Conf=80.0%), Magnitude=7.21% (Conf=47.7519%)
[2025-11-27T20:27:16.109477] [INFO ] [main      ] Progress: 475/1001 forecasts completed (47.5%). TOI finished in 0.6s. ETA: 1m 27s. Rate: 361.27 forecasts/min
[2025-11-27T20:27:16.109375] [INFO ] [main      ] Fetching symbol history for HIG...
[2025-11-27T20:27:16.109656] [DEBUG] [REMOTE    ] HIG: Fetching historical data.
[2025-11-27T20:27:16.121606] [DEBUG] [REMOTE    ] HIG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.122816] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 8 features, N/A% accuracy
[2025-11-27T20:27:16.122934] [INFO ] [LOCAL     ] HIG: Loaded 8 optimal features with 49.37% confidence from JSON config
[2025-11-27T20:27:16.123027] [DEBUG] [MAG       ] Building data for symbol: HIG with lookback: 0
[2025-11-27T20:27:16.123954] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:16.124089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:16.129256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:16.130120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:16.130969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:16.133387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:16.243591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:16.244866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:16.245844] [DEBUG] [MAG       ] GLRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.290542] [DEBUG] [MAG       ] VSTM: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.318438] [INFO ] [LOCAL     ] GLRE: Saved forecast.
[2025-11-27T20:27:16.318679] [INFO ] [main      ] GLRE: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=48.4243%)
[2025-11-27T20:27:16.318948] [INFO ] [main      ] Fetching symbol history for TPZ...
[2025-11-27T20:27:16.319057] [DEBUG] [REMOTE    ] TPZ: Fetching historical data.
[2025-11-27T20:27:16.320981] [INFO ] [main      ] Progress: 476/1001 forecasts completed (47.6%). GLRE finished in 0.7s. ETA: 1m 27s. Rate: 361.06 forecasts/min
[2025-11-27T20:27:16.320813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:16.322981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.330131] [DEBUG] [REMOTE    ] TPZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.331099] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 6 features, N/A% accuracy
[2025-11-27T20:27:16.331270] [INFO ] [LOCAL     ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config
[2025-11-27T20:27:16.331362] [DEBUG] [MAG       ] Building data for symbol: TPZ with lookback: 0
[2025-11-27T20:27:16.332203] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:16.332325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:16.337112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:16.338972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:16.339537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:16.340101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:16.340807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:16.341884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.387981] [DEBUG] [MAG       ] WDH: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.459004] [DEBUG] [MAG       ] VSTM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.533647] [INFO ] [LOCAL     ] VSTM: Saved forecast.
[2025-11-27T20:27:16.533735] [INFO ] [main      ] VSTM: Signal=1 (Conf=80.0%), Magnitude=0.78% (Conf=59.6821%)
[2025-11-27T20:27:16.533916] [INFO ] [main      ] Fetching symbol history for USXF...
[2025-11-27T20:27:16.533966] [DEBUG] [REMOTE    ] USXF: Fetching historical data.
[2025-11-27T20:27:16.534855] [INFO ] [main      ] Progress: 477/1001 forecasts completed (47.7%). VSTM finished in 0.6s. ETA: 1m 27s. Rate: 360.85 forecasts/min
[2025-11-27T20:27:16.545446] [DEBUG] [REMOTE    ] USXF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.546429] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 8 features, N/A% accuracy
[2025-11-27T20:27:16.546565] [INFO ] [LOCAL     ] USXF: Loaded 8 optimal features with 61.03% confidence from JSON config
[2025-11-27T20:27:16.546681] [DEBUG] [MAG       ] Building data for symbol: USXF with lookback: 0
[2025-11-27T20:27:16.547492] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:16.547635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:16.549422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:16.550072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:16.550653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:16.550945] [DEBUG] [MAG       ] WDH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.551119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:16.553596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:16.555409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:16.594892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:16.596756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.606352] [INFO ] [LOCAL     ] WDH: Saved forecast.
[2025-11-27T20:27:16.606584] [INFO ] [main      ] WDH: Signal=1 (Conf=80.0%), Magnitude=3.79% (Conf=40.067%)
[2025-11-27T20:27:16.607035] [INFO ] [main      ] Fetching symbol history for ESGE...
[2025-11-27T20:27:16.607143] [DEBUG] [REMOTE    ] ESGE: Fetching historical data.
[2025-11-27T20:27:16.607618] [INFO ] [main      ] Progress: 478/1001 forecasts completed (47.8%). WDH finished in 0.6s. ETA: 1m 27s. Rate: 361.27 forecasts/min
[2025-11-27T20:27:16.619382] [DEBUG] [REMOTE    ] ESGE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.620429] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 9 features, N/A% accuracy
[2025-11-27T20:27:16.620545] [INFO ] [LOCAL     ] ESGE: Loaded 9 optimal features with 55.13% confidence from JSON config
[2025-11-27T20:27:16.620656] [DEBUG] [MAG       ] Building data for symbol: ESGE with lookback: 0
[2025-11-27T20:27:16.621496] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:16.621643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:16.624027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:16.650968] [DEBUG] [MAG       ] HIG: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.662634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:16.664767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:16.665349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:16.666444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:16.668218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:16.669354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:16.670313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:16.671875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.671990] [DEBUG] [MAG       ] TPZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.814018] [DEBUG] [MAG       ] HIG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.840229] [DEBUG] [MAG       ] TPZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:16.905309] [INFO ] [LOCAL     ] TPZ: Saved forecast.
[2025-11-27T20:27:16.905562] [INFO ] [main      ] TPZ: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=48.6874%)
[2025-11-27T20:27:16.906057] [INFO ] [main      ] Fetching symbol history for NFLX...
[2025-11-27T20:27:16.906239] [DEBUG] [REMOTE    ] NFLX: Fetching historical data.
[2025-11-27T20:27:16.906094] [INFO ] [main      ] Progress: 479/1001 forecasts completed (47.9%). TPZ finished in 0.6s. ETA: 1m 27s. Rate: 360.67 forecasts/min
[2025-11-27T20:27:16.918849] [DEBUG] [REMOTE    ] NFLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.920121] [INFO ] [LOCAL     ] HIG: Saved forecast.
[2025-11-27T20:27:16.920084] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 6 features, N/A% accuracy
[2025-11-27T20:27:16.920274] [INFO ] [LOCAL     ] NFLX: Loaded 6 optimal features with 70.18% confidence from JSON config
[2025-11-27T20:27:16.920209] [INFO ] [main      ] HIG: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=49.3721%)
[2025-11-27T20:27:16.920346] [DEBUG] [MAG       ] Building data for symbol: NFLX with lookback: 0
[2025-11-27T20:27:16.920844] [INFO ] [main      ] Progress: 480/1001 forecasts completed (48.0%). HIG finished in 0.8s. ETA: 1m 27s. Rate: 361.36 forecasts/min
[2025-11-27T20:27:16.920737] [INFO ] [main      ] Fetching symbol history for TVC...
[2025-11-27T20:27:16.921044] [DEBUG] [REMOTE    ] TVC: Fetching historical data.
[2025-11-27T20:27:16.921445] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:16.921593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:16.926702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:16.926779] [DEBUG] [MAG       ] USXF: Last date is validated at 2025-11-26
[2025-11-27T20:27:16.928808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:16.929357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:16.930303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:16.932262] [DEBUG] [REMOTE    ] TVC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:16.932808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:16.933517] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 6 features, N/A% accuracy
[2025-11-27T20:27:16.933649] [INFO ] [LOCAL     ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config
[2025-11-27T20:27:16.933743] [DEBUG] [MAG       ] Building data for symbol: TVC with lookback: 0
[2025-11-27T20:27:16.934493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:16.934651] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:16.934762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:16.939796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:16.940849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:16.942708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:16.944766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:16.946192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:16.947831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.006134] [DEBUG] [MAG       ] ESGE: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.091797] [DEBUG] [MAG       ] USXF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.170788] [DEBUG] [MAG       ] ESGE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.174453] [INFO ] [LOCAL     ] USXF: Saved forecast.
[2025-11-27T20:27:17.174685] [INFO ] [main      ] USXF: Signal=1 (Conf=80.0%), Magnitude=1.63% (Conf=61.0278%)
[2025-11-27T20:27:17.174938] [INFO ] [main      ] Fetching symbol history for CTRE...
[2025-11-27T20:27:17.175044] [DEBUG] [REMOTE    ] CTRE: Fetching historical data.
[2025-11-27T20:27:17.175851] [INFO ] [main      ] Progress: 481/1001 forecasts completed (48.1%). USXF finished in 0.6s. ETA: 1m 26s. Rate: 360.95 forecasts/min
[2025-11-27T20:27:17.187363] [DEBUG] [REMOTE    ] CTRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.188335] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 5 features, N/A% accuracy
[2025-11-27T20:27:17.188414] [INFO ] [LOCAL     ] CTRE: Loaded 5 optimal features with 54.19% confidence from JSON config
[2025-11-27T20:27:17.188460] [DEBUG] [MAG       ] Building data for symbol: CTRE with lookback: 0
[2025-11-27T20:27:17.189257] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:17.189431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.191235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:17.191833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:17.192375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:17.192875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:17.195432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.249928] [INFO ] [LOCAL     ] ESGE: Saved forecast.
[2025-11-27T20:27:17.250134] [INFO ] [main      ] ESGE: Signal=1 (Conf=80.0%), Magnitude=2.02% (Conf=55.1316%)
[2025-11-27T20:27:17.250347] [INFO ] [main      ] Fetching symbol history for SMX...
[2025-11-27T20:27:17.250489] [DEBUG] [REMOTE    ] SMX: Fetching historical data.
[2025-11-27T20:27:17.251770] [INFO ] [main      ] Progress: 482/1001 forecasts completed (48.2%). ESGE finished in 0.6s. ETA: 1m 26s. Rate: 361.36 forecasts/min
[2025-11-27T20:27:17.262229] [DEBUG] [REMOTE    ] SMX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.263241] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 4 features, N/A% accuracy
[2025-11-27T20:27:17.263354] [INFO ] [LOCAL     ] SMX: Loaded 4 optimal features with 30.23% confidence from JSON config
[2025-11-27T20:27:17.263443] [DEBUG] [MAG       ] Building data for symbol: SMX with lookback: 0
[2025-11-27T20:27:17.264423] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:17.264723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.266439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:17.267055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:17.267542] [DEBUG] [MAG       ] NFLX: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.267563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:17.268473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.284061] [DEBUG] [MAG       ] TVC: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.430637] [DEBUG] [MAG       ] NFLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.451931] [DEBUG] [MAG       ] TVC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.513621] [INFO ] [LOCAL     ] TVC: Saved forecast.
[2025-11-27T20:27:17.513714] [INFO ] [main      ] TVC: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=46.5567%)
[2025-11-27T20:27:17.514076] [INFO ] [main      ] Fetching symbol history for BJDX...
[2025-11-27T20:27:17.514129] [DEBUG] [REMOTE    ] BJDX: Fetching historical data.
[2025-11-27T20:27:17.514128] [INFO ] [main      ] Progress: 483/1001 forecasts completed (48.3%). TVC finished in 0.6s. ETA: 1m 26s. Rate: 360.93 forecasts/min
[2025-11-27T20:27:17.526472] [DEBUG] [REMOTE    ] BJDX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.527609] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 4 features, N/A% accuracy
[2025-11-27T20:27:17.527671] [INFO ] [LOCAL     ] BJDX: Loaded 4 optimal features with 58.05% confidence from JSON config
[2025-11-27T20:27:17.527705] [DEBUG] [MAG       ] Building data for symbol: BJDX with lookback: 0
[2025-11-27T20:27:17.528536] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:17.528633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.530303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:17.530839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:17.531282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:17.531689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.533967] [INFO ] [LOCAL     ] NFLX: Saved forecast.
[2025-11-27T20:27:17.534049] [INFO ] [main      ] NFLX: Signal=1 (Conf=80.0%), Magnitude=4.59% (Conf=70.1827%)
[2025-11-27T20:27:17.534227] [INFO ] [main      ] Fetching symbol history for FTQI...
[2025-11-27T20:27:17.534274] [DEBUG] [REMOTE    ] FTQI: Fetching historical data.
[2025-11-27T20:27:17.535095] [INFO ] [main      ] Progress: 484/1001 forecasts completed (48.4%). NFLX finished in 0.6s. ETA: 1m 26s. Rate: 361.58 forecasts/min
[2025-11-27T20:27:17.546114] [DEBUG] [REMOTE    ] FTQI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.547147] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 9 features, N/A% accuracy
[2025-11-27T20:27:17.547260] [INFO ] [LOCAL     ] FTQI: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-11-27T20:27:17.547349] [DEBUG] [MAG       ] Building data for symbol: FTQI with lookback: 0
[2025-11-27T20:27:17.548211] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:17.548336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.550078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:17.550749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:17.551220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:17.551936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:17.553028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:17.554201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:17.554818] [DEBUG] [MAG       ] CTRE: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.556352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:17.557440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:17.559097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.595178] [DEBUG] [MAG       ] SMX: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.727568] [DEBUG] [MAG       ] CTRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.759346] [DEBUG] [MAG       ] SMX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:17.804760] [INFO ] [LOCAL     ] CTRE: Saved forecast.
[2025-11-27T20:27:17.804850] [INFO ] [main      ] CTRE: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=54.1858%)
[2025-11-27T20:27:17.805022] [INFO ] [main      ] Fetching symbol history for ABVX...
[2025-11-27T20:27:17.805072] [DEBUG] [REMOTE    ] ABVX: Fetching historical data.
[2025-11-27T20:27:17.806655] [INFO ] [main      ] Progress: 485/1001 forecasts completed (48.5%). CTRE finished in 0.6s. ETA: 1m 26s. Rate: 361.11 forecasts/min
[2025-11-27T20:27:17.816336] [DEBUG] [REMOTE    ] ABVX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.817518] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 4 features, N/A% accuracy
[2025-11-27T20:27:17.817602] [INFO ] [LOCAL     ] ABVX: Loaded 4 optimal features with 47.69% confidence from JSON config
[2025-11-27T20:27:17.817646] [DEBUG] [MAG       ] Building data for symbol: ABVX with lookback: 0
[2025-11-27T20:27:17.818477] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:17.818541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:17.819293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:17.820468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:17.823444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.825295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:17.864633] [DEBUG] [MAG       ] BJDX: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.889542] [DEBUG] [MAG       ] FTQI: Last date is validated at 2025-11-26
[2025-11-27T20:27:17.930454] [INFO ] [LOCAL     ] SMX: Saved forecast.
[2025-11-27T20:27:17.930544] [INFO ] [main      ] SMX: Signal=1 (Conf=80.0%), Magnitude=-337.53% (Conf=30.2272%)
[2025-11-27T20:27:17.930925] [INFO ] [main      ] Fetching symbol history for FRSX...
[2025-11-27T20:27:17.930981] [DEBUG] [REMOTE    ] FRSX: Fetching historical data.
[2025-11-27T20:27:17.931702] [INFO ] [main      ] Progress: 486/1001 forecasts completed (48.6%). SMX finished in 0.7s. ETA: 1m 26s. Rate: 361.29 forecasts/min
[2025-11-27T20:27:17.941994] [DEBUG] [REMOTE    ] FRSX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:17.943134] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 7 features, N/A% accuracy
[2025-11-27T20:27:17.943195] [INFO ] [LOCAL     ] FRSX: Loaded 7 optimal features with 56.45% confidence from JSON config
[2025-11-27T20:27:17.943229] [DEBUG] [MAG       ] Building data for symbol: FRSX with lookback: 0
[2025-11-27T20:27:17.944017] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:17.944088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:17.948811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:17.950595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:17.951085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:17.951468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:17.953175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:17.955961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:17.957299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.031113] [DEBUG] [MAG       ] BJDX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.061884] [DEBUG] [MAG       ] FTQI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.102055] [INFO ] [LOCAL     ] BJDX: Saved forecast.
[2025-11-27T20:27:18.102146] [INFO ] [main      ] BJDX: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=58.048%)
[2025-11-27T20:27:18.102646] [INFO ] [main      ] Fetching symbol history for ENTO...
[2025-11-27T20:27:18.102717] [DEBUG] [REMOTE    ] ENTO: Fetching historical data.
[2025-11-27T20:27:18.102715] [INFO ] [main      ] Progress: 487/1001 forecasts completed (48.7%). BJDX finished in 0.6s. ETA: 1m 25s. Rate: 361.27 forecasts/min
[2025-11-27T20:27:18.113406] [DEBUG] [REMOTE    ] ENTO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.114427] [DEBUG] [LOCAL     ] Loaded configuration for ENTO: 6 features, N/A% accuracy
[2025-11-27T20:27:18.114487] [INFO ] [LOCAL     ] ENTO: Loaded 6 optimal features with 42.27% confidence from JSON config
[2025-11-27T20:27:18.114527] [DEBUG] [MAG       ] Building data for symbol: ENTO with lookback: 0
[2025-11-27T20:27:18.115359] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:18.115428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:18.117180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:18.117724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:18.118126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:18.119047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:18.121409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:18.126890] [INFO ] [LOCAL     ] FTQI: Saved forecast.
[2025-11-27T20:27:18.127093] [INFO ] [main      ] FTQI: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=53.6996%)
[2025-11-27T20:27:18.127542] [INFO ] [main      ] Fetching symbol history for SLNO...
[2025-11-27T20:27:18.127773] [DEBUG] [REMOTE    ] SLNO: Fetching historical data.
[2025-11-27T20:27:18.127660] [INFO ] [main      ] Progress: 488/1001 forecasts completed (48.8%). FTQI finished in 0.6s. ETA: 1m 25s. Rate: 361.90 forecasts/min
[2025-11-27T20:27:18.139325] [DEBUG] [REMOTE    ] SLNO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.140705] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 3 features, N/A% accuracy
[2025-11-27T20:27:18.140821] [INFO ] [LOCAL     ] SLNO: Loaded 3 optimal features with 63.54% confidence from JSON config
[2025-11-27T20:27:18.140913] [DEBUG] [MAG       ] Building data for symbol: SLNO with lookback: 0
[2025-11-27T20:27:18.141789] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:18.141917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:18.146858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:18.147902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:18.151895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.158921] [DEBUG] [MAG       ] ABVX: Last date is validated at 2025-11-26
[2025-11-27T20:27:18.169241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.283053] [DEBUG] [MAG       ] FRSX: Last date is validated at 2025-11-26
[2025-11-27T20:27:18.326881] [DEBUG] [MAG       ] ABVX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.446855] [DEBUG] [MAG       ] FRSX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.471810] [INFO ] [LOCAL     ] ABVX: Saved forecast.
[2025-11-27T20:27:18.471900] [INFO ] [main      ] ABVX: Signal=1 (Conf=80.0%), Magnitude=-4.87% (Conf=47.689%)
[2025-11-27T20:27:18.472069] [INFO ] [main      ] Fetching symbol history for NGG...
[2025-11-27T20:27:18.472133] [DEBUG] [REMOTE    ] NGG: Fetching historical data.
[2025-11-27T20:27:18.473652] [INFO ] [main      ] Progress: 489/1001 forecasts completed (48.9%). ABVX finished in 0.7s. ETA: 1m 25s. Rate: 361.10 forecasts/min
[2025-11-27T20:27:18.483464] [DEBUG] [REMOTE    ] NGG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.484461] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 7 features, N/A% accuracy
[2025-11-27T20:27:18.484523] [INFO ] [LOCAL     ] NGG: Loaded 7 optimal features with 61.74% confidence from JSON config
[2025-11-27T20:27:18.484564] [DEBUG] [MAG       ] Building data for symbol: NGG with lookback: 0
[2025-11-27T20:27:18.485411] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:18.485477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:18.487230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:18.487810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:18.488253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:18.489042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:18.489653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:18.491201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:18.494177] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.494734] [DEBUG] [MAG       ] SLNO: Last date is validated at 2025-11-26
[2025-11-27T20:27:18.494970] [DEBUG] [MAG       ] ENTO: Last date is validated at 2025-11-26
[2025-11-27T20:27:18.533105] [INFO ] [LOCAL     ] FRSX: Saved forecast.
[2025-11-27T20:27:18.533189] [INFO ] [main      ] FRSX: Signal=1 (Conf=80.0%), Magnitude=3.27% (Conf=56.453%)
[2025-11-27T20:27:18.533544] [INFO ] [main      ] Fetching symbol history for HCTI...
[2025-11-27T20:27:18.533632] [DEBUG] [REMOTE    ] HCTI: Fetching historical data.
[2025-11-27T20:27:18.533626] [INFO ] [main      ] Progress: 490/1001 forecasts completed (49.0%). FRSX finished in 0.6s. ETA: 1m 25s. Rate: 361.57 forecasts/min
[2025-11-27T20:27:18.544983] [DEBUG] [REMOTE    ] HCTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.546124] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 8 features, N/A% accuracy
[2025-11-27T20:27:18.546187] [INFO ] [LOCAL     ] HCTI: Loaded 8 optimal features with 29.53% confidence from JSON config
[2025-11-27T20:27:18.546221] [DEBUG] [MAG       ] Building data for symbol: HCTI with lookback: 0
[2025-11-27T20:27:18.547013] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:18.547095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:18.551892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:18.553645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:18.554122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:18.554507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:18.555342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:18.660140] [DEBUG] [MAG       ] ENTO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.665036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:18.678281] [DEBUG] [MAG       ] SLNO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:18.714363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:18.715222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.723303] [INFO ] [LOCAL     ] ENTO: Saved forecast.
[2025-11-27T20:27:18.723387] [INFO ] [main      ] ENTO: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=42.2678%)
[2025-11-27T20:27:18.723559] [INFO ] [main      ] Fetching symbol history for VPG...
[2025-11-27T20:27:18.723625] [DEBUG] [REMOTE    ] VPG: Fetching historical data.
[2025-11-27T20:27:18.724348] [INFO ] [main      ] Progress: 491/1001 forecasts completed (49.1%). ENTO finished in 0.6s. ETA: 1m 25s. Rate: 361.46 forecasts/min
[2025-11-27T20:27:18.734699] [DEBUG] [REMOTE    ] VPG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.735722] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, N/A% accuracy
[2025-11-27T20:27:18.735782] [INFO ] [LOCAL     ] VPG: Loaded 2 optimal features with 47.19% confidence from JSON config
[2025-11-27T20:27:18.735821] [DEBUG] [MAG       ] Building data for symbol: VPG with lookback: 0
[2025-11-27T20:27:18.736617] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:18.736698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:18.741419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:18.742617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.793591] [INFO ] [LOCAL     ] SLNO: Saved forecast.
[2025-11-27T20:27:18.793797] [INFO ] [main      ] SLNO: Signal=1 (Conf=80.0%), Magnitude=19.42% (Conf=63.5357%)
[2025-11-27T20:27:18.794234] [INFO ] [main      ] Fetching symbol history for PHIO...
[2025-11-27T20:27:18.794340] [DEBUG] [REMOTE    ] PHIO: Fetching historical data.
[2025-11-27T20:27:18.794421] [INFO ] [main      ] Progress: 492/1001 forecasts completed (49.2%). SLNO finished in 0.7s. ETA: 1m 24s. Rate: 361.88 forecasts/min
[2025-11-27T20:27:18.806285] [DEBUG] [REMOTE    ] PHIO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:18.807416] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, N/A% accuracy
[2025-11-27T20:27:18.807477] [INFO ] [LOCAL     ] PHIO: Loaded 5 optimal features with 58.81% confidence from JSON config
[2025-11-27T20:27:18.807512] [DEBUG] [MAG       ] Building data for symbol: PHIO with lookback: 0
[2025-11-27T20:27:18.808382] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:18.808451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:18.810137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:18.810689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:18.811441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:18.812613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:18.813324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:18.843727] [DEBUG] [MAG       ] NGG: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.016020] [DEBUG] [MAG       ] NGG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.042680] [DEBUG] [MAG       ] HCTI: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.068386] [DEBUG] [MAG       ] VPG: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.103921] [INFO ] [LOCAL     ] NGG: Saved forecast.
[2025-11-27T20:27:19.104010] [INFO ] [main      ] NGG: Signal=1 (Conf=80.0%), Magnitude=2.51% (Conf=61.7433%)
[2025-11-27T20:27:19.104170] [INFO ] [main      ] Fetching symbol history for QS...
[2025-11-27T20:27:19.104216] [DEBUG] [REMOTE    ] QS: Fetching historical data.
[2025-11-27T20:27:19.105646] [INFO ] [main      ] Progress: 493/1001 forecasts completed (49.3%). NGG finished in 0.6s. ETA: 1m 24s. Rate: 361.24 forecasts/min
[2025-11-27T20:27:19.115529] [DEBUG] [REMOTE    ] QS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.116525] [DEBUG] [LOCAL     ] Loaded configuration for QS: 4 features, N/A% accuracy
[2025-11-27T20:27:19.116639] [INFO ] [LOCAL     ] QS: Loaded 4 optimal features with 51.33% confidence from JSON config
[2025-11-27T20:27:19.116676] [DEBUG] [MAG       ] Building data for symbol: QS with lookback: 0
[2025-11-27T20:27:19.117457] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:19.117527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:19.122484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:19.124330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:19.124859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:19.127277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:19.139071] [DEBUG] [MAG       ] PHIO: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.206494] [DEBUG] [MAG       ] HCTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.231844] [DEBUG] [MAG       ] VPG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.303495] [DEBUG] [MAG       ] PHIO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.310693] [INFO ] [LOCAL     ] VPG: Saved forecast.
[2025-11-27T20:27:19.310903] [INFO ] [main      ] VPG: Signal=1 (Conf=80.0%), Magnitude=3.35% (Conf=47.1856%)
[2025-11-27T20:27:19.311327] [INFO ] [main      ] Progress: 494/1001 forecasts completed (49.4%). VPG finished in 0.6s. ETA: 1m 24s. Rate: 361.07 forecasts/min
[2025-11-27T20:27:19.311508] [INFO ] [main      ] Fetching symbol history for MPC...
[2025-11-27T20:27:19.311616] [DEBUG] [REMOTE    ] MPC: Fetching historical data.
[2025-11-27T20:27:19.323044] [DEBUG] [REMOTE    ] MPC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.324186] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 3 features, N/A% accuracy
[2025-11-27T20:27:19.324300] [INFO ] [LOCAL     ] MPC: Loaded 3 optimal features with 49.25% confidence from JSON config
[2025-11-27T20:27:19.324392] [DEBUG] [MAG       ] Building data for symbol: MPC with lookback: 0
[2025-11-27T20:27:19.325223] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:19.325344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:19.327817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:19.329172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:19.330596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:19.375045] [INFO ] [LOCAL     ] PHIO: Saved forecast.
[2025-11-27T20:27:19.375268] [INFO ] [main      ] PHIO: Signal=1 (Conf=80.0%), Magnitude=-10.28% (Conf=58.8108%)
[2025-11-27T20:27:19.375707] [INFO ] [main      ] Fetching symbol history for TAOP...
[2025-11-27T20:27:19.375813] [DEBUG] [REMOTE    ] TAOP: Fetching historical data.
[2025-11-27T20:27:19.378194] [INFO ] [main      ] Progress: 495/1001 forecasts completed (49.5%). PHIO finished in 0.6s. ETA: 1m 24s. Rate: 361.50 forecasts/min
[2025-11-27T20:27:19.382736] [INFO ] [LOCAL     ] HCTI: Saved forecast.
[2025-11-27T20:27:19.382972] [INFO ] [main      ] HCTI: Signal=1 (Conf=80.0%), Magnitude=178.85% (Conf=29.5294%)
[2025-11-27T20:27:19.383383] [INFO ] [main      ] Fetching symbol history for PINE...
[2025-11-27T20:27:19.383488] [DEBUG] [REMOTE    ] PINE: Fetching historical data.
[2025-11-27T20:27:19.383617] [INFO ] [main      ] Progress: 496/1001 forecasts completed (49.6%). HCTI finished in 0.8s. ETA: 1m 24s. Rate: 362.21 forecasts/min
[2025-11-27T20:27:19.386897] [DEBUG] [REMOTE    ] TAOP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.387909] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 6 features, N/A% accuracy
[2025-11-27T20:27:19.388028] [INFO ] [LOCAL     ] TAOP: Loaded 6 optimal features with 47.05% confidence from JSON config
[2025-11-27T20:27:19.388134] [DEBUG] [MAG       ] Building data for symbol: TAOP with lookback: 0
[2025-11-27T20:27:19.388998] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:19.389119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:19.390833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:19.391394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:19.392514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:19.394164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:19.395246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:19.395406] [DEBUG] [REMOTE    ] PINE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.396051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:19.396454] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 6 features, N/A% accuracy
[2025-11-27T20:27:19.396516] [INFO ] [LOCAL     ] PINE: Loaded 6 optimal features with 60.75% confidence from JSON config
[2025-11-27T20:27:19.396550] [DEBUG] [MAG       ] Building data for symbol: PINE with lookback: 0
[2025-11-27T20:27:19.397312] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:19.397382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:19.402102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:19.402944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:19.404490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:19.451453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:19.453264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:19.455914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:19.462888] [DEBUG] [MAG       ] QS: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.633598] [DEBUG] [MAG       ] QS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.660569] [DEBUG] [MAG       ] MPC: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.715923] [INFO ] [LOCAL     ] QS: Saved forecast.
[2025-11-27T20:27:19.716011] [INFO ] [main      ] QS: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=51.3335%)
[2025-11-27T20:27:19.716173] [INFO ] [main      ] Fetching symbol history for AURA...
[2025-11-27T20:27:19.716218] [DEBUG] [REMOTE    ] AURA: Fetching historical data.
[2025-11-27T20:27:19.717658] [INFO ] [main      ] Progress: 497/1001 forecasts completed (49.7%). QS finished in 0.6s. ETA: 1m 24s. Rate: 361.47 forecasts/min
[2025-11-27T20:27:19.724043] [DEBUG] [MAG       ] TAOP: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.728028] [DEBUG] [REMOTE    ] AURA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.729028] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 5 features, N/A% accuracy
[2025-11-27T20:27:19.729111] [INFO ] [LOCAL     ] AURA: Loaded 5 optimal features with 51.93% confidence from JSON config
[2025-11-27T20:27:19.729150] [DEBUG] [MAG       ] Building data for symbol: AURA with lookback: 0
[2025-11-27T20:27:19.729942] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:19.730009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:19.732343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:19.734002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:19.781119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:19.781795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:19.782795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:19.783919] [DEBUG] [MAG       ] PINE: Last date is validated at 2025-11-26
[2025-11-27T20:27:19.828019] [DEBUG] [MAG       ] MPC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.897721] [DEBUG] [MAG       ] TAOP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.947843] [DEBUG] [MAG       ] PINE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:19.949313] [INFO ] [LOCAL     ] MPC: Saved forecast.
[2025-11-27T20:27:19.949447] [INFO ] [main      ] MPC: Signal=1 (Conf=80.0%), Magnitude=1.05% (Conf=49.2479%)
[2025-11-27T20:27:19.949910] [INFO ] [main      ] Progress: 498/1001 forecasts completed (49.8%). MPC finished in 0.6s. ETA: 1m 24s. Rate: 361.18 forecasts/min
[2025-11-27T20:27:19.950096] [INFO ] [main      ] Fetching symbol history for DRUG...
[2025-11-27T20:27:19.950193] [DEBUG] [REMOTE    ] DRUG: Fetching historical data.
[2025-11-27T20:27:19.961951] [DEBUG] [REMOTE    ] DRUG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:19.963101] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 5 features, N/A% accuracy
[2025-11-27T20:27:19.963215] [INFO ] [LOCAL     ] DRUG: Loaded 5 optimal features with 38.39% confidence from JSON config
[2025-11-27T20:27:19.963306] [DEBUG] [MAG       ] Building data for symbol: DRUG with lookback: 0
[2025-11-27T20:27:19.964139] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:19.964260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:19.969052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:19.969924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:19.997939] [INFO ] [LOCAL     ] TAOP: Saved forecast.
[2025-11-27T20:27:19.998035] [INFO ] [main      ] TAOP: Signal=1 (Conf=80.0%), Magnitude=30.90% (Conf=47.0518%)
[2025-11-27T20:27:19.998235] [INFO ] [main      ] Fetching symbol history for TBRG...
[2025-11-27T20:27:19.998303] [DEBUG] [REMOTE    ] TBRG: Fetching historical data.
[2025-11-27T20:27:19.998927] [INFO ] [main      ] Progress: 499/1001 forecasts completed (49.9%). TAOP finished in 0.6s. ETA: 1m 23s. Rate: 361.69 forecasts/min
[2025-11-27T20:27:20.008399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:20.011018] [DEBUG] [REMOTE    ] TBRG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.011179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:20.012073] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 7 features, N/A% accuracy
[2025-11-27T20:27:20.012148] [INFO ] [LOCAL     ] TBRG: Loaded 7 optimal features with 54.83% confidence from JSON config
[2025-11-27T20:27:20.012187] [DEBUG] [MAG       ] Building data for symbol: TBRG with lookback: 0
[2025-11-27T20:27:20.012962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.013094] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:20.013179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.014074] [INFO ] [LOCAL     ] PINE: Saved forecast.
[2025-11-27T20:27:20.014161] [INFO ] [main      ] PINE: Signal=1 (Conf=80.0%), Magnitude=0.89% (Conf=60.749%)
[2025-11-27T20:27:20.014333] [INFO ] [main      ] Fetching symbol history for FTXL...
[2025-11-27T20:27:20.014380] [DEBUG] [REMOTE    ] FTXL: Fetching historical data.
[2025-11-27T20:27:20.014807] [INFO ] [main      ] Progress: 500/1001 forecasts completed (50.0%). PINE finished in 0.6s. ETA: 1m 23s. Rate: 362.35 forecasts/min
[2025-11-27T20:27:20.018694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:20.020790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:20.021281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:20.021718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:20.024315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:20.025437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:20.025456] [DEBUG] [REMOTE    ] FTXL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.026260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.026348] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 2 features, N/A% accuracy
[2025-11-27T20:27:20.026405] [INFO ] [LOCAL     ] FTXL: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-11-27T20:27:20.026438] [DEBUG] [MAG       ] Building data for symbol: FTXL with lookback: 0
[2025-11-27T20:27:20.027245] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:20.027315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:20.031549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:20.032743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.106660] [DEBUG] [MAG       ] AURA: Last date is validated at 2025-11-26
[2025-11-27T20:27:20.267664] [DEBUG] [MAG       ] AURA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:20.329546] [INFO ] [LOCAL     ] AURA: Saved forecast.
[2025-11-27T20:27:20.329651] [INFO ] [main      ] AURA: Signal=1 (Conf=80.0%), Magnitude=10.77% (Conf=51.9252%)
[2025-11-27T20:27:20.329818] [INFO ] [main      ] Fetching symbol history for AB...
[2025-11-27T20:27:20.329883] [DEBUG] [REMOTE    ] AB: Fetching historical data.
[2025-11-27T20:27:20.331022] [INFO ] [main      ] Progress: 501/1001 forecasts completed (50.0%). AURA finished in 0.6s. ETA: 1m 23s. Rate: 361.69 forecasts/min
[2025-11-27T20:27:20.341180] [DEBUG] [REMOTE    ] AB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.342323] [DEBUG] [LOCAL     ] Loaded configuration for AB: 2 features, N/A% accuracy
[2025-11-27T20:27:20.342442] [INFO ] [LOCAL     ] AB: Loaded 2 optimal features with 63.15% confidence from JSON config
[2025-11-27T20:27:20.342531] [DEBUG] [MAG       ] Building data for symbol: AB with lookback: 0
[2025-11-27T20:27:20.343354] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:20.343473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.348240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:20.349320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.357700] [DEBUG] [MAG       ] FTXL: Last date is validated at 2025-11-26
[2025-11-27T20:27:20.368701] [DEBUG] [MAG       ] DRUG: Last date is validated at 2025-11-26
[2025-11-27T20:27:20.388095] [DEBUG] [MAG       ] TBRG: Last date is validated at 2025-11-26
[2025-11-27T20:27:20.521657] [DEBUG] [MAG       ] FTXL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:20.543284] [DEBUG] [MAG       ] DRUG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:20.557228] [DEBUG] [MAG       ] TBRG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:20.640369] [INFO ] [LOCAL     ] TBRG: Saved forecast.
[2025-11-27T20:27:20.640461] [INFO ] [main      ] TBRG: Signal=1 (Conf=80.0%), Magnitude=1.18% (Conf=54.8328%)
[2025-11-27T20:27:20.640987] [INFO ] [main      ] Fetching symbol history for CBZ...
[2025-11-27T20:27:20.641042] [DEBUG] [REMOTE    ] CBZ: Fetching historical data.
[2025-11-27T20:27:20.641032] [INFO ] [main      ] Progress: 502/1001 forecasts completed (50.1%). TBRG finished in 0.6s. ETA: 1m 23s. Rate: 361.07 forecasts/min
[2025-11-27T20:27:20.652411] [DEBUG] [REMOTE    ] CBZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.653542] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 6 features, N/A% accuracy
[2025-11-27T20:27:20.653623] [INFO ] [LOCAL     ] CBZ: Loaded 6 optimal features with 60.22% confidence from JSON config
[2025-11-27T20:27:20.653674] [DEBUG] [MAG       ] Building data for symbol: CBZ with lookback: 0
[2025-11-27T20:27:20.654611] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:20.654679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.659620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:20.661480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:20.661998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:20.662904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:20.664823] [INFO ] [LOCAL     ] DRUG: Saved forecast.
[2025-11-27T20:27:20.664962] [INFO ] [main      ] DRUG: Signal=1 (Conf=80.0%), Magnitude=0.33% (Conf=38.3932%)
[2025-11-27T20:27:20.665281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:20.665447] [INFO ] [main      ] Progress: 503/1001 forecasts completed (50.2%). DRUG finished in 0.7s. ETA: 1m 23s. Rate: 361.68 forecasts/min
[2025-11-27T20:27:20.665638] [INFO ] [main      ] Fetching symbol history for SPXX...
[2025-11-27T20:27:20.665736] [DEBUG] [REMOTE    ] SPXX: Fetching historical data.
[2025-11-27T20:27:20.667632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.674332] [DEBUG] [MAG       ] AB: Last date is validated at 2025-11-26
[2025-11-27T20:27:20.677386] [DEBUG] [REMOTE    ] SPXX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.678448] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 3 features, N/A% accuracy
[2025-11-27T20:27:20.678566] [INFO ] [LOCAL     ] SPXX: Loaded 3 optimal features with 53.30% confidence from JSON config
[2025-11-27T20:27:20.678682] [DEBUG] [MAG       ] Building data for symbol: SPXX with lookback: 0
[2025-11-27T20:27:20.679555] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:20.679700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.684679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:20.687254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:20.689071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.727414] [INFO ] [LOCAL     ] FTXL: Saved forecast.
[2025-11-27T20:27:20.727502] [INFO ] [main      ] FTXL: Signal=1 (Conf=80.0%), Magnitude=0.92% (Conf=46.6585%)
[2025-11-27T20:27:20.727885] [INFO ] [main      ] Fetching symbol history for PAX...
[2025-11-27T20:27:20.727942] [DEBUG] [REMOTE    ] PAX: Fetching historical data.
[2025-11-27T20:27:20.728793] [INFO ] [main      ] Progress: 504/1001 forecasts completed (50.3%). FTXL finished in 0.7s. ETA: 1m 22s. Rate: 362.12 forecasts/min
[2025-11-27T20:27:20.740490] [DEBUG] [REMOTE    ] PAX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.741506] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 3 features, N/A% accuracy
[2025-11-27T20:27:20.741564] [INFO ] [LOCAL     ] PAX: Loaded 3 optimal features with 45.10% confidence from JSON config
[2025-11-27T20:27:20.741632] [DEBUG] [MAG       ] Building data for symbol: PAX with lookback: 0
[2025-11-27T20:27:20.742493] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:20.742629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.747372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:20.748124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:20.750164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:20.835411] [DEBUG] [MAG       ] AB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:20.907305] [INFO ] [LOCAL     ] AB: Saved forecast.
[2025-11-27T20:27:20.907391] [INFO ] [main      ] AB: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=63.1533%)
[2025-11-27T20:27:20.907553] [INFO ] [main      ] Fetching symbol history for GRAL...
[2025-11-27T20:27:20.907634] [DEBUG] [REMOTE    ] GRAL: Fetching historical data.
[2025-11-27T20:27:20.908665] [INFO ] [main      ] Progress: 505/1001 forecasts completed (50.4%). AB finished in 0.6s. ETA: 1m 22s. Rate: 362.06 forecasts/min
[2025-11-27T20:27:20.919063] [DEBUG] [REMOTE    ] GRAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:20.920016] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 7 features, N/A% accuracy
[2025-11-27T20:27:20.920083] [INFO ] [LOCAL     ] GRAL: Loaded 7 optimal features with 51.58% confidence from JSON config
[2025-11-27T20:27:20.920117] [DEBUG] [MAG       ] Building data for symbol: GRAL with lookback: 0
[2025-11-27T20:27:20.920903] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:20.920972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:20.925628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:20.927329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:20.927826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:20.928240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:20.929094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:20.930090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:20.931083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:21.009705] [DEBUG] [MAG       ] CBZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.028609] [DEBUG] [MAG       ] SPXX: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.080668] [DEBUG] [MAG       ] PAX: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.180695] [DEBUG] [MAG       ] CBZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.198781] [DEBUG] [MAG       ] SPXX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.251518] [DEBUG] [MAG       ] PAX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.254007] [DEBUG] [MAG       ] GRAL: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.259701] [INFO ] [LOCAL     ] SPXX: Saved forecast.
[2025-11-27T20:27:21.259885] [INFO ] [main      ] SPXX: Signal=1 (Conf=80.0%), Magnitude=1.60% (Conf=53.3007%)
[2025-11-27T20:27:21.260272] [INFO ] [main      ] Fetching symbol history for TVTX...
[2025-11-27T20:27:21.260378] [DEBUG] [REMOTE    ] TVTX: Fetching historical data.
[2025-11-27T20:27:21.260315] [INFO ] [main      ] Progress: 506/1001 forecasts completed (50.5%). SPXX finished in 0.6s. ETA: 1m 22s. Rate: 361.26 forecasts/min
[2025-11-27T20:27:21.271958] [DEBUG] [REMOTE    ] TVTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.273023] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 7 features, N/A% accuracy
[2025-11-27T20:27:21.273138] [INFO ] [LOCAL     ] TVTX: Loaded 7 optimal features with 50.42% confidence from JSON config
[2025-11-27T20:27:21.273228] [DEBUG] [MAG       ] Building data for symbol: TVTX with lookback: 0
[2025-11-27T20:27:21.274094] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:21.274220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:21.279085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:21.281658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:21.282736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:21.283561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:21.284651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:21.285888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:21.287689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:21.294671] [INFO ] [LOCAL     ] CBZ: Saved forecast.
[2025-11-27T20:27:21.294759] [INFO ] [main      ] CBZ: Signal=1 (Conf=80.0%), Magnitude=-2.28% (Conf=60.2163%)
[2025-11-27T20:27:21.295159] [INFO ] [main      ] Fetching symbol history for SRBK...
[2025-11-27T20:27:21.295233] [DEBUG] [REMOTE    ] SRBK: Fetching historical data.
[2025-11-27T20:27:21.295401] [INFO ] [main      ] Progress: 507/1001 forecasts completed (50.6%). CBZ finished in 0.7s. ETA: 1m 22s. Rate: 361.82 forecasts/min
[2025-11-27T20:27:21.307072] [DEBUG] [REMOTE    ] SRBK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.308196] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 6 features, N/A% accuracy
[2025-11-27T20:27:21.308262] [INFO ] [LOCAL     ] SRBK: Loaded 6 optimal features with 54.30% confidence from JSON config
[2025-11-27T20:27:21.308308] [DEBUG] [MAG       ] Building data for symbol: SRBK with lookback: 0
[2025-11-27T20:27:21.309170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:21.309242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:21.314222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:21.316044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:21.316530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:21.316945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:21.317555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:21.319095] [INFO ] [LOCAL     ] PAX: Saved forecast.
[2025-11-27T20:27:21.319268] [INFO ] [main      ] PAX: Signal=1 (Conf=80.0%), Magnitude=0.59% (Conf=45.1008%)
[2025-11-27T20:27:21.319485] [INFO ] [main      ] Fetching symbol history for ADUS...
[2025-11-27T20:27:21.319605] [DEBUG] [REMOTE    ] ADUS: Fetching historical data.
[2025-11-27T20:27:21.319869] [INFO ] [main      ] Progress: 508/1001 forecasts completed (50.7%). PAX finished in 0.6s. ETA: 1m 22s. Rate: 362.43 forecasts/min
[2025-11-27T20:27:21.320889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:21.331046] [DEBUG] [REMOTE    ] ADUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.332136] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 0 features, N/A% accuracy
[2025-11-27T20:27:21.332201] [INFO ] [LOCAL     ] ADUS: Loaded 0 optimal features with 54.61% confidence from JSON config
[2025-11-27T20:27:21.332238] [DEBUG] [MAG       ] Building data for symbol: ADUS with lookback: 0
[2025-11-27T20:27:21.333049] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:27:21.471140] [DEBUG] [MAG       ] GRAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.596745] [INFO ] [LOCAL     ] GRAL: Saved forecast.
[2025-11-27T20:27:21.596830] [INFO ] [main      ] GRAL: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=51.5779%)
[2025-11-27T20:27:21.596992] [INFO ] [main      ] Fetching symbol history for MKC...
[2025-11-27T20:27:21.597038] [DEBUG] [REMOTE    ] MKC: Fetching historical data.
[2025-11-27T20:27:21.598039] [INFO ] [main      ] Progress: 509/1001 forecasts completed (50.8%). GRAL finished in 0.7s. ETA: 1m 22s. Rate: 361.95 forecasts/min
[2025-11-27T20:27:21.608034] [DEBUG] [REMOTE    ] MKC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.608977] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 3 features, N/A% accuracy
[2025-11-27T20:27:21.609052] [INFO ] [LOCAL     ] MKC: Loaded 3 optimal features with 61.79% confidence from JSON config
[2025-11-27T20:27:21.609095] [DEBUG] [MAG       ] Building data for symbol: MKC with lookback: 0
[2025-11-27T20:27:21.609871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:21.609932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:21.611565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:21.612146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:21.625005] [DEBUG] [MAG       ] TVTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.650382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:21.664562] [DEBUG] [MAG       ] SRBK: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.665886] [DEBUG] [MAG       ] ADUS: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.794375] [DEBUG] [MAG       ] TVTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.834042] [DEBUG] [MAG       ] SRBK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.836018] [DEBUG] [MAG       ] ADUS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:21.898740] [INFO ] [LOCAL     ] SRBK: Saved forecast.
[2025-11-27T20:27:21.898971] [INFO ] [main      ] SRBK: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=54.2967%)
[2025-11-27T20:27:21.899406] [INFO ] [main      ] Progress: 510/1001 forecasts completed (50.9%). SRBK finished in 0.6s. ETA: 1m 22s. Rate: 361.37 forecasts/min
[2025-11-27T20:27:21.899599] [INFO ] [main      ] Fetching symbol history for ARCB...
[2025-11-27T20:27:21.899697] [DEBUG] [REMOTE    ] ARCB: Fetching historical data.
[2025-11-27T20:27:21.911187] [DEBUG] [REMOTE    ] ARCB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.912250] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 8 features, N/A% accuracy
[2025-11-27T20:27:21.912363] [INFO ] [LOCAL     ] ARCB: Loaded 8 optimal features with 49.45% confidence from JSON config
[2025-11-27T20:27:21.912453] [DEBUG] [MAG       ] Building data for symbol: ARCB with lookback: 0
[2025-11-27T20:27:21.913334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:21.913458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:21.918189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:21.920033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:21.920612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:21.921058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:21.921849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:21.943712] [INFO ] [LOCAL     ] ADUS: Saved forecast.
[2025-11-27T20:27:21.943803] [INFO ] [main      ] ADUS: Signal=1 (Conf=80.0%), Magnitude=0.19% (Conf=54.6095%)
[2025-11-27T20:27:21.943987] [INFO ] [main      ] Fetching symbol history for TECH...
[2025-11-27T20:27:21.944046] [DEBUG] [REMOTE    ] TECH: Fetching historical data.
[2025-11-27T20:27:21.945009] [INFO ] [main      ] Progress: 511/1001 forecasts completed (51.0%). ADUS finished in 0.6s. ETA: 1m 21s. Rate: 361.88 forecasts/min
[2025-11-27T20:27:21.956238] [DEBUG] [REMOTE    ] TECH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.957218] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 1 features, N/A% accuracy
[2025-11-27T20:27:21.957337] [INFO ] [LOCAL     ] TECH: Loaded 1 optimal features with 68.88% confidence from JSON config
[2025-11-27T20:27:21.957428] [DEBUG] [MAG       ] Building data for symbol: TECH with lookback: 0
[2025-11-27T20:27:21.958377] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:21.958503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:21.959339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:21.978592] [DEBUG] [MAG       ] MKC: Last date is validated at 2025-11-26
[2025-11-27T20:27:21.981122] [INFO ] [LOCAL     ] TVTX: Saved forecast.
[2025-11-27T20:27:21.981205] [INFO ] [main      ] TVTX: Signal=1 (Conf=80.0%), Magnitude=-0.38% (Conf=50.4182%)
[2025-11-27T20:27:21.981391] [INFO ] [main      ] Fetching symbol history for APM...
[2025-11-27T20:27:21.981438] [DEBUG] [REMOTE    ] APM: Fetching historical data.
[2025-11-27T20:27:21.981875] [INFO ] [main      ] Progress: 512/1001 forecasts completed (51.1%). TVTX finished in 0.7s. ETA: 1m 21s. Rate: 362.43 forecasts/min
[2025-11-27T20:27:21.992688] [DEBUG] [REMOTE    ] APM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:21.993620] [DEBUG] [LOCAL     ] Loaded configuration for APM: 1 features, N/A% accuracy
[2025-11-27T20:27:21.993681] [INFO ] [LOCAL     ] APM: Loaded 1 optimal features with 42.05% confidence from JSON config
[2025-11-27T20:27:21.993719] [DEBUG] [MAG       ] Building data for symbol: APM with lookback: 0
[2025-11-27T20:27:21.994512] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:21.994595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:22.001664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:22.003391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:22.004757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.008760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.141403] [DEBUG] [MAG       ] MKC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:22.229814] [INFO ] [LOCAL     ] MKC: Saved forecast.
[2025-11-27T20:27:22.229901] [INFO ] [main      ] MKC: Signal=1 (Conf=80.0%), Magnitude=0.75% (Conf=61.792%)
[2025-11-27T20:27:22.230059] [INFO ] [main      ] Fetching symbol history for WDFC...
[2025-11-27T20:27:22.230110] [DEBUG] [REMOTE    ] WDFC: Fetching historical data.
[2025-11-27T20:27:22.230865] [INFO ] [main      ] Progress: 513/1001 forecasts completed (51.2%). MKC finished in 0.6s. ETA: 1m 21s. Rate: 362.08 forecasts/min
[2025-11-27T20:27:22.242797] [DEBUG] [REMOTE    ] WDFC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:22.243745] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 5 features, N/A% accuracy
[2025-11-27T20:27:22.243805] [INFO ] [LOCAL     ] WDFC: Loaded 5 optimal features with 69.47% confidence from JSON config
[2025-11-27T20:27:22.243840] [DEBUG] [MAG       ] Building data for symbol: WDFC with lookback: 0
[2025-11-27T20:27:22.244628] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:22.244704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:22.249360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:22.251735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:22.252712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:22.253917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:22.254507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.294823] [DEBUG] [MAG       ] TECH: Last date is validated at 2025-11-26
[2025-11-27T20:27:22.339980] [DEBUG] [MAG       ] APM: Last date is validated at 2025-11-26
[2025-11-27T20:27:22.347719] [DEBUG] [MAG       ] ARCB: Last date is validated at 2025-11-26
[2025-11-27T20:27:22.459823] [DEBUG] [MAG       ] TECH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:22.504730] [DEBUG] [MAG       ] APM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:22.524146] [DEBUG] [MAG       ] ARCB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:22.552926] [INFO ] [LOCAL     ] TECH: Saved forecast.
[2025-11-27T20:27:22.553116] [INFO ] [main      ] TECH: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=68.8765%)
[2025-11-27T20:27:22.553529] [INFO ] [main      ] Fetching symbol history for GGLL...
[2025-11-27T20:27:22.553651] [DEBUG] [REMOTE    ] GGLL: Fetching historical data.
[2025-11-27T20:27:22.553662] [INFO ] [main      ] Progress: 514/1001 forecasts completed (51.3%). TECH finished in 0.6s. ETA: 1m 21s. Rate: 361.41 forecasts/min
[2025-11-27T20:27:22.564980] [DEBUG] [REMOTE    ] GGLL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:22.566230] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 8 features, N/A% accuracy
[2025-11-27T20:27:22.566353] [INFO ] [LOCAL     ] GGLL: Loaded 8 optimal features with 49.85% confidence from JSON config
[2025-11-27T20:27:22.566443] [DEBUG] [MAG       ] Building data for symbol: GGLL with lookback: 0
[2025-11-27T20:27:22.567334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:22.567460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:22.569234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:22.569835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:22.570343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:22.570824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:22.571699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:22.572157] [INFO ] [LOCAL     ] APM: Saved forecast.
[2025-11-27T20:27:22.572240] [INFO ] [main      ] APM: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=42.0524%)
[2025-11-27T20:27:22.572647] [INFO ] [main      ] Fetching symbol history for AAP...
[2025-11-27T20:27:22.572793] [DEBUG] [REMOTE    ] AAP: Fetching historical data.
[2025-11-27T20:27:22.573392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:22.573507] [INFO ] [main      ] Progress: 515/1001 forecasts completed (51.4%). APM finished in 0.6s. ETA: 1m 21s. Rate: 362.03 forecasts/min
[2025-11-27T20:27:22.583838] [DEBUG] [REMOTE    ] AAP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:22.585100] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 5 features, N/A% accuracy
[2025-11-27T20:27:22.585111] [DEBUG] [MAG       ] WDFC: Last date is validated at 2025-11-26
[2025-11-27T20:27:22.585167] [INFO ] [LOCAL     ] AAP: Loaded 5 optimal features with 47.83% confidence from JSON config
[2025-11-27T20:27:22.585201] [DEBUG] [MAG       ] Building data for symbol: AAP with lookback: 0
[2025-11-27T20:27:22.585987] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:22.586056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:22.586897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:22.587895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:22.612127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:22.637730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:22.641998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:22.643371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.685999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.747966] [INFO ] [LOCAL     ] ARCB: Saved forecast.
[2025-11-27T20:27:22.748052] [INFO ] [main      ] ARCB: Signal=1 (Conf=80.0%), Magnitude=-2.53% (Conf=49.4464%)
[2025-11-27T20:27:22.748429] [INFO ] [main      ] Progress: 516/1001 forecasts completed (51.5%). ARCB finished in 0.8s. ETA: 1m 20s. Rate: 361.99 forecasts/min
[2025-11-27T20:27:22.748555] [INFO ] [main      ] Fetching symbol history for CRVS...
[2025-11-27T20:27:22.748615] [DEBUG] [REMOTE    ] CRVS: Fetching historical data.
[2025-11-27T20:27:22.751865] [DEBUG] [MAG       ] WDFC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:22.761130] [DEBUG] [REMOTE    ] CRVS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:22.762263] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 5 features, N/A% accuracy
[2025-11-27T20:27:22.762331] [INFO ] [LOCAL     ] CRVS: Loaded 5 optimal features with 60.39% confidence from JSON config
[2025-11-27T20:27:22.762427] [DEBUG] [MAG       ] Building data for symbol: CRVS with lookback: 0
[2025-11-27T20:27:22.763293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:22.763379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:22.765143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:22.765728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:22.766133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:22.768619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:22.770713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.876067] [INFO ] [LOCAL     ] WDFC: Saved forecast.
[2025-11-27T20:27:22.876161] [INFO ] [main      ] WDFC: Signal=1 (Conf=80.0%), Magnitude=-0.38% (Conf=69.4699%)
[2025-11-27T20:27:22.876547] [INFO ] [main      ] Fetching symbol history for BSSX...
[2025-11-27T20:27:22.876617] [DEBUG] [REMOTE    ] BSSX: Fetching historical data.
[2025-11-27T20:27:22.876695] [INFO ] [main      ] Progress: 517/1001 forecasts completed (51.6%). WDFC finished in 0.6s. ETA: 1m 20s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:22.887486] [DEBUG] [REMOTE    ] BSSX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:22.888614] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 7 features, N/A% accuracy
[2025-11-27T20:27:22.888678] [INFO ] [LOCAL     ] BSSX: Loaded 7 optimal features with 56.67% confidence from JSON config
[2025-11-27T20:27:22.888713] [DEBUG] [MAG       ] Building data for symbol: BSSX with lookback: 0
[2025-11-27T20:27:22.889492] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:22.889555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:22.894308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:22.896174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:22.896660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:22.897664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:22.901816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:22.902864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:22.908595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:22.976915] [DEBUG] [MAG       ] AAP: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.025636] [DEBUG] [MAG       ] GGLL: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.102967] [DEBUG] [MAG       ] CRVS: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.140918] [DEBUG] [MAG       ] AAP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.194244] [DEBUG] [MAG       ] GGLL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.235694] [DEBUG] [MAG       ] BSSX: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.254388] [INFO ] [LOCAL     ] AAP: Saved forecast.
[2025-11-27T20:27:23.254616] [INFO ] [main      ] AAP: Signal=1 (Conf=80.0%), Magnitude=1.84% (Conf=47.8253%)
[2025-11-27T20:27:23.255032] [INFO ] [main      ] Progress: 518/1001 forecasts completed (51.7%). AAP finished in 0.7s. ETA: 1m 20s. Rate: 361.25 forecasts/min
[2025-11-27T20:27:23.255270] [INFO ] [main      ] Fetching symbol history for IQQQ...
[2025-11-27T20:27:23.255368] [DEBUG] [REMOTE    ] IQQQ: Fetching historical data.
[2025-11-27T20:27:23.266102] [DEBUG] [REMOTE    ] IQQQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.267288] [DEBUG] [MAG       ] CRVS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.267321] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 1 features, N/A% accuracy
[2025-11-27T20:27:23.267449] [INFO ] [LOCAL     ] IQQQ: Loaded 1 optimal features with 46.17% confidence from JSON config
[2025-11-27T20:27:23.267540] [DEBUG] [MAG       ] Building data for symbol: IQQQ with lookback: 0
[2025-11-27T20:27:23.268424] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:23.268543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:23.273343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.308338] [INFO ] [LOCAL     ] GGLL: Saved forecast.
[2025-11-27T20:27:23.308424] [INFO ] [main      ] GGLL: Signal=1 (Conf=80.0%), Magnitude=-4.08% (Conf=49.8511%)
[2025-11-27T20:27:23.308639] [INFO ] [main      ] Fetching symbol history for RVMD...
[2025-11-27T20:27:23.308693] [DEBUG] [REMOTE    ] RVMD: Fetching historical data.
[2025-11-27T20:27:23.309002] [INFO ] [main      ] Progress: 519/1001 forecasts completed (51.8%). GGLL finished in 0.8s. ETA: 1m 20s. Rate: 361.72 forecasts/min
[2025-11-27T20:27:23.320169] [DEBUG] [REMOTE    ] RVMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.321197] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 8 features, N/A% accuracy
[2025-11-27T20:27:23.321258] [INFO ] [LOCAL     ] RVMD: Loaded 8 optimal features with 57.31% confidence from JSON config
[2025-11-27T20:27:23.321292] [DEBUG] [MAG       ] Building data for symbol: RVMD with lookback: 0
[2025-11-27T20:27:23.322111] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:23.322182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:23.327090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:23.328953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:23.329464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:23.329918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:23.330332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:23.339882] [INFO ] [LOCAL     ] CRVS: Saved forecast.
[2025-11-27T20:27:23.339965] [INFO ] [main      ] CRVS: Signal=1 (Conf=80.0%), Magnitude=-0.68% (Conf=60.3866%)
[2025-11-27T20:27:23.340339] [INFO ] [main      ] Fetching symbol history for BABX...
[2025-11-27T20:27:23.340392] [DEBUG] [REMOTE    ] BABX: Fetching historical data.
[2025-11-27T20:27:23.340687] [INFO ] [main      ] Progress: 520/1001 forecasts completed (51.9%). CRVS finished in 0.6s. ETA: 1m 20s. Rate: 362.29 forecasts/min
[2025-11-27T20:27:23.352936] [DEBUG] [REMOTE    ] BABX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.354017] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 4 features, N/A% accuracy
[2025-11-27T20:27:23.354079] [INFO ] [LOCAL     ] BABX: Loaded 4 optimal features with 47.19% confidence from JSON config
[2025-11-27T20:27:23.354114] [DEBUG] [MAG       ] Building data for symbol: BABX with lookback: 0
[2025-11-27T20:27:23.354945] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:23.355014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:23.359848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:23.361677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:23.362151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:23.362534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.368712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:23.369836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:23.402053] [DEBUG] [MAG       ] BSSX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.444234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.463750] [INFO ] [LOCAL     ] BSSX: Saved forecast.
[2025-11-27T20:27:23.463829] [INFO ] [main      ] BSSX: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=56.668%)
[2025-11-27T20:27:23.464014] [INFO ] [main      ] Fetching symbol history for QQQ...
[2025-11-27T20:27:23.464073] [DEBUG] [REMOTE    ] QQQ: Fetching historical data.
[2025-11-27T20:27:23.466333] [INFO ] [main      ] Progress: 521/1001 forecasts completed (52.0%). BSSX finished in 0.6s. ETA: 1m 19s. Rate: 362.45 forecasts/min
[2025-11-27T20:27:23.475091] [DEBUG] [REMOTE    ] QQQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.475947] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 8 features, N/A% accuracy
[2025-11-27T20:27:23.476010] [INFO ] [LOCAL     ] QQQ: Loaded 8 optimal features with 49.98% confidence from JSON config
[2025-11-27T20:27:23.476044] [DEBUG] [MAG       ] Building data for symbol: QQQ with lookback: 0
[2025-11-27T20:27:23.476845] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:23.476912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:23.482202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:23.483931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:23.484395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:23.484786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:23.485747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:23.487669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:23.490478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:23.494255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.607848] [DEBUG] [MAG       ] IQQQ: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.695826] [DEBUG] [MAG       ] BABX: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.776405] [DEBUG] [MAG       ] IQQQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.781003] [DEBUG] [MAG       ] RVMD: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.831203] [DEBUG] [MAG       ] QQQ: Last date is validated at 2025-11-26
[2025-11-27T20:27:23.849202] [INFO ] [LOCAL     ] IQQQ: Saved forecast.
[2025-11-27T20:27:23.849390] [INFO ] [main      ] IQQQ: Signal=1 (Conf=80.0%), Magnitude=1.43% (Conf=46.1705%)
[2025-11-27T20:27:23.849843] [INFO ] [main      ] Progress: 522/1001 forecasts completed (52.1%). IQQQ finished in 0.6s. ETA: 1m 19s. Rate: 361.54 forecasts/min
[2025-11-27T20:27:23.850023] [INFO ] [main      ] Fetching symbol history for VFF...
[2025-11-27T20:27:23.850136] [DEBUG] [REMOTE    ] VFF: Fetching historical data.
[2025-11-27T20:27:23.861346] [DEBUG] [REMOTE    ] VFF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.862496] [DEBUG] [MAG       ] BABX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.862708] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, N/A% accuracy
[2025-11-27T20:27:23.862834] [INFO ] [LOCAL     ] VFF: Loaded 5 optimal features with 57.02% confidence from JSON config
[2025-11-27T20:27:23.862944] [DEBUG] [MAG       ] Building data for symbol: VFF with lookback: 0
[2025-11-27T20:27:23.863880] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:23.864014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:23.865913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:23.866525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:23.867024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:23.867917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:23.869776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.948397] [DEBUG] [MAG       ] RVMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:23.963499] [INFO ] [LOCAL     ] BABX: Saved forecast.
[2025-11-27T20:27:23.963602] [INFO ] [main      ] BABX: Signal=1 (Conf=80.0%), Magnitude=0.38% (Conf=47.1859%)
[2025-11-27T20:27:23.964082] [INFO ] [main      ] Fetching symbol history for NOA...
[2025-11-27T20:27:23.964149] [DEBUG] [REMOTE    ] NOA: Fetching historical data.
[2025-11-27T20:27:23.964696] [INFO ] [main      ] Progress: 523/1001 forecasts completed (52.2%). BABX finished in 0.6s. ETA: 1m 19s. Rate: 361.76 forecasts/min
[2025-11-27T20:27:23.975668] [DEBUG] [REMOTE    ] NOA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:23.976526] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 5 features, N/A% accuracy
[2025-11-27T20:27:23.976604] [INFO ] [LOCAL     ] NOA: Loaded 5 optimal features with 56.64% confidence from JSON config
[2025-11-27T20:27:23.976655] [DEBUG] [MAG       ] Building data for symbol: NOA with lookback: 0
[2025-11-27T20:27:23.977438] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:23.977507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:23.982284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:23.984051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:23.984519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:23.985019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:23.985766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:23.998484] [DEBUG] [MAG       ] QQQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:24.053803] [INFO ] [LOCAL     ] RVMD: Saved forecast.
[2025-11-27T20:27:24.054009] [INFO ] [main      ] RVMD: Signal=1 (Conf=80.0%), Magnitude=-1.85% (Conf=57.3111%)
[2025-11-27T20:27:24.054467] [INFO ] [main      ] Fetching symbol history for HCSG...
[2025-11-27T20:27:24.054587] [DEBUG] [REMOTE    ] HCSG: Fetching historical data.
[2025-11-27T20:27:24.055659] [INFO ] [main      ] Progress: 524/1001 forecasts completed (52.3%). RVMD finished in 0.7s. ETA: 1m 19s. Rate: 362.07 forecasts/min
[2025-11-27T20:27:24.066117] [DEBUG] [REMOTE    ] HCSG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.067263] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 5 features, N/A% accuracy
[2025-11-27T20:27:24.067376] [INFO ] [LOCAL     ] HCSG: Loaded 5 optimal features with 58.18% confidence from JSON config
[2025-11-27T20:27:24.067466] [DEBUG] [MAG       ] Building data for symbol: HCSG with lookback: 0
[2025-11-27T20:27:24.068376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:24.068500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:24.070230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:24.070827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:24.071324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:24.120407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:24.123615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.161874] [INFO ] [LOCAL     ] QQQ: Saved forecast.
[2025-11-27T20:27:24.161955] [INFO ] [main      ] QQQ: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=49.9836%)
[2025-11-27T20:27:24.162329] [INFO ] [main      ] Fetching symbol history for ASG...
[2025-11-27T20:27:24.162381] [DEBUG] [REMOTE    ] ASG: Fetching historical data.
[2025-11-27T20:27:24.162625] [INFO ] [main      ] Progress: 525/1001 forecasts completed (52.4%). QQQ finished in 0.7s. ETA: 1m 19s. Rate: 362.31 forecasts/min
[2025-11-27T20:27:24.174770] [DEBUG] [REMOTE    ] ASG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.175939] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 6 features, N/A% accuracy
[2025-11-27T20:27:24.176002] [INFO ] [LOCAL     ] ASG: Loaded 6 optimal features with 53.63% confidence from JSON config
[2025-11-27T20:27:24.176036] [DEBUG] [MAG       ] Building data for symbol: ASG with lookback: 0
[2025-11-27T20:27:24.176822] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:24.176890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:24.178500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:24.179828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:24.182427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:24.183438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:24.184154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:24.198512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.223016] [DEBUG] [MAG       ] VFF: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.318694] [DEBUG] [MAG       ] NOA: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.391413] [DEBUG] [MAG       ] VFF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:24.447186] [INFO ] [LOCAL     ] VFF: Saved forecast.
[2025-11-27T20:27:24.447267] [INFO ] [main      ] VFF: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=57.0237%)
[2025-11-27T20:27:24.447650] [INFO ] [main      ] Progress: 526/1001 forecasts completed (52.5%). VFF finished in 0.6s. ETA: 1m 19s. Rate: 361.82 forecasts/min
[2025-11-27T20:27:24.447780] [INFO ] [main      ] Fetching symbol history for ANGO...
[2025-11-27T20:27:24.447829] [DEBUG] [REMOTE    ] ANGO: Fetching historical data.
[2025-11-27T20:27:24.459275] [DEBUG] [REMOTE    ] ANGO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.460419] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 2 features, N/A% accuracy
[2025-11-27T20:27:24.460480] [INFO ] [LOCAL     ] ANGO: Loaded 2 optimal features with 52.57% confidence from JSON config
[2025-11-27T20:27:24.460515] [DEBUG] [MAG       ] Building data for symbol: ANGO with lookback: 0
[2025-11-27T20:27:24.460863] [DEBUG] [MAG       ] HCSG: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.461328] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:24.461394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:24.462972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:24.463826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.485721] [DEBUG] [MAG       ] NOA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:24.533268] [DEBUG] [MAG       ] ASG: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.558949] [INFO ] [LOCAL     ] NOA: Saved forecast.
[2025-11-27T20:27:24.559041] [INFO ] [main      ] NOA: Signal=1 (Conf=80.0%), Magnitude=-2.83% (Conf=56.6445%)
[2025-11-27T20:27:24.559244] [INFO ] [main      ] Fetching symbol history for BCS...
[2025-11-27T20:27:24.559294] [DEBUG] [REMOTE    ] BCS: Fetching historical data.
[2025-11-27T20:27:24.559853] [INFO ] [main      ] Progress: 527/1001 forecasts completed (52.6%). NOA finished in 0.6s. ETA: 1m 19s. Rate: 362.04 forecasts/min
[2025-11-27T20:27:24.571056] [DEBUG] [REMOTE    ] BCS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.572010] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 3 features, N/A% accuracy
[2025-11-27T20:27:24.572082] [INFO ] [LOCAL     ] BCS: Loaded 3 optimal features with 61.09% confidence from JSON config
[2025-11-27T20:27:24.572126] [DEBUG] [MAG       ] Building data for symbol: BCS with lookback: 0
[2025-11-27T20:27:24.572946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:24.573017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:24.577881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:24.578750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:24.580324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.631258] [DEBUG] [MAG       ] HCSG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:24.697656] [DEBUG] [MAG       ] ASG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:24.698942] [INFO ] [LOCAL     ] HCSG: Saved forecast.
[2025-11-27T20:27:24.699033] [INFO ] [main      ] HCSG: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=58.1759%)
[2025-11-27T20:27:24.699483] [INFO ] [main      ] Fetching symbol history for IMNM...
[2025-11-27T20:27:24.699607] [DEBUG] [REMOTE    ] IMNM: Fetching historical data.
[2025-11-27T20:27:24.699640] [INFO ] [main      ] Progress: 528/1001 forecasts completed (52.7%). HCSG finished in 0.6s. ETA: 1m 18s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:24.711194] [DEBUG] [REMOTE    ] IMNM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.712133] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 5 features, N/A% accuracy
[2025-11-27T20:27:24.712203] [INFO ] [LOCAL     ] IMNM: Loaded 5 optimal features with 58.37% confidence from JSON config
[2025-11-27T20:27:24.712302] [DEBUG] [MAG       ] Building data for symbol: IMNM with lookback: 0
[2025-11-27T20:27:24.713182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:24.713263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:24.718098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:24.719886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:24.758966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:24.759766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:24.760233] [INFO ] [LOCAL     ] ASG: Saved forecast.
[2025-11-27T20:27:24.760324] [INFO ] [main      ] ASG: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=53.6349%)
[2025-11-27T20:27:24.760735] [INFO ] [main      ] Fetching symbol history for AMZN...
[2025-11-27T20:27:24.760794] [DEBUG] [REMOTE    ] AMZN: Fetching historical data.
[2025-11-27T20:27:24.760948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.761628] [INFO ] [main      ] Progress: 529/1001 forecasts completed (52.8%). ASG finished in 0.6s. ETA: 1m 18s. Rate: 362.58 forecasts/min
[2025-11-27T20:27:24.772654] [DEBUG] [REMOTE    ] AMZN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:24.773568] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 2 features, N/A% accuracy
[2025-11-27T20:27:24.773643] [INFO ] [LOCAL     ] AMZN: Loaded 2 optimal features with 59.11% confidence from JSON config
[2025-11-27T20:27:24.773678] [DEBUG] [MAG       ] Building data for symbol: AMZN with lookback: 0
[2025-11-27T20:27:24.774495] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:24.774561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:24.775255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:24.777456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:24.796887] [DEBUG] [MAG       ] ANGO: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.915169] [DEBUG] [MAG       ] BCS: Last date is validated at 2025-11-26
[2025-11-27T20:27:24.961495] [DEBUG] [MAG       ] ANGO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.028877] [INFO ] [LOCAL     ] ANGO: Saved forecast.
[2025-11-27T20:27:25.028964] [INFO ] [main      ] ANGO: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=52.5694%)
[2025-11-27T20:27:25.029132] [INFO ] [main      ] Fetching symbol history for IUSG...
[2025-11-27T20:27:25.029193] [DEBUG] [REMOTE    ] IUSG: Fetching historical data.
[2025-11-27T20:27:25.029839] [INFO ] [main      ] Progress: 530/1001 forecasts completed (52.9%). ANGO finished in 0.6s. ETA: 1m 18s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:25.041324] [DEBUG] [REMOTE    ] IUSG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.042545] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, N/A% accuracy
[2025-11-27T20:27:25.042639] [INFO ] [LOCAL     ] IUSG: Loaded 2 optimal features with 49.19% confidence from JSON config
[2025-11-27T20:27:25.042688] [DEBUG] [MAG       ] Building data for symbol: IUSG with lookback: 0
[2025-11-27T20:27:25.043454] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:25.043514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:25.045482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:25.046931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.080824] [DEBUG] [MAG       ] BCS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.096191] [DEBUG] [MAG       ] IMNM: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.106168] [DEBUG] [MAG       ] AMZN: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.147413] [INFO ] [LOCAL     ] BCS: Saved forecast.
[2025-11-27T20:27:25.147612] [INFO ] [main      ] BCS: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=61.0931%)
[2025-11-27T20:27:25.148062] [INFO ] [main      ] Fetching symbol history for SLVO...
[2025-11-27T20:27:25.148185] [DEBUG] [REMOTE    ] SLVO: Fetching historical data.
[2025-11-27T20:27:25.148218] [INFO ] [main      ] Progress: 531/1001 forecasts completed (53.0%). BCS finished in 0.6s. ETA: 1m 18s. Rate: 362.35 forecasts/min
[2025-11-27T20:27:25.159147] [DEBUG] [REMOTE    ] SLVO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.160096] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 5 features, N/A% accuracy
[2025-11-27T20:27:25.160224] [INFO ] [LOCAL     ] SLVO: Loaded 5 optimal features with 55.15% confidence from JSON config
[2025-11-27T20:27:25.160320] [DEBUG] [MAG       ] Building data for symbol: SLVO with lookback: 0
[2025-11-27T20:27:25.161177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:25.161316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:25.166203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:25.168030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:25.168586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:25.169870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:25.187500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.264805] [DEBUG] [MAG       ] IMNM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.273052] [DEBUG] [MAG       ] AMZN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.342556] [INFO ] [LOCAL     ] IMNM: Saved forecast.
[2025-11-27T20:27:25.342779] [INFO ] [main      ] IMNM: Signal=1 (Conf=80.0%), Magnitude=1.03% (Conf=58.3663%)
[2025-11-27T20:27:25.343025] [INFO ] [main      ] Fetching symbol history for FBK...
[2025-11-27T20:27:25.343130] [DEBUG] [REMOTE    ] FBK: Fetching historical data.
[2025-11-27T20:27:25.344647] [INFO ] [main      ] Progress: 532/1001 forecasts completed (53.1%). IMNM finished in 0.6s. ETA: 1m 18s. Rate: 362.22 forecasts/min
[2025-11-27T20:27:25.354610] [DEBUG] [REMOTE    ] FBK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.355566] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 6 features, N/A% accuracy
[2025-11-27T20:27:25.355700] [INFO ] [LOCAL     ] FBK: Loaded 6 optimal features with 51.49% confidence from JSON config
[2025-11-27T20:27:25.355793] [DEBUG] [MAG       ] Building data for symbol: FBK with lookback: 0
[2025-11-27T20:27:25.356628] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:25.356752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:25.361833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:25.363740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:25.364327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:25.364805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:25.367218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:25.368487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.380077] [DEBUG] [MAG       ] IUSG: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.410288] [INFO ] [LOCAL     ] AMZN: Saved forecast.
[2025-11-27T20:27:25.410381] [INFO ] [main      ] AMZN: Signal=1 (Conf=80.0%), Magnitude=3.03% (Conf=59.1064%)
[2025-11-27T20:27:25.410767] [INFO ] [main      ] Fetching symbol history for EVEX...
[2025-11-27T20:27:25.410825] [DEBUG] [REMOTE    ] EVEX: Fetching historical data.
[2025-11-27T20:27:25.411629] [INFO ] [main      ] Progress: 533/1001 forecasts completed (53.2%). AMZN finished in 0.6s. ETA: 1m 17s. Rate: 362.62 forecasts/min
[2025-11-27T20:27:25.421924] [DEBUG] [REMOTE    ] EVEX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.422803] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 5 features, N/A% accuracy
[2025-11-27T20:27:25.422868] [INFO ] [LOCAL     ] EVEX: Loaded 5 optimal features with 52.12% confidence from JSON config
[2025-11-27T20:27:25.422902] [DEBUG] [MAG       ] Building data for symbol: EVEX with lookback: 0
[2025-11-27T20:27:25.423749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:25.423817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:25.424548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:25.425390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:25.426092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:25.426752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:25.441134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.523626] [DEBUG] [MAG       ] SLVO: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.548339] [DEBUG] [MAG       ] IUSG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.659604] [INFO ] [LOCAL     ] IUSG: Saved forecast.
[2025-11-27T20:27:25.659692] [INFO ] [main      ] IUSG: Signal=1 (Conf=80.0%), Magnitude=2.40% (Conf=49.1932%)
[2025-11-27T20:27:25.660078] [INFO ] [main      ] Progress: 534/1001 forecasts completed (53.3%). IUSG finished in 0.6s. ETA: 1m 17s. Rate: 362.28 forecasts/min
[2025-11-27T20:27:25.660207] [INFO ] [main      ] Fetching symbol history for LMB...
[2025-11-27T20:27:25.660251] [DEBUG] [REMOTE    ] LMB: Fetching historical data.
[2025-11-27T20:27:25.671200] [DEBUG] [REMOTE    ] LMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.672359] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 4 features, N/A% accuracy
[2025-11-27T20:27:25.672420] [INFO ] [LOCAL     ] LMB: Loaded 4 optimal features with 52.69% confidence from JSON config
[2025-11-27T20:27:25.672454] [DEBUG] [MAG       ] Building data for symbol: LMB with lookback: 0
[2025-11-27T20:27:25.673250] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:25.673318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:25.678046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:25.679017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:25.680648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:25.691431] [DEBUG] [MAG       ] SLVO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.705188] [DEBUG] [MAG       ] FBK: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.718446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.773365] [DEBUG] [MAG       ] EVEX: Last date is validated at 2025-11-26
[2025-11-27T20:27:25.785032] [INFO ] [LOCAL     ] SLVO: Saved forecast.
[2025-11-27T20:27:25.785150] [INFO ] [main      ] SLVO: Signal=1 (Conf=80.0%), Magnitude=1.10% (Conf=55.1489%)
[2025-11-27T20:27:25.785674] [INFO ] [main      ] Fetching symbol history for KD...
[2025-11-27T20:27:25.785765] [DEBUG] [REMOTE    ] KD: Fetching historical data.
[2025-11-27T20:27:25.787649] [INFO ] [main      ] Progress: 535/1001 forecasts completed (53.4%). SLVO finished in 0.6s. ETA: 1m 17s. Rate: 362.44 forecasts/min
[2025-11-27T20:27:25.800021] [DEBUG] [REMOTE    ] KD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.801066] [DEBUG] [LOCAL     ] Loaded configuration for KD: 3 features, N/A% accuracy
[2025-11-27T20:27:25.801142] [INFO ] [LOCAL     ] KD: Loaded 3 optimal features with 46.32% confidence from JSON config
[2025-11-27T20:27:25.801192] [DEBUG] [MAG       ] Building data for symbol: KD with lookback: 0
[2025-11-27T20:27:25.802213] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:25.802299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:25.807453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:25.874074] [DEBUG] [MAG       ] FBK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.884454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:25.885823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:25.947808] [DEBUG] [MAG       ] EVEX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:25.969351] [INFO ] [LOCAL     ] FBK: Saved forecast.
[2025-11-27T20:27:25.969561] [INFO ] [main      ] FBK: Signal=1 (Conf=80.0%), Magnitude=1.29% (Conf=51.4948%)
[2025-11-27T20:27:25.969846] [INFO ] [main      ] Fetching symbol history for BBSI...
[2025-11-27T20:27:25.969961] [DEBUG] [REMOTE    ] BBSI: Fetching historical data.
[2025-11-27T20:27:25.971652] [INFO ] [main      ] Progress: 536/1001 forecasts completed (53.5%). FBK finished in 0.6s. ETA: 1m 17s. Rate: 362.36 forecasts/min
[2025-11-27T20:27:25.981269] [DEBUG] [REMOTE    ] BBSI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:25.982273] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 9 features, N/A% accuracy
[2025-11-27T20:27:25.982393] [INFO ] [LOCAL     ] BBSI: Loaded 9 optimal features with 50.33% confidence from JSON config
[2025-11-27T20:27:25.982487] [DEBUG] [MAG       ] Building data for symbol: BBSI with lookback: 0
[2025-11-27T20:27:25.983345] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:25.983474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:25.985254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:25.985897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:25.986784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:25.987685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:26.012074] [INFO ] [LOCAL     ] EVEX: Saved forecast.
[2025-11-27T20:27:26.012159] [INFO ] [main      ] EVEX: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=52.1231%)
[2025-11-27T20:27:26.012512] [INFO ] [main      ] Fetching symbol history for KMI...
[2025-11-27T20:27:26.012564] [DEBUG] [REMOTE    ] KMI: Fetching historical data.
[2025-11-27T20:27:26.012619] [INFO ] [main      ] Progress: 537/1001 forecasts completed (53.6%). EVEX finished in 0.6s. ETA: 1m 17s. Rate: 362.87 forecasts/min
[2025-11-27T20:27:26.023668] [DEBUG] [REMOTE    ] KMI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.024739] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 2 features, N/A% accuracy
[2025-11-27T20:27:26.024800] [INFO ] [LOCAL     ] KMI: Loaded 2 optimal features with 52.15% confidence from JSON config
[2025-11-27T20:27:26.024835] [DEBUG] [MAG       ] Building data for symbol: KMI with lookback: 0
[2025-11-27T20:27:26.025670] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:26.025736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:26.030432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:26.031234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.057264] [DEBUG] [MAG       ] LMB: Last date is validated at 2025-11-26
[2025-11-27T20:27:26.099393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:26.101416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:26.102421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:26.105098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:26.106275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.220793] [DEBUG] [MAG       ] KD: Last date is validated at 2025-11-26
[2025-11-27T20:27:26.220765] [DEBUG] [MAG       ] LMB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:26.334183] [INFO ] [LOCAL     ] LMB: Saved forecast.
[2025-11-27T20:27:26.334266] [INFO ] [main      ] LMB: Signal=1 (Conf=80.0%), Magnitude=-1.83% (Conf=52.6948%)
[2025-11-27T20:27:26.334676] [INFO ] [main      ] Progress: 538/1001 forecasts completed (53.7%). LMB finished in 0.7s. ETA: 1m 17s. Rate: 362.23 forecasts/min
[2025-11-27T20:27:26.334813] [INFO ] [main      ] Fetching symbol history for PLCE...
[2025-11-27T20:27:26.334861] [DEBUG] [REMOTE    ] PLCE: Fetching historical data.
[2025-11-27T20:27:26.346084] [DEBUG] [REMOTE    ] PLCE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.347025] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 6 features, N/A% accuracy
[2025-11-27T20:27:26.347085] [INFO ] [LOCAL     ] PLCE: Loaded 6 optimal features with 58.49% confidence from JSON config
[2025-11-27T20:27:26.347121] [DEBUG] [MAG       ] Building data for symbol: PLCE with lookback: 0
[2025-11-27T20:27:26.347907] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:26.347975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:26.352742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:26.354482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:26.354982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:26.355378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:26.356838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:26.357529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.366508] [DEBUG] [MAG       ] KMI: Last date is validated at 2025-11-26
[2025-11-27T20:27:26.390763] [DEBUG] [MAG       ] KD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:26.439116] [DEBUG] [MAG       ] BBSI: Last date is validated at 2025-11-26
[2025-11-27T20:27:26.541731] [DEBUG] [MAG       ] KMI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:26.569082] [INFO ] [LOCAL     ] KD: Saved forecast.
[2025-11-27T20:27:26.569170] [INFO ] [main      ] KD: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=46.3235%)
[2025-11-27T20:27:26.569648] [INFO ] [main      ] Fetching symbol history for FCNCP...
[2025-11-27T20:27:26.569730] [DEBUG] [REMOTE    ] FCNCP: Fetching historical data.
[2025-11-27T20:27:26.569654] [INFO ] [main      ] Progress: 539/1001 forecasts completed (53.8%). KD finished in 0.8s. ETA: 1m 17s. Rate: 361.95 forecasts/min
[2025-11-27T20:27:26.580883] [DEBUG] [REMOTE    ] FCNCP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.581926] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 5 features, N/A% accuracy
[2025-11-27T20:27:26.581991] [INFO ] [LOCAL     ] FCNCP: Loaded 5 optimal features with 43.35% confidence from JSON config
[2025-11-27T20:27:26.582028] [DEBUG] [MAG       ] Building data for symbol: FCNCP with lookback: 0
[2025-11-27T20:27:26.582856] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:26.582927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:26.584695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:26.585223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:26.585708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:26.605406] [DEBUG] [MAG       ] BBSI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:26.613719] [INFO ] [LOCAL     ] KMI: Saved forecast.
[2025-11-27T20:27:26.613802] [INFO ] [main      ] KMI: Signal=1 (Conf=80.0%), Magnitude=4.41% (Conf=52.1502%)
[2025-11-27T20:27:26.613963] [INFO ] [main      ] Fetching symbol history for MDXG...
[2025-11-27T20:27:26.614009] [DEBUG] [REMOTE    ] MDXG: Fetching historical data.
[2025-11-27T20:27:26.614945] [INFO ] [main      ] Progress: 540/1001 forecasts completed (53.9%). KMI finished in 0.6s. ETA: 1m 16s. Rate: 362.44 forecasts/min
[2025-11-27T20:27:26.626084] [DEBUG] [REMOTE    ] MDXG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.626354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:26.626998] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 5 features, N/A% accuracy
[2025-11-27T20:27:26.627062] [INFO ] [LOCAL     ] MDXG: Loaded 5 optimal features with 56.72% confidence from JSON config
[2025-11-27T20:27:26.627098] [DEBUG] [MAG       ] Building data for symbol: MDXG with lookback: 0
[2025-11-27T20:27:26.627609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.627915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:26.627978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:26.629800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:26.630315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:26.632791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:26.634560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:26.637324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.686222] [DEBUG] [MAG       ] PLCE: Last date is validated at 2025-11-26
[2025-11-27T20:27:26.694174] [INFO ] [LOCAL     ] BBSI: Saved forecast.
[2025-11-27T20:27:26.694260] [INFO ] [main      ] BBSI: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=50.331%)
[2025-11-27T20:27:26.694643] [INFO ] [main      ] Fetching symbol history for CRVO...
[2025-11-27T20:27:26.694704] [DEBUG] [REMOTE    ] CRVO: Fetching historical data.
[2025-11-27T20:27:26.694667] [INFO ] [main      ] Progress: 541/1001 forecasts completed (54.0%). BBSI finished in 0.7s. ETA: 1m 16s. Rate: 362.79 forecasts/min
[2025-11-27T20:27:26.706352] [DEBUG] [REMOTE    ] CRVO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.707405] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, N/A% accuracy
[2025-11-27T20:27:26.707465] [INFO ] [LOCAL     ] CRVO: Loaded 4 optimal features with 67.30% confidence from JSON config
[2025-11-27T20:27:26.707499] [DEBUG] [MAG       ] Building data for symbol: CRVO with lookback: 0
[2025-11-27T20:27:26.708528] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:26.708624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:26.710500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:26.711044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:26.712038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:26.715160] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:26.864272] [DEBUG] [MAG       ] PLCE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:26.947300] [INFO ] [LOCAL     ] PLCE: Saved forecast.
[2025-11-27T20:27:26.947531] [INFO ] [main      ] PLCE: Signal=1 (Conf=80.0%), Magnitude=3.65% (Conf=58.4873%)
[2025-11-27T20:27:26.948099] [INFO ] [main      ] Fetching symbol history for EFSC...
[2025-11-27T20:27:26.948234] [DEBUG] [REMOTE    ] EFSC: Fetching historical data.
[2025-11-27T20:27:26.948465] [INFO ] [main      ] Progress: 542/1001 forecasts completed (54.1%). PLCE finished in 0.6s. ETA: 1m 16s. Rate: 362.43 forecasts/min
[2025-11-27T20:27:26.960070] [DEBUG] [REMOTE    ] EFSC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:26.961346] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 4 features, N/A% accuracy
[2025-11-27T20:27:26.961463] [INFO ] [LOCAL     ] EFSC: Loaded 4 optimal features with 43.28% confidence from JSON config
[2025-11-27T20:27:26.961555] [DEBUG] [MAG       ] Building data for symbol: EFSC with lookback: 0
[2025-11-27T20:27:26.962652] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:26.962774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:26.964715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:26.965295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:27.005238] [DEBUG] [MAG       ] FCNCP: Last date is validated at 2025-11-26
[2025-11-27T20:27:27.014482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:27.015627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:27.026449] [DEBUG] [MAG       ] MDXG: Last date is validated at 2025-11-26
[2025-11-27T20:27:27.078212] [DEBUG] [MAG       ] CRVO: Last date is validated at 2025-11-26
[2025-11-27T20:27:27.197766] [DEBUG] [MAG       ] FCNCP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:27.234429] [DEBUG] [MAG       ] MDXG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:27.264398] [INFO ] [LOCAL     ] FCNCP: Saved forecast.
[2025-11-27T20:27:27.264494] [INFO ] [main      ] FCNCP: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=43.3515%)
[2025-11-27T20:27:27.264870] [INFO ] [main      ] Progress: 543/1001 forecasts completed (54.2%). FCNCP finished in 0.7s. ETA: 1m 16s. Rate: 361.82 forecasts/min
[2025-11-27T20:27:27.265139] [INFO ] [main      ] Fetching symbol history for SLG...
[2025-11-27T20:27:27.265312] [DEBUG] [REMOTE    ] SLG: Fetching historical data.
[2025-11-27T20:27:27.280424] [DEBUG] [REMOTE    ] SLG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:27.281742] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 2 features, N/A% accuracy
[2025-11-27T20:27:27.281884] [INFO ] [LOCAL     ] SLG: Loaded 2 optimal features with 39.56% confidence from JSON config
[2025-11-27T20:27:27.281977] [DEBUG] [MAG       ] Building data for symbol: SLG with lookback: 0
[2025-11-27T20:27:27.283023] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:27.283174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:27.289111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:27.293267] [DEBUG] [MAG       ] CRVO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:27.306238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:27.327186] [INFO ] [LOCAL     ] MDXG: Saved forecast.
[2025-11-27T20:27:27.327276] [INFO ] [main      ] MDXG: Signal=1 (Conf=80.0%), Magnitude=2.04% (Conf=56.7211%)
[2025-11-27T20:27:27.327445] [INFO ] [main      ] Fetching symbol history for INDB...
[2025-11-27T20:27:27.327511] [DEBUG] [REMOTE    ] INDB: Fetching historical data.
[2025-11-27T20:27:27.327991] [INFO ] [main      ] Progress: 544/1001 forecasts completed (54.3%). MDXG finished in 0.7s. ETA: 1m 16s. Rate: 362.24 forecasts/min
[2025-11-27T20:27:27.340974] [DEBUG] [REMOTE    ] INDB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:27.342301] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 7 features, N/A% accuracy
[2025-11-27T20:27:27.342390] [INFO ] [LOCAL     ] INDB: Loaded 7 optimal features with 51.32% confidence from JSON config
[2025-11-27T20:27:27.342431] [DEBUG] [MAG       ] Building data for symbol: INDB with lookback: 0
[2025-11-27T20:27:27.343542] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:27.343715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:27.348975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:27.351157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:27.351776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:27.353841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:27.399518] [INFO ] [LOCAL     ] CRVO: Saved forecast.
[2025-11-27T20:27:27.399638] [INFO ] [main      ] CRVO: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=67.298%)
[2025-11-27T20:27:27.400085] [INFO ] [main      ] Fetching symbol history for IIIN...
[2025-11-27T20:27:27.400149] [DEBUG] [REMOTE    ] IIIN: Fetching historical data.
[2025-11-27T20:27:27.400680] [INFO ] [main      ] Progress: 545/1001 forecasts completed (54.4%). CRVO finished in 0.7s. ETA: 1m 15s. Rate: 362.61 forecasts/min
[2025-11-27T20:27:27.412954] [DEBUG] [REMOTE    ] IIIN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:27.414252] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, N/A% accuracy
[2025-11-27T20:27:27.414328] [INFO ] [LOCAL     ] IIIN: Loaded 2 optimal features with 56.09% confidence from JSON config
[2025-11-27T20:27:27.414373] [DEBUG] [MAG       ] Building data for symbol: IIIN with lookback: 0
[2025-11-27T20:27:27.415389] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:27.415474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:27.447785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:27.449264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:27.451720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:27.486334] [DEBUG] [MAG       ] EFSC: Last date is validated at 2025-11-26
[2025-11-27T20:27:27.558794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:27.560458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:27.701242] [DEBUG] [MAG       ] EFSC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:27.768370] [DEBUG] [MAG       ] SLG: Last date is validated at 2025-11-26
[2025-11-27T20:27:27.793481] [INFO ] [LOCAL     ] EFSC: Saved forecast.
[2025-11-27T20:27:27.793757] [INFO ] [main      ] EFSC: Signal=1 (Conf=80.0%), Magnitude=1.53% (Conf=43.2761%)
[2025-11-27T20:27:27.794201] [INFO ] [main      ] Fetching symbol history for KODK...
[2025-11-27T20:27:27.794320] [DEBUG] [REMOTE    ] KODK: Fetching historical data.
[2025-11-27T20:27:27.795663] [INFO ] [main      ] Progress: 546/1001 forecasts completed (54.5%). EFSC finished in 0.8s. ETA: 1m 15s. Rate: 361.69 forecasts/min
[2025-11-27T20:27:27.806791] [DEBUG] [REMOTE    ] KODK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:27.807938] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 5 features, N/A% accuracy
[2025-11-27T20:27:27.808007] [INFO ] [LOCAL     ] KODK: Loaded 5 optimal features with 48.35% confidence from JSON config
[2025-11-27T20:27:27.808043] [DEBUG] [MAG       ] Building data for symbol: KODK with lookback: 0
[2025-11-27T20:27:27.808958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:27.809032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:27.814023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:27.816057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:27.816626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:27.817129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:27.820054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:27.883317] [DEBUG] [MAG       ] INDB: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.005700] [DEBUG] [MAG       ] IIIN: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.048488] [DEBUG] [MAG       ] SLG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.082196] [DEBUG] [MAG       ] INDB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.150619] [INFO ] [LOCAL     ] SLG: Saved forecast.
[2025-11-27T20:27:28.150838] [INFO ] [main      ] SLG: Signal=1 (Conf=80.0%), Magnitude=-2.97% (Conf=39.5624%)
[2025-11-27T20:27:28.151160] [INFO ] [main      ] Fetching symbol history for AMPH...
[2025-11-27T20:27:28.151239] [DEBUG] [REMOTE    ] AMPH: Fetching historical data.
[2025-11-27T20:27:28.152138] [INFO ] [main      ] Progress: 547/1001 forecasts completed (54.6%). SLG finished in 0.9s. ETA: 1m 15s. Rate: 360.93 forecasts/min
[2025-11-27T20:27:28.163245] [DEBUG] [REMOTE    ] AMPH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.164396] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 3 features, N/A% accuracy
[2025-11-27T20:27:28.164520] [INFO ] [LOCAL     ] AMPH: Loaded 3 optimal features with 47.94% confidence from JSON config
[2025-11-27T20:27:28.164637] [DEBUG] [MAG       ] Building data for symbol: AMPH with lookback: 0
[2025-11-27T20:27:28.165549] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:28.165716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:28.171102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:28.172273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:28.173833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.175045] [DEBUG] [MAG       ] IIIN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.184735] [INFO ] [LOCAL     ] INDB: Saved forecast.
[2025-11-27T20:27:28.184819] [INFO ] [main      ] INDB: Signal=1 (Conf=80.0%), Magnitude=-0.17% (Conf=51.3164%)
[2025-11-27T20:27:28.184990] [INFO ] [main      ] Fetching symbol history for OII...
[2025-11-27T20:27:28.185048] [DEBUG] [REMOTE    ] OII: Fetching historical data.
[2025-11-27T20:27:28.186647] [INFO ] [main      ] Progress: 548/1001 forecasts completed (54.7%). INDB finished in 0.9s. ETA: 1m 15s. Rate: 361.46 forecasts/min
[2025-11-27T20:27:28.196227] [DEBUG] [REMOTE    ] OII: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.197117] [DEBUG] [LOCAL     ] Loaded configuration for OII: 5 features, N/A% accuracy
[2025-11-27T20:27:28.197174] [INFO ] [LOCAL     ] OII: Loaded 5 optimal features with 55.37% confidence from JSON config
[2025-11-27T20:27:28.197207] [DEBUG] [MAG       ] Building data for symbol: OII with lookback: 0
[2025-11-27T20:27:28.198022] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:28.198088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:28.198677] [DEBUG] [MAG       ] KODK: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.202988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:28.204874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:28.205464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:28.205882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:28.247762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.259308] [INFO ] [LOCAL     ] IIIN: Saved forecast.
[2025-11-27T20:27:28.259394] [INFO ] [main      ] IIIN: Signal=1 (Conf=80.0%), Magnitude=5.28% (Conf=56.0932%)
[2025-11-27T20:27:28.259561] [INFO ] [main      ] Fetching symbol history for LIVN...
[2025-11-27T20:27:28.259661] [DEBUG] [REMOTE    ] LIVN: Fetching historical data.
[2025-11-27T20:27:28.260650] [INFO ] [main      ] Progress: 549/1001 forecasts completed (54.8%). IIIN finished in 0.9s. ETA: 1m 15s. Rate: 361.82 forecasts/min
[2025-11-27T20:27:28.272228] [DEBUG] [REMOTE    ] LIVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.273176] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, N/A% accuracy
[2025-11-27T20:27:28.273237] [INFO ] [LOCAL     ] LIVN: Loaded 6 optimal features with 55.77% confidence from JSON config
[2025-11-27T20:27:28.273271] [DEBUG] [MAG       ] Building data for symbol: LIVN with lookback: 0
[2025-11-27T20:27:28.274132] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:28.274207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:28.279011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:28.280837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:28.281336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:28.281806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:28.282219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:28.330353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.375857] [DEBUG] [MAG       ] KODK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.442958] [INFO ] [LOCAL     ] KODK: Saved forecast.
[2025-11-27T20:27:28.443043] [INFO ] [main      ] KODK: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=48.3531%)
[2025-11-27T20:27:28.443395] [INFO ] [main      ] Fetching symbol history for ALTG...
[2025-11-27T20:27:28.443447] [DEBUG] [REMOTE    ] ALTG: Fetching historical data.
[2025-11-27T20:27:28.443694] [INFO ] [main      ] Progress: 550/1001 forecasts completed (54.9%). KODK finished in 0.6s. ETA: 1m 15s. Rate: 361.75 forecasts/min
[2025-11-27T20:27:28.454394] [DEBUG] [REMOTE    ] ALTG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.455412] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 5 features, N/A% accuracy
[2025-11-27T20:27:28.455475] [INFO ] [LOCAL     ] ALTG: Loaded 5 optimal features with 65.67% confidence from JSON config
[2025-11-27T20:27:28.455510] [DEBUG] [MAG       ] Building data for symbol: ALTG with lookback: 0
[2025-11-27T20:27:28.456305] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:28.456373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:28.458053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:28.458623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:28.459556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:28.461220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:28.500359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.520837] [DEBUG] [MAG       ] AMPH: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.590667] [DEBUG] [MAG       ] OII: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.665897] [DEBUG] [MAG       ] LIVN: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.704912] [DEBUG] [MAG       ] AMPH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.770526] [DEBUG] [MAG       ] OII: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.790688] [INFO ] [LOCAL     ] AMPH: Saved forecast.
[2025-11-27T20:27:28.790904] [INFO ] [main      ] AMPH: Signal=1 (Conf=80.0%), Magnitude=-1.58% (Conf=47.9412%)
[2025-11-27T20:27:28.791349] [INFO ] [main      ] Progress: 551/1001 forecasts completed (55.0%). AMPH finished in 0.6s. ETA: 1m 15s. Rate: 361.03 forecasts/min
[2025-11-27T20:27:28.791542] [INFO ] [main      ] Fetching symbol history for PANL...
[2025-11-27T20:27:28.791665] [DEBUG] [REMOTE    ] PANL: Fetching historical data.
[2025-11-27T20:27:28.803103] [DEBUG] [REMOTE    ] PANL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.804018] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 6 features, N/A% accuracy
[2025-11-27T20:27:28.804132] [INFO ] [LOCAL     ] PANL: Loaded 6 optimal features with 45.75% confidence from JSON config
[2025-11-27T20:27:28.804226] [DEBUG] [MAG       ] Building data for symbol: PANL with lookback: 0
[2025-11-27T20:27:28.805118] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:28.805247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:28.810175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:28.811387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:28.815861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:28.817413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:28.818279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:28.821241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.832401] [DEBUG] [MAG       ] LIVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:28.839939] [DEBUG] [MAG       ] ALTG: Last date is validated at 2025-11-26
[2025-11-27T20:27:28.854546] [INFO ] [LOCAL     ] OII: Saved forecast.
[2025-11-27T20:27:28.854650] [INFO ] [main      ] OII: Signal=1 (Conf=80.0%), Magnitude=1.49% (Conf=55.3659%)
[2025-11-27T20:27:28.854827] [INFO ] [main      ] Fetching symbol history for APGE...
[2025-11-27T20:27:28.854873] [DEBUG] [REMOTE    ] APGE: Fetching historical data.
[2025-11-27T20:27:28.855904] [INFO ] [main      ] Progress: 552/1001 forecasts completed (55.1%). OII finished in 0.7s. ETA: 1m 15s. Rate: 361.43 forecasts/min
[2025-11-27T20:27:28.866180] [DEBUG] [REMOTE    ] APGE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.867018] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 6 features, N/A% accuracy
[2025-11-27T20:27:28.867126] [INFO ] [LOCAL     ] APGE: Loaded 6 optimal features with 65.81% confidence from JSON config
[2025-11-27T20:27:28.867163] [DEBUG] [MAG       ] Building data for symbol: APGE with lookback: 0
[2025-11-27T20:27:28.867996] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:28.868066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:28.872914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:28.874773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:28.875260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:28.875662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:28.876393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:28.877314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:28.929591] [INFO ] [LOCAL     ] LIVN: Saved forecast.
[2025-11-27T20:27:28.929677] [INFO ] [main      ] LIVN: Signal=1 (Conf=80.0%), Magnitude=-3.79% (Conf=55.771%)
[2025-11-27T20:27:28.929855] [INFO ] [main      ] Fetching symbol history for HFRO...
[2025-11-27T20:27:28.929907] [DEBUG] [REMOTE    ] HFRO: Fetching historical data.
[2025-11-27T20:27:28.930897] [INFO ] [main      ] Progress: 553/1001 forecasts completed (55.2%). LIVN finished in 0.7s. ETA: 1m 14s. Rate: 361.79 forecasts/min
[2025-11-27T20:27:28.941318] [DEBUG] [REMOTE    ] HFRO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:28.942346] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 9 features, N/A% accuracy
[2025-11-27T20:27:28.942405] [INFO ] [LOCAL     ] HFRO: Loaded 9 optimal features with 53.71% confidence from JSON config
[2025-11-27T20:27:28.942439] [DEBUG] [MAG       ] Building data for symbol: HFRO with lookback: 0
[2025-11-27T20:27:28.943233] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:28.943304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:28.945076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:28.945617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:28.946011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:28.946893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:28.949300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:28.950289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:28.951546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:28.953461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:28.954493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.007558] [DEBUG] [MAG       ] ALTG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:29.072792] [INFO ] [LOCAL     ] ALTG: Saved forecast.
[2025-11-27T20:27:29.072878] [INFO ] [main      ] ALTG: Signal=1 (Conf=80.0%), Magnitude=6.60% (Conf=65.6675%)
[2025-11-27T20:27:29.073051] [INFO ] [main      ] Fetching symbol history for COLD...
[2025-11-27T20:27:29.073106] [DEBUG] [REMOTE    ] COLD: Fetching historical data.
[2025-11-27T20:27:29.073840] [INFO ] [main      ] Progress: 554/1001 forecasts completed (55.3%). ALTG finished in 0.6s. ETA: 1m 14s. Rate: 361.88 forecasts/min
[2025-11-27T20:27:29.084592] [DEBUG] [REMOTE    ] COLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:29.085621] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 4 features, N/A% accuracy
[2025-11-27T20:27:29.085680] [INFO ] [LOCAL     ] COLD: Loaded 4 optimal features with 58.12% confidence from JSON config
[2025-11-27T20:27:29.085718] [DEBUG] [MAG       ] Building data for symbol: COLD with lookback: 0
[2025-11-27T20:27:29.086466] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:29.086530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:29.087449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:29.088724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:29.090281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:29.091684] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.162157] [DEBUG] [MAG       ] PANL: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.216195] [DEBUG] [MAG       ] APGE: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.287776] [DEBUG] [MAG       ] HFRO: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.333629] [DEBUG] [MAG       ] PANL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:29.385613] [DEBUG] [MAG       ] APGE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:29.402335] [INFO ] [LOCAL     ] PANL: Saved forecast.
[2025-11-27T20:27:29.402544] [INFO ] [main      ] PANL: Signal=1 (Conf=80.0%), Magnitude=0.82% (Conf=45.7518%)
[2025-11-27T20:27:29.402810] [INFO ] [main      ] Fetching symbol history for PBYI...
[2025-11-27T20:27:29.402910] [DEBUG] [REMOTE    ] PBYI: Fetching historical data.
[2025-11-27T20:27:29.403185] [INFO ] [main      ] Progress: 555/1001 forecasts completed (55.4%). PANL finished in 0.6s. ETA: 1m 14s. Rate: 361.24 forecasts/min
[2025-11-27T20:27:29.415406] [DEBUG] [REMOTE    ] PBYI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:29.416422] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 9 features, N/A% accuracy
[2025-11-27T20:27:29.416491] [INFO ] [LOCAL     ] PBYI: Loaded 9 optimal features with 57.89% confidence from JSON config
[2025-11-27T20:27:29.416619] [DEBUG] [MAG       ] Building data for symbol: PBYI with lookback: 0
[2025-11-27T20:27:29.417506] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:29.417615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:29.419403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:29.420023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:29.420427] [DEBUG] [MAG       ] COLD: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.420431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:29.452082] [DEBUG] [MAG       ] HFRO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:29.488093] [INFO ] [LOCAL     ] APGE: Saved forecast.
[2025-11-27T20:27:29.488206] [INFO ] [main      ] APGE: Signal=1 (Conf=80.0%), Magnitude=-6.48% (Conf=65.8127%)
[2025-11-27T20:27:29.488372] [INFO ] [main      ] Fetching symbol history for LUNG...
[2025-11-27T20:27:29.488441] [DEBUG] [REMOTE    ] LUNG: Fetching historical data.
[2025-11-27T20:27:29.488966] [INFO ] [main      ] Progress: 556/1001 forecasts completed (55.5%). APGE finished in 0.6s. ETA: 1m 14s. Rate: 361.56 forecasts/min
[2025-11-27T20:27:29.495483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:29.496265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:29.497417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:29.499145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:29.500254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:29.500756] [DEBUG] [REMOTE    ] LUNG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:29.501030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.501647] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 6 features, N/A% accuracy
[2025-11-27T20:27:29.501709] [INFO ] [LOCAL     ] LUNG: Loaded 6 optimal features with 54.10% confidence from JSON config
[2025-11-27T20:27:29.501745] [DEBUG] [MAG       ] Building data for symbol: LUNG with lookback: 0
[2025-11-27T20:27:29.502539] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:29.502637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:29.504363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:29.504904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:29.505376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:29.507862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:29.509941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:29.513956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.516488] [INFO ] [LOCAL     ] HFRO: Saved forecast.
[2025-11-27T20:27:29.516588] [INFO ] [main      ] HFRO: Signal=1 (Conf=80.0%), Magnitude=1.54% (Conf=53.7088%)
[2025-11-27T20:27:29.516942] [INFO ] [main      ] Fetching symbol history for VOTE...
[2025-11-27T20:27:29.516998] [DEBUG] [REMOTE    ] VOTE: Fetching historical data.
[2025-11-27T20:27:29.517668] [INFO ] [main      ] Progress: 557/1001 forecasts completed (55.6%). HFRO finished in 0.6s. ETA: 1m 14s. Rate: 362.09 forecasts/min
[2025-11-27T20:27:29.527744] [DEBUG] [REMOTE    ] VOTE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:29.528674] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 9 features, N/A% accuracy
[2025-11-27T20:27:29.528735] [INFO ] [LOCAL     ] VOTE: Loaded 9 optimal features with 52.49% confidence from JSON config
[2025-11-27T20:27:29.528770] [DEBUG] [MAG       ] Building data for symbol: VOTE with lookback: 0
[2025-11-27T20:27:29.529521] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:29.529616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:29.534434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:29.536244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:29.536739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:29.537233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:29.537640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:29.591308] [DEBUG] [MAG       ] COLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:29.645071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:29.646474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:29.650825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:29.654732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.668912] [INFO ] [LOCAL     ] COLD: Saved forecast.
[2025-11-27T20:27:29.669083] [INFO ] [main      ] COLD: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=58.1172%)
[2025-11-27T20:27:29.669513] [INFO ] [main      ] Fetching symbol history for LLYVA...
[2025-11-27T20:27:29.669811] [INFO ] [main      ] Progress: 558/1001 forecasts completed (55.7%). COLD finished in 0.6s. ETA: 1m 13s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:29.669675] [DEBUG] [REMOTE    ] LLYVA: Fetching historical data.
[2025-11-27T20:27:29.682722] [DEBUG] [REMOTE    ] LLYVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:29.683800] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 6 features, N/A% accuracy
[2025-11-27T20:27:29.683918] [INFO ] [LOCAL     ] LLYVA: Loaded 6 optimal features with 60.22% confidence from JSON config
[2025-11-27T20:27:29.684010] [DEBUG] [MAG       ] Building data for symbol: LLYVA with lookback: 0
[2025-11-27T20:27:29.684924] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:29.685050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:29.686840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:29.687431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:29.687920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:29.688946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:29.691015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:29.691826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:29.841953] [DEBUG] [MAG       ] PBYI: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.862873] [DEBUG] [MAG       ] LUNG: Last date is validated at 2025-11-26
[2025-11-27T20:27:29.996290] [DEBUG] [MAG       ] VOTE: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.015102] [DEBUG] [MAG       ] PBYI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.023515] [DEBUG] [MAG       ] LLYVA: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.033617] [DEBUG] [MAG       ] LUNG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.079453] [INFO ] [LOCAL     ] PBYI: Saved forecast.
[2025-11-27T20:27:30.079685] [INFO ] [main      ] PBYI: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=57.8853%)
[2025-11-27T20:27:30.080104] [INFO ] [main      ] Fetching symbol history for VGI...
[2025-11-27T20:27:30.080214] [DEBUG] [REMOTE    ] VGI: Fetching historical data.
[2025-11-27T20:27:30.080265] [INFO ] [main      ] Progress: 559/1001 forecasts completed (55.8%). PBYI finished in 0.7s. ETA: 1m 13s. Rate: 361.19 forecasts/min
[2025-11-27T20:27:30.091637] [DEBUG] [REMOTE    ] VGI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.092851] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 6 features, N/A% accuracy
[2025-11-27T20:27:30.092917] [INFO ] [LOCAL     ] VGI: Loaded 6 optimal features with 31.33% confidence from JSON config
[2025-11-27T20:27:30.092961] [DEBUG] [MAG       ] Building data for symbol: VGI with lookback: 0
[2025-11-27T20:27:30.093806] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:30.093875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:30.096276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:30.099348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:30.101965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:30.103050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:30.104505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:30.106016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.115434] [INFO ] [LOCAL     ] LUNG: Saved forecast.
[2025-11-27T20:27:30.115527] [INFO ] [main      ] LUNG: Signal=1 (Conf=80.0%), Magnitude=1.77% (Conf=54.1042%)
[2025-11-27T20:27:30.115709] [INFO ] [main      ] Fetching symbol history for NRXP...
[2025-11-27T20:27:30.115779] [DEBUG] [REMOTE    ] NRXP: Fetching historical data.
[2025-11-27T20:27:30.116908] [INFO ] [main      ] Progress: 560/1001 forecasts completed (55.9%). LUNG finished in 0.6s. ETA: 1m 13s. Rate: 361.70 forecasts/min
[2025-11-27T20:27:30.127523] [DEBUG] [REMOTE    ] NRXP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.128896] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 5 features, N/A% accuracy
[2025-11-27T20:27:30.128963] [INFO ] [LOCAL     ] NRXP: Loaded 5 optimal features with 47.58% confidence from JSON config
[2025-11-27T20:27:30.129002] [DEBUG] [MAG       ] Building data for symbol: NRXP with lookback: 0
[2025-11-27T20:27:30.129852] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:30.129925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:30.134878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:30.136828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:30.137327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:30.137754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:30.139008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.189505] [DEBUG] [MAG       ] VOTE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.190083] [DEBUG] [MAG       ] LLYVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.279071] [INFO ] [LOCAL     ] VOTE: Saved forecast.
[2025-11-27T20:27:30.279155] [INFO ] [main      ] VOTE: Signal=1 (Conf=80.0%), Magnitude=-0.20% (Conf=52.49%)
[2025-11-27T20:27:30.279314] [INFO ] [main      ] Fetching symbol history for BGC...
[2025-11-27T20:27:30.279362] [DEBUG] [REMOTE    ] BGC: Fetching historical data.
[2025-11-27T20:27:30.279657] [INFO ] [main      ] Progress: 561/1001 forecasts completed (56.0%). VOTE finished in 0.8s. ETA: 1m 13s. Rate: 361.71 forecasts/min
[2025-11-27T20:27:30.291145] [DEBUG] [REMOTE    ] BGC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.292078] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 5 features, N/A% accuracy
[2025-11-27T20:27:30.292134] [INFO ] [LOCAL     ] BGC: Loaded 5 optimal features with 62.71% confidence from JSON config
[2025-11-27T20:27:30.292172] [DEBUG] [MAG       ] Building data for symbol: BGC with lookback: 0
[2025-11-27T20:27:30.292384] [INFO ] [LOCAL     ] LLYVA: Saved forecast.
[2025-11-27T20:27:30.292501] [INFO ] [main      ] LLYVA: Signal=1 (Conf=80.0%), Magnitude=0.71% (Conf=60.2156%)
[2025-11-27T20:27:30.292937] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:30.293005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:30.292923] [INFO ] [main      ] Fetching symbol history for CROX...
[2025-11-27T20:27:30.293082] [DEBUG] [REMOTE    ] CROX: Fetching historical data.
[2025-11-27T20:27:30.293084] [INFO ] [main      ] Progress: 562/1001 forecasts completed (56.1%). LLYVA finished in 0.6s. ETA: 1m 13s. Rate: 362.30 forecasts/min
[2025-11-27T20:27:30.293752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:30.294320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:30.295366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:30.296098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:30.296791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.304313] [DEBUG] [REMOTE    ] CROX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.305832] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 2 features, N/A% accuracy
[2025-11-27T20:27:30.305893] [INFO ] [LOCAL     ] CROX: Loaded 2 optimal features with 46.40% confidence from JSON config
[2025-11-27T20:27:30.305928] [DEBUG] [MAG       ] Building data for symbol: CROX with lookback: 0
[2025-11-27T20:27:30.306711] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:30.306777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:30.345388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:30.346115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.447170] [DEBUG] [MAG       ] VGI: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.469469] [DEBUG] [MAG       ] NRXP: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.616480] [DEBUG] [MAG       ] VGI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.625592] [DEBUG] [MAG       ] BGC: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.631570] [DEBUG] [MAG       ] NRXP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.675446] [DEBUG] [MAG       ] CROX: Last date is validated at 2025-11-26
[2025-11-27T20:27:30.691915] [INFO ] [LOCAL     ] NRXP: Saved forecast.
[2025-11-27T20:27:30.692139] [INFO ] [main      ] NRXP: Signal=1 (Conf=80.0%), Magnitude=18.16% (Conf=47.5839%)
[2025-11-27T20:27:30.692389] [INFO ] [main      ] Fetching symbol history for CGTX...
[2025-11-27T20:27:30.692494] [DEBUG] [REMOTE    ] CGTX: Fetching historical data.
[2025-11-27T20:27:30.693030] [INFO ] [main      ] Progress: 563/1001 forecasts completed (56.2%). NRXP finished in 0.6s. ETA: 1m 13s. Rate: 361.39 forecasts/min
[2025-11-27T20:27:30.703995] [DEBUG] [REMOTE    ] CGTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.705035] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 5 features, N/A% accuracy
[2025-11-27T20:27:30.705149] [INFO ] [LOCAL     ] CGTX: Loaded 5 optimal features with 58.20% confidence from JSON config
[2025-11-27T20:27:30.705238] [DEBUG] [MAG       ] Building data for symbol: CGTX with lookback: 0
[2025-11-27T20:27:30.706066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:30.706187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:30.707901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:30.708480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:30.708953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:30.710594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:30.748965] [INFO ] [LOCAL     ] VGI: Saved forecast.
[2025-11-27T20:27:30.749182] [INFO ] [main      ] VGI: Signal=1 (Conf=80.0%), Magnitude=0.11% (Conf=31.3279%)
[2025-11-27T20:27:30.749443] [INFO ] [main      ] Fetching symbol history for FLUX...
[2025-11-27T20:27:30.749650] [INFO ] [main      ] Progress: 564/1001 forecasts completed (56.3%). VGI finished in 0.7s. ETA: 1m 12s. Rate: 361.81 forecasts/min
[2025-11-27T20:27:30.749560] [DEBUG] [REMOTE    ] FLUX: Fetching historical data.
[2025-11-27T20:27:30.758894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.761780] [DEBUG] [REMOTE    ] FLUX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.763004] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 5 features, N/A% accuracy
[2025-11-27T20:27:30.763073] [INFO ] [LOCAL     ] FLUX: Loaded 5 optimal features with 52.82% confidence from JSON config
[2025-11-27T20:27:30.763108] [DEBUG] [MAG       ] Building data for symbol: FLUX with lookback: 0
[2025-11-27T20:27:30.763976] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:30.764058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:30.769009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:30.789927] [DEBUG] [MAG       ] BGC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.840681] [DEBUG] [MAG       ] CROX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:30.851065] [INFO ] [LOCAL     ] BGC: Saved forecast.
[2025-11-27T20:27:30.851146] [INFO ] [main      ] BGC: Signal=1 (Conf=80.0%), Magnitude=3.17% (Conf=62.708%)
[2025-11-27T20:27:30.851492] [INFO ] [main      ] Fetching symbol history for USIO...
[2025-11-27T20:27:30.851544] [DEBUG] [REMOTE    ] USIO: Fetching historical data.
[2025-11-27T20:27:30.851719] [INFO ] [main      ] Progress: 565/1001 forecasts completed (56.4%). BGC finished in 0.6s. ETA: 1m 12s. Rate: 362.06 forecasts/min
[2025-11-27T20:27:30.862553] [DEBUG] [REMOTE    ] USIO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.863829] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 8 features, N/A% accuracy
[2025-11-27T20:27:30.863895] [INFO ] [LOCAL     ] USIO: Loaded 8 optimal features with 63.15% confidence from JSON config
[2025-11-27T20:27:30.863931] [DEBUG] [MAG       ] Building data for symbol: USIO with lookback: 0
[2025-11-27T20:27:30.864697] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:30.864762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:30.869762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:30.871709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:30.872187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:30.872589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:30.873410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:30.874172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:30.876959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:30.878234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:30.879444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:30.879624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.955292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:30.956538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:30.961784] [INFO ] [LOCAL     ] CROX: Saved forecast.
[2025-11-27T20:27:30.961867] [INFO ] [main      ] CROX: Signal=1 (Conf=80.0%), Magnitude=1.43% (Conf=46.3986%)
[2025-11-27T20:27:30.962223] [INFO ] [main      ] Fetching symbol history for FRGE...
[2025-11-27T20:27:30.962280] [DEBUG] [REMOTE    ] FRGE: Fetching historical data.
[2025-11-27T20:27:30.963658] [INFO ] [main      ] Progress: 566/1001 forecasts completed (56.5%). CROX finished in 0.7s. ETA: 1m 12s. Rate: 362.27 forecasts/min
[2025-11-27T20:27:30.973850] [DEBUG] [REMOTE    ] FRGE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:30.975129] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 6 features, N/A% accuracy
[2025-11-27T20:27:30.975209] [INFO ] [LOCAL     ] FRGE: Loaded 6 optimal features with 30.72% confidence from JSON config
[2025-11-27T20:27:30.975254] [DEBUG] [MAG       ] Building data for symbol: FRGE with lookback: 0
[2025-11-27T20:27:30.976038] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:30.976119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:30.980908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:30.982691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:30.983190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:30.983598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:31.022641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:31.090728] [DEBUG] [MAG       ] CGTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.094746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:31.230854] [DEBUG] [MAG       ] USIO: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.272000] [DEBUG] [MAG       ] CGTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:31.287294] [DEBUG] [MAG       ] FLUX: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.325044] [INFO ] [LOCAL     ] CGTX: Saved forecast.
[2025-11-27T20:27:31.325124] [INFO ] [main      ] CGTX: Signal=1 (Conf=80.0%), Magnitude=16.66% (Conf=58.1964%)
[2025-11-27T20:27:31.325284] [INFO ] [main      ] Fetching symbol history for NBN...
[2025-11-27T20:27:31.325338] [DEBUG] [REMOTE    ] NBN: Fetching historical data.
[2025-11-27T20:27:31.326655] [INFO ] [main      ] Progress: 567/1001 forecasts completed (56.6%). CGTX finished in 0.6s. ETA: 1m 12s. Rate: 361.51 forecasts/min
[2025-11-27T20:27:31.336673] [DEBUG] [REMOTE    ] NBN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:31.337659] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 3 features, N/A% accuracy
[2025-11-27T20:27:31.337720] [INFO ] [LOCAL     ] NBN: Loaded 3 optimal features with 54.37% confidence from JSON config
[2025-11-27T20:27:31.337755] [DEBUG] [MAG       ] Building data for symbol: NBN with lookback: 0
[2025-11-27T20:27:31.338523] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:31.338600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:31.343247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:31.344179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:31.345214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:31.396161] [DEBUG] [MAG       ] USIO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:31.424961] [DEBUG] [MAG       ] FRGE: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.453133] [DEBUG] [MAG       ] FLUX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:31.459092] [INFO ] [LOCAL     ] USIO: Saved forecast.
[2025-11-27T20:27:31.459190] [INFO ] [main      ] USIO: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=63.1502%)
[2025-11-27T20:27:31.459601] [INFO ] [main      ] Progress: 568/1001 forecasts completed (56.7%). USIO finished in 0.6s. ETA: 1m 12s. Rate: 361.64 forecasts/min
[2025-11-27T20:27:31.459740] [INFO ] [main      ] Fetching symbol history for CBSH...
[2025-11-27T20:27:31.459791] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-11-27T20:27:31.471447] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:31.472186] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 7 features, N/A% accuracy
[2025-11-27T20:27:31.472244] [INFO ] [LOCAL     ] CBSH: Loaded 7 optimal features with 59.87% confidence from JSON config
[2025-11-27T20:27:31.472279] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 0
[2025-11-27T20:27:31.473115] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:31.473187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:31.478088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:31.480029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:31.480523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:31.480981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:31.515994] [INFO ] [LOCAL     ] FLUX: Saved forecast.
[2025-11-27T20:27:31.516079] [INFO ] [main      ] FLUX: Signal=1 (Conf=80.0%), Magnitude=15.98% (Conf=52.8219%)
[2025-11-27T20:27:31.516235] [INFO ] [main      ] Fetching symbol history for NAD...
[2025-11-27T20:27:31.516280] [DEBUG] [REMOTE    ] NAD: Fetching historical data.
[2025-11-27T20:27:31.516866] [INFO ] [main      ] Progress: 569/1001 forecasts completed (56.8%). FLUX finished in 0.8s. ETA: 1m 12s. Rate: 362.05 forecasts/min
[2025-11-27T20:27:31.528349] [DEBUG] [REMOTE    ] NAD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:31.529435] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 10 features, N/A% accuracy
[2025-11-27T20:27:31.529548] [INFO ] [LOCAL     ] NAD: Loaded 10 optimal features with 48.89% confidence from JSON config
[2025-11-27T20:27:31.529673] [DEBUG] [MAG       ] Building data for symbol: NAD with lookback: 0
[2025-11-27T20:27:31.530605] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:31.530746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:31.535513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:31.537337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:31.537881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:31.538411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:31.538887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:31.539855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:31.542229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:31.590177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:31.590829] [DEBUG] [MAG       ] FRGE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:31.629107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:31.630000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:31.651922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:31.675407] [DEBUG] [MAG       ] NBN: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.686089] [INFO ] [LOCAL     ] FRGE: Saved forecast.
[2025-11-27T20:27:31.686169] [INFO ] [main      ] FRGE: Signal=1 (Conf=80.0%), Magnitude=2.45% (Conf=30.717%)
[2025-11-27T20:27:31.686518] [INFO ] [main      ] Fetching symbol history for FMB...
[2025-11-27T20:27:31.686584] [DEBUG] [REMOTE    ] FMB: Fetching historical data.
[2025-11-27T20:27:31.686667] [INFO ] [main      ] Progress: 570/1001 forecasts completed (56.9%). FRGE finished in 0.7s. ETA: 1m 11s. Rate: 362.04 forecasts/min
[2025-11-27T20:27:31.690795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:31.692823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:31.697539] [DEBUG] [REMOTE    ] FMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:31.698539] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 10 features, N/A% accuracy
[2025-11-27T20:27:31.698615] [INFO ] [LOCAL     ] FMB: Loaded 10 optimal features with 49.40% confidence from JSON config
[2025-11-27T20:27:31.698656] [DEBUG] [MAG       ] Building data for symbol: FMB with lookback: 0
[2025-11-27T20:27:31.699440] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:31.699513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:31.704251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:31.706669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:31.708704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:31.710740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:31.714594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:31.716293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:31.716784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:31.717833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:31.719824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:31.721178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:31.839983] [DEBUG] [MAG       ] NBN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:31.935255] [INFO ] [LOCAL     ] NBN: Saved forecast.
[2025-11-27T20:27:31.935338] [INFO ] [main      ] NBN: Signal=1 (Conf=80.0%), Magnitude=3.82% (Conf=54.3713%)
[2025-11-27T20:27:31.935491] [INFO ] [main      ] Fetching symbol history for BPRN...
[2025-11-27T20:27:31.935536] [DEBUG] [REMOTE    ] BPRN: Fetching historical data.
[2025-11-27T20:27:31.936682] [INFO ] [main      ] Progress: 571/1001 forecasts completed (57.0%). NBN finished in 0.6s. ETA: 1m 11s. Rate: 361.71 forecasts/min
[2025-11-27T20:27:31.945495] [DEBUG] [REMOTE    ] BPRN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:31.946426] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 5 features, N/A% accuracy
[2025-11-27T20:27:31.946484] [INFO ] [LOCAL     ] BPRN: Loaded 5 optimal features with 63.14% confidence from JSON config
[2025-11-27T20:27:31.946519] [DEBUG] [MAG       ] Building data for symbol: BPRN with lookback: 0
[2025-11-27T20:27:31.947253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:31.947320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:31.948043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:31.950400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:31.966961] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-11-26
[2025-11-27T20:27:31.996239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:31.999134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:32.000563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.021897] [DEBUG] [MAG       ] NAD: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.053905] [DEBUG] [MAG       ] FMB: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.145187] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.186110] [DEBUG] [MAG       ] NAD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.220496] [DEBUG] [MAG       ] FMB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.241250] [INFO ] [LOCAL     ] CBSH: Saved forecast.
[2025-11-27T20:27:32.241356] [INFO ] [main      ] CBSH: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=59.8714%)
[2025-11-27T20:27:32.241527] [INFO ] [main      ] Fetching symbol history for AGD...
[2025-11-27T20:27:32.241598] [DEBUG] [REMOTE    ] AGD: Fetching historical data.
[2025-11-27T20:27:32.242317] [INFO ] [main      ] Progress: 572/1001 forecasts completed (57.1%). CBSH finished in 0.8s. ETA: 1m 11s. Rate: 361.18 forecasts/min
[2025-11-27T20:27:32.249511] [INFO ] [LOCAL     ] NAD: Saved forecast.
[2025-11-27T20:27:32.249678] [INFO ] [main      ] NAD: Signal=1 (Conf=80.0%), Magnitude=-0.00% (Conf=48.8907%)
[2025-11-27T20:27:32.250116] [INFO ] [main      ] Fetching symbol history for KYN...
[2025-11-27T20:27:32.250157] [INFO ] [main      ] Progress: 573/1001 forecasts completed (57.2%). NAD finished in 0.7s. ETA: 1m 11s. Rate: 361.78 forecasts/min
[2025-11-27T20:27:32.250267] [DEBUG] [REMOTE    ] KYN: Fetching historical data.
[2025-11-27T20:27:32.254669] [DEBUG] [REMOTE    ] AGD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.255698] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 3 features, N/A% accuracy
[2025-11-27T20:27:32.255764] [INFO ] [LOCAL     ] AGD: Loaded 3 optimal features with 54.84% confidence from JSON config
[2025-11-27T20:27:32.255802] [DEBUG] [MAG       ] Building data for symbol: AGD with lookback: 0
[2025-11-27T20:27:32.256735] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:32.256838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:32.262170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:32.262471] [DEBUG] [REMOTE    ] KYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.263397] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 5 features, N/A% accuracy
[2025-11-27T20:27:32.263510] [INFO ] [LOCAL     ] KYN: Loaded 5 optimal features with 62.79% confidence from JSON config
[2025-11-27T20:27:32.263619] [DEBUG] [MAG       ] Building data for symbol: KYN with lookback: 0
[2025-11-27T20:27:32.264433] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:32.264556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:32.265368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:32.265482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:32.268668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.300229] [INFO ] [LOCAL     ] FMB: Saved forecast.
[2025-11-27T20:27:32.300316] [INFO ] [main      ] FMB: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=49.4034%)
[2025-11-27T20:27:32.300703] [INFO ] [main      ] Fetching symbol history for RLMD...
[2025-11-27T20:27:32.300759] [DEBUG] [REMOTE    ] RLMD: Fetching historical data.
[2025-11-27T20:27:32.302665] [INFO ] [main      ] Progress: 574/1001 forecasts completed (57.3%). FMB finished in 0.6s. ETA: 1m 11s. Rate: 362.22 forecasts/min
[2025-11-27T20:27:32.313730] [DEBUG] [REMOTE    ] RLMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.314829] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 8 features, N/A% accuracy
[2025-11-27T20:27:32.314948] [INFO ] [LOCAL     ] RLMD: Loaded 8 optimal features with 48.01% confidence from JSON config
[2025-11-27T20:27:32.315036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:32.315042] [DEBUG] [MAG       ] Building data for symbol: RLMD with lookback: 0
[2025-11-27T20:27:32.315896] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:32.315968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:32.316807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:32.317544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:32.317738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:32.318290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:32.320057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.324063] [DEBUG] [MAG       ] BPRN: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.428452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:32.467523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:32.468750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:32.470630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:32.473353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:32.474101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.485624] [DEBUG] [MAG       ] BPRN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.561871] [INFO ] [LOCAL     ] BPRN: Saved forecast.
[2025-11-27T20:27:32.561952] [INFO ] [main      ] BPRN: Signal=1 (Conf=80.0%), Magnitude=5.73% (Conf=63.1374%)
[2025-11-27T20:27:32.562105] [INFO ] [main      ] Fetching symbol history for CSTM...
[2025-11-27T20:27:32.562151] [DEBUG] [REMOTE    ] CSTM: Fetching historical data.
[2025-11-27T20:27:32.562949] [INFO ] [main      ] Progress: 575/1001 forecasts completed (57.4%). BPRN finished in 0.6s. ETA: 1m 11s. Rate: 361.86 forecasts/min
[2025-11-27T20:27:32.575060] [DEBUG] [REMOTE    ] CSTM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.575939] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 1 features, N/A% accuracy
[2025-11-27T20:27:32.576000] [INFO ] [LOCAL     ] CSTM: Loaded 1 optimal features with 66.10% confidence from JSON config
[2025-11-27T20:27:32.576035] [DEBUG] [MAG       ] Building data for symbol: CSTM with lookback: 0
[2025-11-27T20:27:32.576808] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:32.576867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:32.579182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.628848] [DEBUG] [MAG       ] AGD: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.660859] [DEBUG] [MAG       ] KYN: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.795968] [DEBUG] [MAG       ] AGD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.806389] [DEBUG] [MAG       ] RLMD: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.825080] [DEBUG] [MAG       ] KYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:32.860761] [INFO ] [LOCAL     ] AGD: Saved forecast.
[2025-11-27T20:27:32.860861] [INFO ] [main      ] AGD: Signal=1 (Conf=80.0%), Magnitude=3.07% (Conf=54.8448%)
[2025-11-27T20:27:32.861080] [INFO ] [main      ] Fetching symbol history for THC...
[2025-11-27T20:27:32.861136] [DEBUG] [REMOTE    ] THC: Fetching historical data.
[2025-11-27T20:27:32.861903] [INFO ] [main      ] Progress: 576/1001 forecasts completed (57.5%). AGD finished in 0.6s. ETA: 1m 11s. Rate: 361.35 forecasts/min
[2025-11-27T20:27:32.876459] [DEBUG] [REMOTE    ] THC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.877611] [DEBUG] [LOCAL     ] Loaded configuration for THC: 6 features, N/A% accuracy
[2025-11-27T20:27:32.877674] [INFO ] [LOCAL     ] THC: Loaded 6 optimal features with 48.58% confidence from JSON config
[2025-11-27T20:27:32.877709] [DEBUG] [MAG       ] Building data for symbol: THC with lookback: 0
[2025-11-27T20:27:32.878619] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:32.878706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:32.885446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:32.885582] [INFO ] [LOCAL     ] KYN: Saved forecast.
[2025-11-27T20:27:32.885667] [INFO ] [main      ] KYN: Signal=1 (Conf=80.0%), Magnitude=4.35% (Conf=62.794%)
[2025-11-27T20:27:32.886082] [INFO ] [main      ] Progress: 577/1001 forecasts completed (57.6%). KYN finished in 0.6s. ETA: 1m 10s. Rate: 361.89 forecasts/min
[2025-11-27T20:27:32.886215] [INFO ] [main      ] Fetching symbol history for BIRK...
[2025-11-27T20:27:32.886259] [DEBUG] [REMOTE    ] BIRK: Fetching historical data.
[2025-11-27T20:27:32.887332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:32.888314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:32.891014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:32.891995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:32.898128] [DEBUG] [REMOTE    ] BIRK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:32.899432] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 8 features, N/A% accuracy
[2025-11-27T20:27:32.899492] [INFO ] [LOCAL     ] BIRK: Loaded 8 optimal features with 46.93% confidence from JSON config
[2025-11-27T20:27:32.899527] [DEBUG] [MAG       ] Building data for symbol: BIRK with lookback: 0
[2025-11-27T20:27:32.900307] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:32.900378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:32.900464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:32.902051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:32.902600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:32.903077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:32.903463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:32.906527] [DEBUG] [MAG       ] CSTM: Last date is validated at 2025-11-26
[2025-11-27T20:27:32.973713] [DEBUG] [MAG       ] RLMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.010777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:33.041301] [INFO ] [LOCAL     ] RLMD: Saved forecast.
[2025-11-27T20:27:33.041392] [INFO ] [main      ] RLMD: Signal=1 (Conf=80.0%), Magnitude=-1.53% (Conf=48.0112%)
[2025-11-27T20:27:33.041809] [INFO ] [main      ] Fetching symbol history for PENN...
[2025-11-27T20:27:33.041864] [DEBUG] [REMOTE    ] PENN: Fetching historical data.
[2025-11-27T20:27:33.042647] [INFO ] [main      ] Progress: 578/1001 forecasts completed (57.7%). RLMD finished in 0.7s. ETA: 1m 10s. Rate: 361.92 forecasts/min
[2025-11-27T20:27:33.048798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:33.049475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:33.050166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.053785] [DEBUG] [REMOTE    ] PENN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.055008] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, N/A% accuracy
[2025-11-27T20:27:33.055082] [INFO ] [LOCAL     ] PENN: Loaded 3 optimal features with 53.79% confidence from JSON config
[2025-11-27T20:27:33.055120] [DEBUG] [MAG       ] Building data for symbol: PENN with lookback: 0
[2025-11-27T20:27:33.055942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:33.056004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.060943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:33.068964] [DEBUG] [MAG       ] CSTM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.139854] [INFO ] [LOCAL     ] CSTM: Saved forecast.
[2025-11-27T20:27:33.139947] [INFO ] [main      ] CSTM: Signal=1 (Conf=80.0%), Magnitude=2.80% (Conf=66.101%)
[2025-11-27T20:27:33.140104] [INFO ] [main      ] Fetching symbol history for WD...
[2025-11-27T20:27:33.140173] [DEBUG] [REMOTE    ] WD: Fetching historical data.
[2025-11-27T20:27:33.141643] [INFO ] [main      ] Progress: 579/1001 forecasts completed (57.8%). CSTM finished in 0.6s. ETA: 1m 10s. Rate: 362.17 forecasts/min
[2025-11-27T20:27:33.152740] [DEBUG] [REMOTE    ] WD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.153616] [DEBUG] [LOCAL     ] Loaded configuration for WD: 7 features, N/A% accuracy
[2025-11-27T20:27:33.153729] [INFO ] [LOCAL     ] WD: Loaded 7 optimal features with 54.84% confidence from JSON config
[2025-11-27T20:27:33.153830] [DEBUG] [MAG       ] Building data for symbol: WD with lookback: 0
[2025-11-27T20:27:33.154654] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:33.154772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.159593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:33.173662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:33.222554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.258046] [DEBUG] [MAG       ] THC: Last date is validated at 2025-11-26
[2025-11-27T20:27:33.264409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:33.266103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:33.267097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:33.315957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:33.317091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:27:33.317828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.382076] [DEBUG] [MAG       ] BIRK: Last date is validated at 2025-11-26
[2025-11-27T20:27:33.427488] [DEBUG] [MAG       ] THC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.543830] [INFO ] [LOCAL     ] THC: Saved forecast.
[2025-11-27T20:27:33.543916] [INFO ] [main      ] THC: Signal=1 (Conf=80.0%), Magnitude=1.78% (Conf=48.5777%)
[2025-11-27T20:27:33.544283] [INFO ] [main      ] Fetching symbol history for CERS...
[2025-11-27T20:27:33.544343] [DEBUG] [REMOTE    ] CERS: Fetching historical data.
[2025-11-27T20:27:33.544659] [INFO ] [main      ] Progress: 580/1001 forecasts completed (57.9%). THC finished in 0.7s. ETA: 1m 10s. Rate: 361.28 forecasts/min
[2025-11-27T20:27:33.547736] [DEBUG] [MAG       ] BIRK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.555645] [DEBUG] [REMOTE    ] CERS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.556737] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 4 features, N/A% accuracy
[2025-11-27T20:27:33.556799] [INFO ] [LOCAL     ] CERS: Loaded 4 optimal features with 41.36% confidence from JSON config
[2025-11-27T20:27:33.556835] [DEBUG] [MAG       ] Building data for symbol: CERS with lookback: 0
[2025-11-27T20:27:33.557628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:33.557696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.565135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:33.566939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:33.567413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:33.568698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.571355] [DEBUG] [MAG       ] PENN: Last date is validated at 2025-11-26
[2025-11-27T20:27:33.641621] [INFO ] [LOCAL     ] BIRK: Saved forecast.
[2025-11-27T20:27:33.641703] [INFO ] [main      ] BIRK: Signal=1 (Conf=80.0%), Magnitude=7.50% (Conf=46.9259%)
[2025-11-27T20:27:33.642077] [INFO ] [main      ] Progress: 581/1001 forecasts completed (58.0%). BIRK finished in 0.8s. ETA: 1m 10s. Rate: 361.54 forecasts/min
[2025-11-27T20:27:33.642201] [INFO ] [main      ] Fetching symbol history for TXO...
[2025-11-27T20:27:33.642245] [DEBUG] [REMOTE    ] TXO: Fetching historical data.
[2025-11-27T20:27:33.649701] [DEBUG] [MAG       ] WD: Last date is validated at 2025-11-26
[2025-11-27T20:27:33.653595] [DEBUG] [REMOTE    ] TXO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.654794] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 1 features, N/A% accuracy
[2025-11-27T20:27:33.654863] [INFO ] [LOCAL     ] TXO: Loaded 1 optimal features with 45.99% confidence from JSON config
[2025-11-27T20:27:33.654907] [DEBUG] [MAG       ] Building data for symbol: TXO with lookback: 0
[2025-11-27T20:27:33.655699] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:33.655758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.661891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.741699] [DEBUG] [MAG       ] PENN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.815385] [DEBUG] [MAG       ] WD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:33.818724] [INFO ] [LOCAL     ] PENN: Saved forecast.
[2025-11-27T20:27:33.818943] [INFO ] [main      ] PENN: Signal=1 (Conf=80.0%), Magnitude=8.00% (Conf=53.7937%)
[2025-11-27T20:27:33.819485] [INFO ] [main      ] Fetching symbol history for SIMO...
[2025-11-27T20:27:33.819617] [DEBUG] [REMOTE    ] SIMO: Fetching historical data.
[2025-11-27T20:27:33.819672] [INFO ] [main      ] Progress: 582/1001 forecasts completed (58.1%). PENN finished in 0.8s. ETA: 1m 10s. Rate: 361.50 forecasts/min
[2025-11-27T20:27:33.831386] [DEBUG] [REMOTE    ] SIMO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.832612] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 2 features, N/A% accuracy
[2025-11-27T20:27:33.832734] [INFO ] [LOCAL     ] SIMO: Loaded 2 optimal features with 58.45% confidence from JSON config
[2025-11-27T20:27:33.832825] [DEBUG] [MAG       ] Building data for symbol: SIMO with lookback: 0
[2025-11-27T20:27:33.833744] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:33.833864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.838890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:33.840923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:33.904425] [DEBUG] [MAG       ] CERS: Last date is validated at 2025-11-26
[2025-11-27T20:27:33.912002] [INFO ] [LOCAL     ] WD: Saved forecast.
[2025-11-27T20:27:33.912084] [INFO ] [main      ] WD: Signal=1 (Conf=80.0%), Magnitude=-0.81% (Conf=54.8388%)
[2025-11-27T20:27:33.912236] [INFO ] [main      ] Fetching symbol history for PDFS...
[2025-11-27T20:27:33.912281] [DEBUG] [REMOTE    ] PDFS: Fetching historical data.
[2025-11-27T20:27:33.913132] [INFO ] [main      ] Progress: 583/1001 forecasts completed (58.2%). WD finished in 0.8s. ETA: 1m 9s. Rate: 361.77 forecasts/min
[2025-11-27T20:27:33.923191] [DEBUG] [REMOTE    ] PDFS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:33.924272] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 4 features, N/A% accuracy
[2025-11-27T20:27:33.924344] [INFO ] [LOCAL     ] PDFS: Loaded 4 optimal features with 55.59% confidence from JSON config
[2025-11-27T20:27:33.924386] [DEBUG] [MAG       ] Building data for symbol: PDFS with lookback: 0
[2025-11-27T20:27:33.925157] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:33.925224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:33.929980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:33.930944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:33.932129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:33.935996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.028076] [DEBUG] [MAG       ] TXO: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.068548] [DEBUG] [MAG       ] CERS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.124354] [INFO ] [LOCAL     ] CERS: Saved forecast.
[2025-11-27T20:27:34.124444] [INFO ] [main      ] CERS: Signal=1 (Conf=80.0%), Magnitude=-3.59% (Conf=41.3577%)
[2025-11-27T20:27:34.124616] [INFO ] [main      ] Fetching symbol history for MIND...
[2025-11-27T20:27:34.124685] [DEBUG] [REMOTE    ] MIND: Fetching historical data.
[2025-11-27T20:27:34.125696] [INFO ] [main      ] Progress: 584/1001 forecasts completed (58.3%). CERS finished in 0.6s. ETA: 1m 9s. Rate: 361.59 forecasts/min
[2025-11-27T20:27:34.136195] [DEBUG] [REMOTE    ] MIND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.137328] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, N/A% accuracy
[2025-11-27T20:27:34.137399] [INFO ] [LOCAL     ] MIND: Loaded 6 optimal features with 45.43% confidence from JSON config
[2025-11-27T20:27:34.137441] [DEBUG] [MAG       ] Building data for symbol: MIND with lookback: 0
[2025-11-27T20:27:34.138259] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:34.138331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:34.140023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:34.140560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:34.140972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:34.143741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:34.144364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:34.145064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.183111] [DEBUG] [MAG       ] SIMO: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.201569] [DEBUG] [MAG       ] TXO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.265512] [DEBUG] [MAG       ] PDFS: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.268091] [INFO ] [LOCAL     ] TXO: Saved forecast.
[2025-11-27T20:27:34.268282] [INFO ] [main      ] TXO: Signal=1 (Conf=80.0%), Magnitude=0.24% (Conf=45.9855%)
[2025-11-27T20:27:34.268735] [INFO ] [main      ] Fetching symbol history for USOY...
[2025-11-27T20:27:34.268844] [DEBUG] [REMOTE    ] USOY: Fetching historical data.
[2025-11-27T20:27:34.268897] [INFO ] [main      ] Progress: 585/1001 forecasts completed (58.4%). TXO finished in 0.6s. ETA: 1m 9s. Rate: 361.68 forecasts/min
[2025-11-27T20:27:34.280288] [DEBUG] [REMOTE    ] USOY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.281264] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 3 features, N/A% accuracy
[2025-11-27T20:27:34.281379] [INFO ] [LOCAL     ] USOY: Loaded 3 optimal features with 61.15% confidence from JSON config
[2025-11-27T20:27:34.281475] [DEBUG] [MAG       ] Building data for symbol: USOY with lookback: 0
[2025-11-27T20:27:34.282404] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:34.282537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:34.283410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:34.285970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:34.288270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.368046] [DEBUG] [MAG       ] SIMO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.429029] [DEBUG] [MAG       ] PDFS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.476703] [DEBUG] [MAG       ] MIND: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.477884] [INFO ] [LOCAL     ] SIMO: Saved forecast.
[2025-11-27T20:27:34.477981] [INFO ] [main      ] SIMO: Signal=1 (Conf=80.0%), Magnitude=1.66% (Conf=58.4542%)
[2025-11-27T20:27:34.478460] [INFO ] [main      ] Progress: 586/1001 forecasts completed (58.5%). SIMO finished in 0.7s. ETA: 1m 9s. Rate: 361.52 forecasts/min
[2025-11-27T20:27:34.478601] [INFO ] [main      ] Fetching symbol history for RPAY...
[2025-11-27T20:27:34.478666] [DEBUG] [REMOTE    ] RPAY: Fetching historical data.
[2025-11-27T20:27:34.490740] [DEBUG] [REMOTE    ] RPAY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.491850] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 1 features, N/A% accuracy
[2025-11-27T20:27:34.491914] [INFO ] [LOCAL     ] RPAY: Loaded 1 optimal features with 56.37% confidence from JSON config
[2025-11-27T20:27:34.491950] [DEBUG] [MAG       ] Building data for symbol: RPAY with lookback: 0
[2025-11-27T20:27:34.492781] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:34.492856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:34.493657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.509543] [INFO ] [LOCAL     ] PDFS: Saved forecast.
[2025-11-27T20:27:34.509643] [INFO ] [main      ] PDFS: Signal=1 (Conf=80.0%), Magnitude=-0.36% (Conf=55.5912%)
[2025-11-27T20:27:34.509815] [INFO ] [main      ] Fetching symbol history for FSCO...
[2025-11-27T20:27:34.509861] [DEBUG] [REMOTE    ] FSCO: Fetching historical data.
[2025-11-27T20:27:34.510992] [INFO ] [main      ] Progress: 587/1001 forecasts completed (58.6%). PDFS finished in 0.6s. ETA: 1m 9s. Rate: 362.01 forecasts/min
[2025-11-27T20:27:34.520729] [DEBUG] [REMOTE    ] FSCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.521902] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 6 features, N/A% accuracy
[2025-11-27T20:27:34.521970] [INFO ] [LOCAL     ] FSCO: Loaded 6 optimal features with 63.19% confidence from JSON config
[2025-11-27T20:27:34.522004] [DEBUG] [MAG       ] Building data for symbol: FSCO with lookback: 0
[2025-11-27T20:27:34.522773] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:34.522841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:34.527535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:34.528489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:34.530851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:34.578020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:34.580300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:34.581040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.637340] [DEBUG] [MAG       ] USOY: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.643207] [DEBUG] [MAG       ] MIND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.715873] [INFO ] [LOCAL     ] MIND: Saved forecast.
[2025-11-27T20:27:34.715960] [INFO ] [main      ] MIND: Signal=1 (Conf=80.0%), Magnitude=1.20% (Conf=45.4262%)
[2025-11-27T20:27:34.716301] [INFO ] [main      ] Fetching symbol history for GNTX...
[2025-11-27T20:27:34.716355] [DEBUG] [REMOTE    ] GNTX: Fetching historical data.
[2025-11-27T20:27:34.716705] [INFO ] [main      ] Progress: 588/1001 forecasts completed (58.7%). MIND finished in 0.6s. ETA: 1m 8s. Rate: 361.86 forecasts/min
[2025-11-27T20:27:34.727277] [DEBUG] [REMOTE    ] GNTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.728478] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 3 features, N/A% accuracy
[2025-11-27T20:27:34.728541] [INFO ] [LOCAL     ] GNTX: Loaded 3 optimal features with 55.82% confidence from JSON config
[2025-11-27T20:27:34.728595] [DEBUG] [MAG       ] Building data for symbol: GNTX with lookback: 0
[2025-11-27T20:27:34.729351] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:34.729419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:34.731067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:34.731566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:34.732786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:34.810748] [DEBUG] [MAG       ] USOY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:34.847462] [DEBUG] [MAG       ] RPAY: Last date is validated at 2025-11-26
[2025-11-27T20:27:34.871818] [INFO ] [LOCAL     ] USOY: Saved forecast.
[2025-11-27T20:27:34.871909] [INFO ] [main      ] USOY: Signal=1 (Conf=80.0%), Magnitude=2.79% (Conf=61.1474%)
[2025-11-27T20:27:34.872076] [INFO ] [main      ] Fetching symbol history for FPXI...
[2025-11-27T20:27:34.872121] [DEBUG] [REMOTE    ] FPXI: Fetching historical data.
[2025-11-27T20:27:34.873756] [INFO ] [main      ] Progress: 589/1001 forecasts completed (58.8%). USOY finished in 0.6s. ETA: 1m 8s. Rate: 361.90 forecasts/min
[2025-11-27T20:27:34.883243] [DEBUG] [REMOTE    ] FPXI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:34.884407] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 7 features, N/A% accuracy
[2025-11-27T20:27:34.884533] [INFO ] [LOCAL     ] FPXI: Loaded 7 optimal features with 55.66% confidence from JSON config
[2025-11-27T20:27:34.884647] [DEBUG] [MAG       ] Building data for symbol: FPXI with lookback: 0
[2025-11-27T20:27:34.885603] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:34.885736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:34.887506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:34.888101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:34.889018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:34.907525] [DEBUG] [MAG       ] FSCO: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.003195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:35.004957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:35.006193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:35.008345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.013855] [DEBUG] [MAG       ] RPAY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.063409] [DEBUG] [MAG       ] GNTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.068945] [INFO ] [LOCAL     ] RPAY: Saved forecast.
[2025-11-27T20:27:35.069093] [INFO ] [main      ] RPAY: Signal=1 (Conf=80.0%), Magnitude=0.08% (Conf=56.3668%)
[2025-11-27T20:27:35.069525] [INFO ] [main      ] Progress: 590/1001 forecasts completed (58.9%). RPAY finished in 0.6s. ETA: 1m 8s. Rate: 361.78 forecasts/min
[2025-11-27T20:27:35.069718] [INFO ] [main      ] Fetching symbol history for NTAP...
[2025-11-27T20:27:35.069816] [DEBUG] [REMOTE    ] NTAP: Fetching historical data.
[2025-11-27T20:27:35.072211] [DEBUG] [MAG       ] FSCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.081466] [DEBUG] [REMOTE    ] NTAP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.082540] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 5 features, N/A% accuracy
[2025-11-27T20:27:35.082672] [INFO ] [LOCAL     ] NTAP: Loaded 5 optimal features with 65.80% confidence from JSON config
[2025-11-27T20:27:35.082764] [DEBUG] [MAG       ] Building data for symbol: NTAP with lookback: 0
[2025-11-27T20:27:35.083610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:35.083731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:35.088686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:35.131293] [INFO ] [LOCAL     ] FSCO: Saved forecast.
[2025-11-27T20:27:35.131388] [INFO ] [main      ] FSCO: Signal=1 (Conf=80.0%), Magnitude=-0.59% (Conf=63.1907%)
[2025-11-27T20:27:35.131544] [INFO ] [main      ] Fetching symbol history for WHG...
[2025-11-27T20:27:35.131631] [DEBUG] [REMOTE    ] WHG: Fetching historical data.
[2025-11-27T20:27:35.133715] [INFO ] [main      ] Progress: 591/1001 forecasts completed (59.0%). FSCO finished in 0.6s. ETA: 1m 8s. Rate: 362.16 forecasts/min
[2025-11-27T20:27:35.142815] [DEBUG] [REMOTE    ] WHG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.143627] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, N/A% accuracy
[2025-11-27T20:27:35.143687] [INFO ] [LOCAL     ] WHG: Loaded 1 optimal features with 54.38% confidence from JSON config
[2025-11-27T20:27:35.143722] [DEBUG] [MAG       ] Building data for symbol: WHG with lookback: 0
[2025-11-27T20:27:35.144466] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:35.144526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:35.146899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.196935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:35.198047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:35.198785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:35.200827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.229713] [DEBUG] [MAG       ] GNTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.302044] [INFO ] [LOCAL     ] GNTX: Saved forecast.
[2025-11-27T20:27:35.302158] [INFO ] [main      ] GNTX: Signal=1 (Conf=80.0%), Magnitude=0.32% (Conf=55.8196%)
[2025-11-27T20:27:35.302374] [INFO ] [main      ] Fetching symbol history for BOOM...
[2025-11-27T20:27:35.302469] [DEBUG] [REMOTE    ] BOOM: Fetching historical data.
[2025-11-27T20:27:35.302922] [INFO ] [main      ] Progress: 592/1001 forecasts completed (59.1%). GNTX finished in 0.6s. ETA: 1m 8s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:35.319438] [DEBUG] [REMOTE    ] BOOM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.320507] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 4 features, N/A% accuracy
[2025-11-27T20:27:35.320618] [INFO ] [LOCAL     ] BOOM: Loaded 4 optimal features with 58.50% confidence from JSON config
[2025-11-27T20:27:35.320687] [DEBUG] [MAG       ] Building data for symbol: BOOM with lookback: 0
[2025-11-27T20:27:35.321845] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:35.321934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:35.329641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:35.331094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:35.346514] [DEBUG] [MAG       ] FPXI: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.445620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:35.447686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.475357] [DEBUG] [MAG       ] WHG: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.513622] [DEBUG] [MAG       ] FPXI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.535469] [DEBUG] [MAG       ] NTAP: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.591185] [INFO ] [LOCAL     ] FPXI: Saved forecast.
[2025-11-27T20:27:35.591267] [INFO ] [main      ] FPXI: Signal=1 (Conf=80.0%), Magnitude=3.75% (Conf=55.6561%)
[2025-11-27T20:27:35.591426] [INFO ] [main      ] Fetching symbol history for TARK...
[2025-11-27T20:27:35.591489] [DEBUG] [REMOTE    ] TARK: Fetching historical data.
[2025-11-27T20:27:35.591914] [INFO ] [main      ] Progress: 593/1001 forecasts completed (59.2%). FPXI finished in 0.7s. ETA: 1m 8s. Rate: 361.69 forecasts/min
[2025-11-27T20:27:35.602405] [DEBUG] [REMOTE    ] TARK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.603496] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 2 features, N/A% accuracy
[2025-11-27T20:27:35.603557] [INFO ] [LOCAL     ] TARK: Loaded 2 optimal features with 58.33% confidence from JSON config
[2025-11-27T20:27:35.603615] [DEBUG] [MAG       ] Building data for symbol: TARK with lookback: 0
[2025-11-27T20:27:35.604407] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:35.604485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:35.609269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:35.613607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.641599] [DEBUG] [MAG       ] WHG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.703888] [DEBUG] [MAG       ] NTAP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:35.705180] [INFO ] [LOCAL     ] WHG: Saved forecast.
[2025-11-27T20:27:35.705264] [INFO ] [main      ] WHG: Signal=1 (Conf=80.0%), Magnitude=0.22% (Conf=54.3793%)
[2025-11-27T20:27:35.705417] [INFO ] [main      ] Fetching symbol history for ONL...
[2025-11-27T20:27:35.705466] [DEBUG] [REMOTE    ] ONL: Fetching historical data.
[2025-11-27T20:27:35.705934] [INFO ] [main      ] Progress: 594/1001 forecasts completed (59.3%). WHG finished in 0.6s. ETA: 1m 7s. Rate: 361.88 forecasts/min
[2025-11-27T20:27:35.717051] [DEBUG] [REMOTE    ] ONL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.718077] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 8 features, N/A% accuracy
[2025-11-27T20:27:35.718142] [INFO ] [LOCAL     ] ONL: Loaded 8 optimal features with 56.95% confidence from JSON config
[2025-11-27T20:27:35.718198] [DEBUG] [MAG       ] Building data for symbol: ONL with lookback: 0
[2025-11-27T20:27:35.718975] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:35.719045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:35.723799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:35.725500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:35.725986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:35.726366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:35.727198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:35.728501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:35.730383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:35.734207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.788858] [DEBUG] [MAG       ] BOOM: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.830627] [INFO ] [LOCAL     ] NTAP: Saved forecast.
[2025-11-27T20:27:35.830785] [INFO ] [main      ] NTAP: Signal=1 (Conf=80.0%), Magnitude=-1.41% (Conf=65.8018%)
[2025-11-27T20:27:35.831202] [INFO ] [main      ] Progress: 595/1001 forecasts completed (59.4%). NTAP finished in 0.8s. ETA: 1m 7s. Rate: 362.03 forecasts/min
[2025-11-27T20:27:35.831386] [INFO ] [main      ] Fetching symbol history for HIMX...
[2025-11-27T20:27:35.831483] [DEBUG] [REMOTE    ] HIMX: Fetching historical data.
[2025-11-27T20:27:35.843145] [DEBUG] [REMOTE    ] HIMX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:35.844190] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 1 features, N/A% accuracy
[2025-11-27T20:27:35.844302] [INFO ] [LOCAL     ] HIMX: Loaded 1 optimal features with 58.43% confidence from JSON config
[2025-11-27T20:27:35.844413] [DEBUG] [MAG       ] Building data for symbol: HIMX with lookback: 0
[2025-11-27T20:27:35.845257] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:35.845383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:35.846098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:35.943731] [DEBUG] [MAG       ] TARK: Last date is validated at 2025-11-26
[2025-11-27T20:27:35.961977] [DEBUG] [MAG       ] BOOM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.035957] [INFO ] [LOCAL     ] BOOM: Saved forecast.
[2025-11-27T20:27:36.036053] [INFO ] [main      ] BOOM: Signal=1 (Conf=80.0%), Magnitude=-0.53% (Conf=58.5009%)
[2025-11-27T20:27:36.036240] [INFO ] [main      ] Fetching symbol history for AVGO...
[2025-11-27T20:27:36.036288] [DEBUG] [REMOTE    ] AVGO: Fetching historical data.
[2025-11-27T20:27:36.036957] [INFO ] [main      ] Progress: 596/1001 forecasts completed (59.5%). BOOM finished in 0.7s. ETA: 1m 7s. Rate: 361.89 forecasts/min
[2025-11-27T20:27:36.048898] [DEBUG] [REMOTE    ] AVGO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.049834] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 2 features, N/A% accuracy
[2025-11-27T20:27:36.050038] [INFO ] [LOCAL     ] AVGO: Loaded 2 optimal features with 51.45% confidence from JSON config
[2025-11-27T20:27:36.050136] [DEBUG] [MAG       ] Building data for symbol: AVGO with lookback: 0
[2025-11-27T20:27:36.051047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:36.051168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:36.052928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:36.053510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:36.065159] [DEBUG] [MAG       ] ONL: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.111625] [DEBUG] [MAG       ] TARK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.178330] [DEBUG] [MAG       ] HIMX: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.213368] [INFO ] [LOCAL     ] TARK: Saved forecast.
[2025-11-27T20:27:36.213457] [INFO ] [main      ] TARK: Signal=1 (Conf=80.0%), Magnitude=11.77% (Conf=58.3332%)
[2025-11-27T20:27:36.213671] [INFO ] [main      ] Fetching symbol history for ADSK...
[2025-11-27T20:27:36.213722] [DEBUG] [REMOTE    ] ADSK: Fetching historical data.
[2025-11-27T20:27:36.214962] [INFO ] [main      ] Progress: 597/1001 forecasts completed (59.6%). TARK finished in 0.6s. ETA: 1m 7s. Rate: 361.84 forecasts/min
[2025-11-27T20:27:36.224949] [DEBUG] [REMOTE    ] ADSK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.225997] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 8 features, N/A% accuracy
[2025-11-27T20:27:36.226058] [INFO ] [LOCAL     ] ADSK: Loaded 8 optimal features with 57.90% confidence from JSON config
[2025-11-27T20:27:36.226092] [DEBUG] [MAG       ] Building data for symbol: ADSK with lookback: 0
[2025-11-27T20:27:36.226929] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:36.226999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:36.230613] [DEBUG] [MAG       ] ONL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.231856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:36.233632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:36.234098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:36.234511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:36.235246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:36.237515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:36.240251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:36.241960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:36.295031] [INFO ] [LOCAL     ] ONL: Saved forecast.
[2025-11-27T20:27:36.295114] [INFO ] [main      ] ONL: Signal=1 (Conf=80.0%), Magnitude=1.20% (Conf=56.9528%)
[2025-11-27T20:27:36.295287] [INFO ] [main      ] Fetching symbol history for NSP...
[2025-11-27T20:27:36.295348] [DEBUG] [REMOTE    ] NSP: Fetching historical data.
[2025-11-27T20:27:36.295942] [INFO ] [main      ] Progress: 598/1001 forecasts completed (59.7%). ONL finished in 0.6s. ETA: 1m 7s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:36.306274] [DEBUG] [REMOTE    ] NSP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.307471] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 9 features, N/A% accuracy
[2025-11-27T20:27:36.307530] [INFO ] [LOCAL     ] NSP: Loaded 9 optimal features with 52.85% confidence from JSON config
[2025-11-27T20:27:36.307564] [DEBUG] [MAG       ] Building data for symbol: NSP with lookback: 0
[2025-11-27T20:27:36.308403] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:36.308475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:36.313144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:36.314902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:36.315371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:36.315774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:36.316477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:36.345107] [DEBUG] [MAG       ] HIMX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.353991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:36.354824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:36.355922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:36.361822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:36.394312] [DEBUG] [MAG       ] AVGO: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.414957] [INFO ] [LOCAL     ] HIMX: Saved forecast.
[2025-11-27T20:27:36.415042] [INFO ] [main      ] HIMX: Signal=1 (Conf=80.0%), Magnitude=1.54% (Conf=58.4323%)
[2025-11-27T20:27:36.415412] [INFO ] [main      ] Progress: 599/1001 forecasts completed (59.8%). HIMX finished in 0.6s. ETA: 1m 7s. Rate: 362.32 forecasts/min
[2025-11-27T20:27:36.415541] [INFO ] [main      ] Fetching symbol history for FHN...
[2025-11-27T20:27:36.415602] [DEBUG] [REMOTE    ] FHN: Fetching historical data.
[2025-11-27T20:27:36.427914] [DEBUG] [REMOTE    ] FHN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.429128] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 14 features, N/A% accuracy
[2025-11-27T20:27:36.429196] [INFO ] [LOCAL     ] FHN: Loaded 14 optimal features with 39.83% confidence from JSON config
[2025-11-27T20:27:36.429231] [DEBUG] [MAG       ] Building data for symbol: FHN with lookback: 0
[2025-11-27T20:27:36.430019] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-27T20:27:36.430094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:36.434888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:36.436661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:36.437140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:36.437514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:36.475766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:36.478548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:36.479665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:36.480514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:36.499092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:36.499751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:36.500952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:36.502746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:36.503906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:36.504704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:36.574010] [DEBUG] [MAG       ] AVGO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.585933] [DEBUG] [MAG       ] ADSK: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.689721] [DEBUG] [MAG       ] NSP: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.732447] [INFO ] [LOCAL     ] AVGO: Saved forecast.
[2025-11-27T20:27:36.732744] [INFO ] [main      ] AVGO: Signal=1 (Conf=80.0%), Magnitude=2.30% (Conf=51.4502%)
[2025-11-27T20:27:36.733331] [INFO ] [main      ] Fetching symbol history for API...
[2025-11-27T20:27:36.733475] [DEBUG] [REMOTE    ] API: Fetching historical data.
[2025-11-27T20:27:36.733783] [INFO ] [main      ] Progress: 600/1001 forecasts completed (59.9%). AVGO finished in 0.7s. ETA: 1m 7s. Rate: 361.76 forecasts/min
[2025-11-27T20:27:36.750115] [DEBUG] [REMOTE    ] API: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.751290] [DEBUG] [LOCAL     ] Loaded configuration for API: 4 features, N/A% accuracy
[2025-11-27T20:27:36.751356] [INFO ] [LOCAL     ] API: Loaded 4 optimal features with 58.61% confidence from JSON config
[2025-11-27T20:27:36.751393] [DEBUG] [MAG       ] Building data for symbol: API with lookback: 0
[2025-11-27T20:27:36.752205] [DEBUG] [MAG       ] ADSK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.752394] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:36.752469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:36.757552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:36.760231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:36.761265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:36.761942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:36.838447] [DEBUG] [MAG       ] FHN: Last date is validated at 2025-11-26
[2025-11-27T20:27:36.852816] [DEBUG] [MAG       ] NSP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:36.881999] [INFO ] [LOCAL     ] ADSK: Saved forecast.
[2025-11-27T20:27:36.882087] [INFO ] [main      ] ADSK: Signal=1 (Conf=80.0%), Magnitude=2.72% (Conf=57.9042%)
[2025-11-27T20:27:36.882539] [INFO ] [main      ] Fetching symbol history for PLAB...
[2025-11-27T20:27:36.882608] [DEBUG] [REMOTE    ] PLAB: Fetching historical data.
[2025-11-27T20:27:36.882736] [INFO ] [main      ] Progress: 601/1001 forecasts completed (60.0%). ADSK finished in 0.7s. ETA: 1m 6s. Rate: 361.82 forecasts/min
[2025-11-27T20:27:36.894269] [DEBUG] [REMOTE    ] PLAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.895262] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 0 features, N/A% accuracy
[2025-11-27T20:27:36.895328] [INFO ] [LOCAL     ] PLAB: Loaded 0 optimal features with 59.19% confidence from JSON config
[2025-11-27T20:27:36.895363] [DEBUG] [MAG       ] Building data for symbol: PLAB with lookback: 0
[2025-11-27T20:27:36.896197] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:27:36.962775] [INFO ] [LOCAL     ] NSP: Saved forecast.
[2025-11-27T20:27:36.962856] [INFO ] [main      ] NSP: Signal=1 (Conf=80.0%), Magnitude=2.43% (Conf=52.8518%)
[2025-11-27T20:27:36.963010] [INFO ] [main      ] Fetching symbol history for INCY...
[2025-11-27T20:27:36.963056] [DEBUG] [REMOTE    ] INCY: Fetching historical data.
[2025-11-27T20:27:36.964661] [INFO ] [main      ] Progress: 602/1001 forecasts completed (60.1%). NSP finished in 0.7s. ETA: 1m 6s. Rate: 362.13 forecasts/min
[2025-11-27T20:27:36.974344] [DEBUG] [REMOTE    ] INCY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:36.975243] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 7 features, N/A% accuracy
[2025-11-27T20:27:36.975300] [INFO ] [LOCAL     ] INCY: Loaded 7 optimal features with 54.26% confidence from JSON config
[2025-11-27T20:27:36.975335] [DEBUG] [MAG       ] Building data for symbol: INCY with lookback: 0
[2025-11-27T20:27:36.976091] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:36.976181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:36.978052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:36.978771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:37.017904] [DEBUG] [MAG       ] FHN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.025966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:37.099942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:37.103617] [DEBUG] [MAG       ] API: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.103760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:37.104863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:37.106829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.112089] [INFO ] [LOCAL     ] FHN: Saved forecast.
[2025-11-27T20:27:37.112255] [INFO ] [main      ] FHN: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=39.8297%)
[2025-11-27T20:27:37.112698] [INFO ] [main      ] Progress: 603/1001 forecasts completed (60.2%). FHN finished in 0.7s. ETA: 1m 6s. Rate: 362.19 forecasts/min
[2025-11-27T20:27:37.112885] [INFO ] [main      ] Fetching symbol history for M...
[2025-11-27T20:27:37.112983] [DEBUG] [REMOTE    ] M: Fetching historical data.
[2025-11-27T20:27:37.125987] [DEBUG] [REMOTE    ] M: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.127160] [DEBUG] [LOCAL     ] Loaded configuration for M: 2 features, N/A% accuracy
[2025-11-27T20:27:37.127282] [INFO ] [LOCAL     ] M: Loaded 2 optimal features with 57.10% confidence from JSON config
[2025-11-27T20:27:37.127373] [DEBUG] [MAG       ] Building data for symbol: M with lookback: 0
[2025-11-27T20:27:37.128229] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:37.128351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:37.130795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:37.133720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.233264] [DEBUG] [MAG       ] PLAB: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.284618] [DEBUG] [MAG       ] API: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.352981] [INFO ] [LOCAL     ] API: Saved forecast.
[2025-11-27T20:27:37.353069] [INFO ] [main      ] API: Signal=1 (Conf=80.0%), Magnitude=-6.26% (Conf=58.6055%)
[2025-11-27T20:27:37.353226] [INFO ] [main      ] Fetching symbol history for EAF...
[2025-11-27T20:27:37.353273] [DEBUG] [REMOTE    ] EAF: Fetching historical data.
[2025-11-27T20:27:37.354006] [INFO ] [main      ] Progress: 604/1001 forecasts completed (60.3%). API finished in 0.6s. ETA: 1m 6s. Rate: 361.92 forecasts/min
[2025-11-27T20:27:37.365217] [DEBUG] [REMOTE    ] EAF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.366303] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 5 features, N/A% accuracy
[2025-11-27T20:27:37.366370] [INFO ] [LOCAL     ] EAF: Loaded 5 optimal features with 49.83% confidence from JSON config
[2025-11-27T20:27:37.366414] [DEBUG] [MAG       ] Building data for symbol: EAF with lookback: 0
[2025-11-27T20:27:37.367227] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:37.367305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:37.369038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:37.369624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:37.370607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:37.372674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:37.374218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.404687] [DEBUG] [MAG       ] PLAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.438960] [DEBUG] [MAG       ] INCY: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.471886] [DEBUG] [MAG       ] M: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.483621] [INFO ] [LOCAL     ] PLAB: Saved forecast.
[2025-11-27T20:27:37.483712] [INFO ] [main      ] PLAB: Signal=1 (Conf=80.0%), Magnitude=3.65% (Conf=59.1853%)
[2025-11-27T20:27:37.483890] [INFO ] [main      ] Fetching symbol history for CELC...
[2025-11-27T20:27:37.483941] [DEBUG] [REMOTE    ] CELC: Fetching historical data.
[2025-11-27T20:27:37.484859] [INFO ] [main      ] Progress: 605/1001 forecasts completed (60.4%). PLAB finished in 0.6s. ETA: 1m 6s. Rate: 362.05 forecasts/min
[2025-11-27T20:27:37.496764] [DEBUG] [REMOTE    ] CELC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.497654] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 6 features, N/A% accuracy
[2025-11-27T20:27:37.497728] [INFO ] [LOCAL     ] CELC: Loaded 6 optimal features with 54.12% confidence from JSON config
[2025-11-27T20:27:37.497766] [DEBUG] [MAG       ] Building data for symbol: CELC with lookback: 0
[2025-11-27T20:27:37.498585] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:37.498656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:37.503446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:37.505251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:37.505750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:37.506205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:37.506622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:37.507884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.605962] [DEBUG] [MAG       ] INCY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.641777] [DEBUG] [MAG       ] M: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.699541] [INFO ] [LOCAL     ] INCY: Saved forecast.
[2025-11-27T20:27:37.699651] [INFO ] [main      ] INCY: Signal=1 (Conf=80.0%), Magnitude=-2.15% (Conf=54.2637%)
[2025-11-27T20:27:37.699809] [INFO ] [main      ] Fetching symbol history for OBIO...
[2025-11-27T20:27:37.699875] [DEBUG] [REMOTE    ] OBIO: Fetching historical data.
[2025-11-27T20:27:37.700079] [INFO ] [main      ] Progress: 606/1001 forecasts completed (60.5%). INCY finished in 0.7s. ETA: 1m 5s. Rate: 361.87 forecasts/min
[2025-11-27T20:27:37.710745] [DEBUG] [REMOTE    ] OBIO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.711654] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 9 features, N/A% accuracy
[2025-11-27T20:27:37.711713] [INFO ] [LOCAL     ] OBIO: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-11-27T20:27:37.711748] [DEBUG] [MAG       ] Building data for symbol: OBIO with lookback: 0
[2025-11-27T20:27:37.712497] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:37.712562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:37.714242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:37.714757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:37.715139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:37.715881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:37.716695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:37.717095] [INFO ] [LOCAL     ] M: Saved forecast.
[2025-11-27T20:27:37.717250] [INFO ] [main      ] M: Signal=1 (Conf=80.0%), Magnitude=0.89% (Conf=57.1024%)
[2025-11-27T20:27:37.717413] [INFO ] [main      ] Fetching symbol history for CRDF...
[2025-11-27T20:27:37.717799] [INFO ] [main      ] Progress: 607/1001 forecasts completed (60.6%). M finished in 0.6s. ETA: 1m 5s. Rate: 362.40 forecasts/min
[2025-11-27T20:27:37.717645] [DEBUG] [REMOTE    ] CRDF: Fetching historical data.
[2025-11-27T20:27:37.718308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:37.718935] [DEBUG] [MAG       ] EAF: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.719609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:37.721191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:37.723888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.729628] [DEBUG] [REMOTE    ] CRDF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.730424] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 5 features, N/A% accuracy
[2025-11-27T20:27:37.730556] [INFO ] [LOCAL     ] CRDF: Loaded 5 optimal features with 60.97% confidence from JSON config
[2025-11-27T20:27:37.730675] [DEBUG] [MAG       ] Building data for symbol: CRDF with lookback: 0
[2025-11-27T20:27:37.731455] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:37.731601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:37.736424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:37.738310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:37.738912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:37.739361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:37.740761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:37.855068] [DEBUG] [MAG       ] CELC: Last date is validated at 2025-11-26
[2025-11-27T20:27:37.892241] [DEBUG] [MAG       ] EAF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:37.984041] [INFO ] [LOCAL     ] EAF: Saved forecast.
[2025-11-27T20:27:37.984127] [INFO ] [main      ] EAF: Signal=1 (Conf=80.0%), Magnitude=1.68% (Conf=49.8336%)
[2025-11-27T20:27:37.984487] [INFO ] [main      ] Fetching symbol history for CEVA...
[2025-11-27T20:27:37.984540] [DEBUG] [REMOTE    ] CEVA: Fetching historical data.
[2025-11-27T20:27:37.984707] [INFO ] [main      ] Progress: 608/1001 forecasts completed (60.7%). EAF finished in 0.6s. ETA: 1m 5s. Rate: 362.04 forecasts/min
[2025-11-27T20:27:37.995880] [DEBUG] [REMOTE    ] CEVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:37.996879] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, N/A% accuracy
[2025-11-27T20:27:37.996940] [INFO ] [LOCAL     ] CEVA: Loaded 4 optimal features with 49.26% confidence from JSON config
[2025-11-27T20:27:37.996975] [DEBUG] [MAG       ] Building data for symbol: CEVA with lookback: 0
[2025-11-27T20:27:37.997794] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:37.997863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:38.002721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:38.005249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:38.006313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:38.010261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.021488] [DEBUG] [MAG       ] CELC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.053274] [DEBUG] [MAG       ] OBIO: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.072900] [DEBUG] [MAG       ] CRDF: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.144648] [INFO ] [LOCAL     ] CELC: Saved forecast.
[2025-11-27T20:27:38.144742] [INFO ] [main      ] CELC: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=54.1218%)
[2025-11-27T20:27:38.144915] [INFO ] [main      ] Fetching symbol history for IMRX...
[2025-11-27T20:27:38.145019] [DEBUG] [REMOTE    ] IMRX: Fetching historical data.
[2025-11-27T20:27:38.146652] [INFO ] [main      ] Progress: 609/1001 forecasts completed (60.8%). CELC finished in 0.7s. ETA: 1m 5s. Rate: 362.05 forecasts/min
[2025-11-27T20:27:38.157234] [DEBUG] [REMOTE    ] IMRX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.158443] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 2 features, N/A% accuracy
[2025-11-27T20:27:38.158510] [INFO ] [LOCAL     ] IMRX: Loaded 2 optimal features with 50.60% confidence from JSON config
[2025-11-27T20:27:38.158546] [DEBUG] [MAG       ] Building data for symbol: IMRX with lookback: 0
[2025-11-27T20:27:38.159426] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:38.159511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:38.162047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:38.216931] [DEBUG] [MAG       ] OBIO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.238734] [DEBUG] [MAG       ] CRDF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.276968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.282466] [INFO ] [LOCAL     ] OBIO: Saved forecast.
[2025-11-27T20:27:38.282566] [INFO ] [main      ] OBIO: Signal=1 (Conf=80.0%), Magnitude=-2.65% (Conf=46.8859%)
[2025-11-27T20:27:38.282761] [INFO ] [main      ] Fetching symbol history for RILYZ...
[2025-11-27T20:27:38.282811] [DEBUG] [REMOTE    ] RILYZ: Fetching historical data.
[2025-11-27T20:27:38.283941] [INFO ] [main      ] Progress: 610/1001 forecasts completed (60.9%). OBIO finished in 0.6s. ETA: 1m 5s. Rate: 362.15 forecasts/min
[2025-11-27T20:27:38.293530] [DEBUG] [REMOTE    ] RILYZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.294651] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, N/A% accuracy
[2025-11-27T20:27:38.294712] [INFO ] [LOCAL     ] RILYZ: Loaded 2 optimal features with 55.73% confidence from JSON config
[2025-11-27T20:27:38.294750] [DEBUG] [MAG       ] Building data for symbol: RILYZ with lookback: 0
[2025-11-27T20:27:38.295495] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:38.295561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:38.296290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:38.298737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.302435] [INFO ] [LOCAL     ] CRDF: Saved forecast.
[2025-11-27T20:27:38.302604] [INFO ] [main      ] CRDF: Signal=1 (Conf=80.0%), Magnitude=10.80% (Conf=60.9673%)
[2025-11-27T20:27:38.302991] [INFO ] [main      ] Progress: 611/1001 forecasts completed (61.0%). CRDF finished in 0.6s. ETA: 1m 5s. Rate: 362.68 forecasts/min
[2025-11-27T20:27:38.303159] [INFO ] [main      ] Fetching symbol history for DSGN...
[2025-11-27T20:27:38.303254] [DEBUG] [REMOTE    ] DSGN: Fetching historical data.
[2025-11-27T20:27:38.314219] [DEBUG] [REMOTE    ] DSGN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.315277] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 6 features, N/A% accuracy
[2025-11-27T20:27:38.315389] [INFO ] [LOCAL     ] DSGN: Loaded 6 optimal features with 51.57% confidence from JSON config
[2025-11-27T20:27:38.315479] [DEBUG] [MAG       ] Building data for symbol: DSGN with lookback: 0
[2025-11-27T20:27:38.316298] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:38.316434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:38.318210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:38.318817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:38.319322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:38.320627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:38.322702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:38.323751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.360288] [DEBUG] [MAG       ] CEVA: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.528628] [DEBUG] [MAG       ] CEVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.622442] [INFO ] [LOCAL     ] CEVA: Saved forecast.
[2025-11-27T20:27:38.622544] [INFO ] [main      ] CEVA: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=49.259%)
[2025-11-27T20:27:38.622949] [INFO ] [main      ] Fetching symbol history for NRP...
[2025-11-27T20:27:38.623006] [DEBUG] [REMOTE    ] NRP: Fetching historical data.
[2025-11-27T20:27:38.624502] [DEBUG] [MAG       ] IMRX: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.624681] [INFO ] [main      ] Progress: 612/1001 forecasts completed (61.1%). CEVA finished in 0.6s. ETA: 1m 4s. Rate: 362.12 forecasts/min
[2025-11-27T20:27:38.627286] [DEBUG] [MAG       ] RILYZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.634504] [DEBUG] [REMOTE    ] NRP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.635548] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 6 features, N/A% accuracy
[2025-11-27T20:27:38.635642] [INFO ] [LOCAL     ] NRP: Loaded 6 optimal features with 60.67% confidence from JSON config
[2025-11-27T20:27:38.635684] [DEBUG] [MAG       ] Building data for symbol: NRP with lookback: 0
[2025-11-27T20:27:38.636540] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:38.636635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:38.642086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:38.644114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:38.644645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:38.645103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:38.646909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:38.648343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.657962] [DEBUG] [MAG       ] DSGN: Last date is validated at 2025-11-26
[2025-11-27T20:27:38.823617] [DEBUG] [MAG       ] IMRX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.823892] [DEBUG] [MAG       ] RILYZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.825686] [DEBUG] [MAG       ] DSGN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:38.888331] [INFO ] [LOCAL     ] IMRX: Saved forecast.
[2025-11-27T20:27:38.888417] [INFO ] [main      ] IMRX: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=50.597%)
[2025-11-27T20:27:38.888838] [INFO ] [main      ] Fetching symbol history for RYN...
[2025-11-27T20:27:38.888897] [DEBUG] [REMOTE    ] RYN: Fetching historical data.
[2025-11-27T20:27:38.888868] [INFO ] [main      ] Progress: 613/1001 forecasts completed (61.2%). IMRX finished in 0.7s. ETA: 1m 4s. Rate: 361.77 forecasts/min
[2025-11-27T20:27:38.891262] [INFO ] [LOCAL     ] RILYZ: Saved forecast.
[2025-11-27T20:27:38.891329] [INFO ] [main      ] RILYZ: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=55.7271%)
[2025-11-27T20:27:38.891732] [INFO ] [main      ] Fetching symbol history for XEL...
[2025-11-27T20:27:38.891791] [DEBUG] [REMOTE    ] XEL: Fetching historical data.
[2025-11-27T20:27:38.892313] [INFO ] [main      ] Progress: 614/1001 forecasts completed (61.3%). RILYZ finished in 0.6s. ETA: 1m 4s. Rate: 362.34 forecasts/min
[2025-11-27T20:27:38.896275] [INFO ] [LOCAL     ] DSGN: Saved forecast.
[2025-11-27T20:27:38.896451] [INFO ] [main      ] DSGN: Signal=1 (Conf=80.0%), Magnitude=-4.51% (Conf=51.5702%)
[2025-11-27T20:27:38.896821] [INFO ] [main      ] Fetching symbol history for ASLE...
[2025-11-27T20:27:38.896993] [DEBUG] [REMOTE    ] ASLE: Fetching historical data.
[2025-11-27T20:27:38.897078] [INFO ] [main      ] Progress: 615/1001 forecasts completed (61.4%). DSGN finished in 0.6s. ETA: 1m 4s. Rate: 362.92 forecasts/min
[2025-11-27T20:27:38.900474] [DEBUG] [REMOTE    ] RYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.901414] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, N/A% accuracy
[2025-11-27T20:27:38.901479] [INFO ] [LOCAL     ] RYN: Loaded 3 optimal features with 52.33% confidence from JSON config
[2025-11-27T20:27:38.901528] [DEBUG] [MAG       ] Building data for symbol: RYN with lookback: 0
[2025-11-27T20:27:38.902363] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:38.902444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:38.905036] [DEBUG] [REMOTE    ] XEL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.905784] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, N/A% accuracy
[2025-11-27T20:27:38.905843] [INFO ] [LOCAL     ] XEL: Loaded 4 optimal features with 53.62% confidence from JSON config
[2025-11-27T20:27:38.905877] [DEBUG] [MAG       ] Building data for symbol: XEL with lookback: 0
[2025-11-27T20:27:38.906622] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:38.906688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:38.907352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:38.908385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:38.908929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:38.908852] [DEBUG] [REMOTE    ] ASLE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:38.909323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:38.909154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:27:38.909792] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, N/A% accuracy
[2025-11-27T20:27:38.909908] [INFO ] [LOCAL     ] ASLE: Loaded 2 optimal features with 50.70% confidence from JSON config
[2025-11-27T20:27:38.909999] [DEBUG] [MAG       ] Building data for symbol: ASLE with lookback: 0
[2025-11-27T20:27:38.910195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.910888] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:38.911004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:38.913250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.913449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:38.928095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:38.996688] [DEBUG] [MAG       ] NRP: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.168985] [DEBUG] [MAG       ] NRP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:39.241827] [DEBUG] [MAG       ] XEL: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.245119] [DEBUG] [MAG       ] RYN: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.259914] [DEBUG] [MAG       ] ASLE: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.280633] [INFO ] [LOCAL     ] NRP: Saved forecast.
[2025-11-27T20:27:39.280724] [INFO ] [main      ] NRP: Signal=1 (Conf=80.0%), Magnitude=0.24% (Conf=60.6707%)
[2025-11-27T20:27:39.281078] [INFO ] [main      ] Fetching symbol history for SKM...
[2025-11-27T20:27:39.281130] [DEBUG] [REMOTE    ] SKM: Fetching historical data.
[2025-11-27T20:27:39.281690] [INFO ] [main      ] Progress: 616/1001 forecasts completed (61.5%). NRP finished in 0.7s. ETA: 1m 4s. Rate: 362.14 forecasts/min
[2025-11-27T20:27:39.293807] [DEBUG] [REMOTE    ] SKM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:39.294796] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 3 features, N/A% accuracy
[2025-11-27T20:27:39.294898] [INFO ] [LOCAL     ] SKM: Loaded 3 optimal features with 56.35% confidence from JSON config
[2025-11-27T20:27:39.294936] [DEBUG] [MAG       ] Building data for symbol: SKM with lookback: 0
[2025-11-27T20:27:39.296141] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:39.296256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:39.297234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:39.299385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:39.300936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:39.406374] [DEBUG] [MAG       ] XEL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:39.414132] [DEBUG] [MAG       ] RYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:39.441960] [DEBUG] [MAG       ] ASLE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:39.483888] [INFO ] [LOCAL     ] RYN: Saved forecast.
[2025-11-27T20:27:39.483972] [INFO ] [main      ] RYN: Signal=1 (Conf=80.0%), Magnitude=1.02% (Conf=52.3309%)
[2025-11-27T20:27:39.484132] [INFO ] [main      ] Fetching symbol history for PETS...
[2025-11-27T20:27:39.484178] [DEBUG] [REMOTE    ] PETS: Fetching historical data.
[2025-11-27T20:27:39.485114] [INFO ] [main      ] Progress: 617/1001 forecasts completed (61.6%). RYN finished in 0.6s. ETA: 1m 4s. Rate: 362.00 forecasts/min
[2025-11-27T20:27:39.488434] [INFO ] [LOCAL     ] XEL: Saved forecast.
[2025-11-27T20:27:39.488508] [INFO ] [main      ] XEL: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=53.6197%)
[2025-11-27T20:27:39.488686] [INFO ] [main      ] Fetching symbol history for CVRX...
[2025-11-27T20:27:39.488738] [DEBUG] [REMOTE    ] CVRX: Fetching historical data.
[2025-11-27T20:27:39.489913] [INFO ] [main      ] Progress: 618/1001 forecasts completed (61.7%). XEL finished in 0.6s. ETA: 1m 3s. Rate: 362.57 forecasts/min
[2025-11-27T20:27:39.496169] [DEBUG] [REMOTE    ] PETS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:39.497011] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 0 features, N/A% accuracy
[2025-11-27T20:27:39.497070] [INFO ] [LOCAL     ] PETS: Loaded 0 optimal features with 45.15% confidence from JSON config
[2025-11-27T20:27:39.497122] [DEBUG] [MAG       ] Building data for symbol: PETS with lookback: 0
[2025-11-27T20:27:39.497953] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:27:39.499529] [DEBUG] [REMOTE    ] CVRX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:39.500198] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 9 features, N/A% accuracy
[2025-11-27T20:27:39.500254] [INFO ] [LOCAL     ] CVRX: Loaded 9 optimal features with 52.01% confidence from JSON config
[2025-11-27T20:27:39.500293] [DEBUG] [MAG       ] Building data for symbol: CVRX with lookback: 0
[2025-11-27T20:27:39.501044] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:39.501116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:39.505820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:39.507826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:39.509378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:39.511065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:39.511325] [INFO ] [LOCAL     ] ASLE: Saved forecast.
[2025-11-27T20:27:39.511508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:39.511493] [INFO ] [main      ] ASLE: Signal=1 (Conf=80.0%), Magnitude=-5.75% (Conf=50.7013%)
[2025-11-27T20:27:39.511927] [INFO ] [main      ] Progress: 619/1001 forecasts completed (61.8%). ASLE finished in 0.6s. ETA: 1m 3s. Rate: 363.08 forecasts/min
[2025-11-27T20:27:39.512104] [INFO ] [main      ] Fetching symbol history for ASPN...
[2025-11-27T20:27:39.512207] [DEBUG] [REMOTE    ] ASPN: Fetching historical data.
[2025-11-27T20:27:39.512487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:39.514055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:39.516278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:39.517041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:39.523790] [DEBUG] [REMOTE    ] ASPN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:39.524817] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 10 features, N/A% accuracy
[2025-11-27T20:27:39.524878] [INFO ] [LOCAL     ] ASPN: Loaded 10 optimal features with 55.95% confidence from JSON config
[2025-11-27T20:27:39.524912] [DEBUG] [MAG       ] Building data for symbol: ASPN with lookback: 0
[2025-11-27T20:27:39.525675] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:39.525745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:39.530494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:39.532253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:39.532750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:39.533179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:39.533563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:39.534321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:39.535128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:39.537472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:39.538208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:39.539726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:39.647334] [DEBUG] [MAG       ] SKM: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.814650] [DEBUG] [MAG       ] SKM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:39.825970] [DEBUG] [MAG       ] PETS: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.853073] [DEBUG] [MAG       ] CVRX: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.868333] [DEBUG] [MAG       ] ASPN: Last date is validated at 2025-11-26
[2025-11-27T20:27:39.879369] [INFO ] [LOCAL     ] SKM: Saved forecast.
[2025-11-27T20:27:39.879457] [INFO ] [main      ] SKM: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=56.3521%)
[2025-11-27T20:27:39.879631] [INFO ] [main      ] Fetching symbol history for BHVN...
[2025-11-27T20:27:39.879698] [DEBUG] [REMOTE    ] BHVN: Fetching historical data.
[2025-11-27T20:27:39.880040] [INFO ] [main      ] Progress: 620/1001 forecasts completed (61.9%). SKM finished in 0.6s. ETA: 1m 3s. Rate: 362.37 forecasts/min
[2025-11-27T20:27:39.890968] [DEBUG] [REMOTE    ] BHVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:39.891965] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 5 features, N/A% accuracy
[2025-11-27T20:27:39.892025] [INFO ] [LOCAL     ] BHVN: Loaded 5 optimal features with 56.14% confidence from JSON config
[2025-11-27T20:27:39.892060] [DEBUG] [MAG       ] Building data for symbol: BHVN with lookback: 0
[2025-11-27T20:27:39.892840] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:39.892904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:39.897724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:39.898629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:39.899488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:39.901927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:39.903498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:39.990724] [DEBUG] [MAG       ] PETS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.023686] [DEBUG] [MAG       ] CVRX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.034430] [DEBUG] [MAG       ] ASPN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.045397] [INFO ] [LOCAL     ] PETS: Saved forecast.
[2025-11-27T20:27:40.045478] [INFO ] [main      ] PETS: Signal=1 (Conf=80.0%), Magnitude=3.03% (Conf=45.1524%)
[2025-11-27T20:27:40.045656] [INFO ] [main      ] Fetching symbol history for ALC...
[2025-11-27T20:27:40.045722] [DEBUG] [REMOTE    ] ALC: Fetching historical data.
[2025-11-27T20:27:40.046875] [INFO ] [main      ] Progress: 621/1001 forecasts completed (62.0%). PETS finished in 0.6s. ETA: 1m 3s. Rate: 362.36 forecasts/min
[2025-11-27T20:27:40.057331] [DEBUG] [REMOTE    ] ALC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.058297] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 6 features, N/A% accuracy
[2025-11-27T20:27:40.058356] [INFO ] [LOCAL     ] ALC: Loaded 6 optimal features with 42.46% confidence from JSON config
[2025-11-27T20:27:40.058391] [DEBUG] [MAG       ] Building data for symbol: ALC with lookback: 0
[2025-11-27T20:27:40.059158] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:40.059227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:40.064144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:40.066259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:40.066795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:40.067182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:40.068065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:40.110819] [INFO ] [LOCAL     ] CVRX: Saved forecast.
[2025-11-27T20:27:40.110904] [INFO ] [main      ] CVRX: Signal=1 (Conf=80.0%), Magnitude=-6.18% (Conf=52.009%)
[2025-11-27T20:27:40.111241] [INFO ] [main      ] Progress: 622/1001 forecasts completed (62.1%). CVRX finished in 0.6s. ETA: 1m 3s. Rate: 362.72 forecasts/min
[2025-11-27T20:27:40.111360] [INFO ] [main      ] Fetching symbol history for SOJE...
[2025-11-27T20:27:40.111403] [DEBUG] [REMOTE    ] SOJE: Fetching historical data.
[2025-11-27T20:27:40.119331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.122646] [DEBUG] [REMOTE    ] SOJE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.123568] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 4 features, N/A% accuracy
[2025-11-27T20:27:40.123649] [INFO ] [LOCAL     ] SOJE: Loaded 4 optimal features with 46.78% confidence from JSON config
[2025-11-27T20:27:40.123684] [DEBUG] [MAG       ] Building data for symbol: SOJE with lookback: 0
[2025-11-27T20:27:40.123827] [INFO ] [LOCAL     ] ASPN: Saved forecast.
[2025-11-27T20:27:40.123893] [INFO ] [main      ] ASPN: Signal=1 (Conf=80.0%), Magnitude=-1.37% (Conf=55.9453%)
[2025-11-27T20:27:40.124217] [INFO ] [main      ] Fetching symbol history for CCI...
[2025-11-27T20:27:40.124268] [DEBUG] [REMOTE    ] CCI: Fetching historical data.
[2025-11-27T20:27:40.124449] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:40.124519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:40.125141] [INFO ] [main      ] Progress: 623/1001 forecasts completed (62.2%). ASPN finished in 0.6s. ETA: 1m 2s. Rate: 363.25 forecasts/min
[2025-11-27T20:27:40.129390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:40.132093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:40.134055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:40.134839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.136144] [DEBUG] [REMOTE    ] CCI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.137113] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 6 features, N/A% accuracy
[2025-11-27T20:27:40.137174] [INFO ] [LOCAL     ] CCI: Loaded 6 optimal features with 43.73% confidence from JSON config
[2025-11-27T20:27:40.137209] [DEBUG] [MAG       ] Building data for symbol: CCI with lookback: 0
[2025-11-27T20:27:40.138022] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:40.138093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:40.142957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:40.144817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:40.145301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:40.145696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:40.193111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:40.193866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.240728] [DEBUG] [MAG       ] BHVN: Last date is validated at 2025-11-26
[2025-11-27T20:27:40.407714] [DEBUG] [MAG       ] BHVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.448942] [DEBUG] [MAG       ] ALC: Last date is validated at 2025-11-26
[2025-11-27T20:27:40.468182] [DEBUG] [MAG       ] SOJE: Last date is validated at 2025-11-26
[2025-11-27T20:27:40.501155] [INFO ] [LOCAL     ] BHVN: Saved forecast.
[2025-11-27T20:27:40.501247] [INFO ] [main      ] BHVN: Signal=1 (Conf=80.0%), Magnitude=1.49% (Conf=56.1358%)
[2025-11-27T20:27:40.501643] [INFO ] [main      ] Fetching symbol history for UHG...
[2025-11-27T20:27:40.501703] [DEBUG] [REMOTE    ] UHG: Fetching historical data.
[2025-11-27T20:27:40.501653] [INFO ] [main      ] Progress: 624/1001 forecasts completed (62.3%). BHVN finished in 0.6s. ETA: 1m 2s. Rate: 362.51 forecasts/min
[2025-11-27T20:27:40.513297] [DEBUG] [REMOTE    ] UHG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.514398] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, N/A% accuracy
[2025-11-27T20:27:40.514467] [INFO ] [LOCAL     ] UHG: Loaded 2 optimal features with 52.68% confidence from JSON config
[2025-11-27T20:27:40.514502] [DEBUG] [MAG       ] Building data for symbol: UHG with lookback: 0
[2025-11-27T20:27:40.515643] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:40.515728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:40.516623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:40.517928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.522826] [DEBUG] [MAG       ] CCI: Last date is validated at 2025-11-26
[2025-11-27T20:27:40.618065] [DEBUG] [MAG       ] ALC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.636411] [DEBUG] [MAG       ] SOJE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.689646] [DEBUG] [MAG       ] CCI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:40.699705] [INFO ] [LOCAL     ] SOJE: Saved forecast.
[2025-11-27T20:27:40.699791] [INFO ] [main      ] SOJE: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=46.7795%)
[2025-11-27T20:27:40.699953] [INFO ] [main      ] Fetching symbol history for WEN...
[2025-11-27T20:27:40.700029] [DEBUG] [REMOTE    ] WEN: Fetching historical data.
[2025-11-27T20:27:40.701652] [INFO ] [main      ] Progress: 625/1001 forecasts completed (62.4%). SOJE finished in 0.6s. ETA: 1m 2s. Rate: 362.39 forecasts/min
[2025-11-27T20:27:40.711981] [DEBUG] [REMOTE    ] WEN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.712839] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 4 features, N/A% accuracy
[2025-11-27T20:27:40.713003] [INFO ] [LOCAL     ] WEN: Loaded 4 optimal features with 55.24% confidence from JSON config
[2025-11-27T20:27:40.713096] [DEBUG] [MAG       ] Building data for symbol: WEN with lookback: 0
[2025-11-27T20:27:40.713686] [INFO ] [LOCAL     ] ALC: Saved forecast.
[2025-11-27T20:27:40.713759] [INFO ] [main      ] ALC: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=42.4617%)
[2025-11-27T20:27:40.713932] [INFO ] [main      ] Fetching symbol history for FBP...
[2025-11-27T20:27:40.713979] [DEBUG] [REMOTE    ] FBP: Fetching historical data.
[2025-11-27T20:27:40.713923] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:40.714085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:40.714978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:40.715200] [INFO ] [main      ] Progress: 626/1001 forecasts completed (62.5%). ALC finished in 0.7s. ETA: 1m 2s. Rate: 362.92 forecasts/min
[2025-11-27T20:27:40.716658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:40.717839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:40.719399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.725529] [DEBUG] [REMOTE    ] FBP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.726332] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 6 features, N/A% accuracy
[2025-11-27T20:27:40.726390] [INFO ] [LOCAL     ] FBP: Loaded 6 optimal features with 57.39% confidence from JSON config
[2025-11-27T20:27:40.726425] [DEBUG] [MAG       ] Building data for symbol: FBP with lookback: 0
[2025-11-27T20:27:40.727242] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:40.727311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:40.732070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:40.733852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:40.734326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:40.734787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:40.784181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:40.785606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:40.787293] [INFO ] [LOCAL     ] CCI: Saved forecast.
[2025-11-27T20:27:40.787423] [INFO ] [main      ] CCI: Signal=1 (Conf=80.0%), Magnitude=-0.53% (Conf=43.7327%)
[2025-11-27T20:27:40.787829] [INFO ] [main      ] Progress: 627/1001 forecasts completed (62.6%). CCI finished in 0.7s. ETA: 1m 2s. Rate: 363.24 forecasts/min
[2025-11-27T20:27:40.788000] [INFO ] [main      ] Fetching symbol history for CG...
[2025-11-27T20:27:40.788094] [DEBUG] [REMOTE    ] CG: Fetching historical data.
[2025-11-27T20:27:40.799033] [DEBUG] [REMOTE    ] CG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:40.800046] [DEBUG] [LOCAL     ] Loaded configuration for CG: 4 features, N/A% accuracy
[2025-11-27T20:27:40.800159] [INFO ] [LOCAL     ] CG: Loaded 4 optimal features with 44.44% confidence from JSON config
[2025-11-27T20:27:40.800248] [DEBUG] [MAG       ] Building data for symbol: CG with lookback: 0
[2025-11-27T20:27:40.801102] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:40.801223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:40.839409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:40.840472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:40.855019] [DEBUG] [MAG       ] UHG: Last date is validated at 2025-11-26
[2025-11-27T20:27:40.858004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:40.860828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.023940] [DEBUG] [MAG       ] UHG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.052714] [DEBUG] [MAG       ] WEN: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.087771] [INFO ] [LOCAL     ] UHG: Saved forecast.
[2025-11-27T20:27:41.087864] [INFO ] [main      ] UHG: Signal=1 (Conf=80.0%), Magnitude=2.05% (Conf=52.6831%)
[2025-11-27T20:27:41.088029] [INFO ] [main      ] Fetching symbol history for ESAB...
[2025-11-27T20:27:41.088075] [DEBUG] [REMOTE    ] ESAB: Fetching historical data.
[2025-11-27T20:27:41.088997] [INFO ] [main      ] Progress: 628/1001 forecasts completed (62.7%). UHG finished in 0.6s. ETA: 1m 2s. Rate: 362.77 forecasts/min
[2025-11-27T20:27:41.100484] [DEBUG] [REMOTE    ] ESAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.101505] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 7 features, N/A% accuracy
[2025-11-27T20:27:41.101566] [INFO ] [LOCAL     ] ESAB: Loaded 7 optimal features with 36.72% confidence from JSON config
[2025-11-27T20:27:41.101630] [DEBUG] [MAG       ] Building data for symbol: ESAB with lookback: 0
[2025-11-27T20:27:41.102410] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:41.102480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:41.104189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:41.104729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:41.105168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:41.105553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:41.107373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:41.111490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:41.112475] [DEBUG] [MAG       ] FBP: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.113073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.188951] [DEBUG] [MAG       ] CG: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.220209] [DEBUG] [MAG       ] WEN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.279097] [DEBUG] [MAG       ] FBP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.285234] [INFO ] [LOCAL     ] WEN: Saved forecast.
[2025-11-27T20:27:41.285333] [INFO ] [main      ] WEN: Signal=1 (Conf=80.0%), Magnitude=-2.63% (Conf=55.2417%)
[2025-11-27T20:27:41.285834] [INFO ] [main      ] Fetching symbol history for OPTX...
[2025-11-27T20:27:41.285899] [DEBUG] [REMOTE    ] OPTX: Fetching historical data.
[2025-11-27T20:27:41.286658] [INFO ] [main      ] Progress: 629/1001 forecasts completed (62.8%). WEN finished in 0.6s. ETA: 1m 2s. Rate: 362.66 forecasts/min
[2025-11-27T20:27:41.297072] [DEBUG] [REMOTE    ] OPTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.298175] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 3 features, N/A% accuracy
[2025-11-27T20:27:41.298240] [INFO ] [LOCAL     ] OPTX: Loaded 3 optimal features with 62.98% confidence from JSON config
[2025-11-27T20:27:41.298274] [DEBUG] [MAG       ] Building data for symbol: OPTX with lookback: 0
[2025-11-27T20:27:41.299074] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:41.299142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:41.301448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:41.302443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:41.305050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.352201] [INFO ] [LOCAL     ] FBP: Saved forecast.
[2025-11-27T20:27:41.352291] [INFO ] [main      ] FBP: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=57.3942%)
[2025-11-27T20:27:41.352455] [INFO ] [main      ] Fetching symbol history for NBHC...
[2025-11-27T20:27:41.352528] [DEBUG] [REMOTE    ] NBHC: Fetching historical data.
[2025-11-27T20:27:41.354136] [DEBUG] [MAG       ] CG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.355647] [INFO ] [main      ] Progress: 630/1001 forecasts completed (62.9%). FBP finished in 0.6s. ETA: 1m 1s. Rate: 362.99 forecasts/min
[2025-11-27T20:27:41.363776] [DEBUG] [REMOTE    ] NBHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.364725] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 0 features, N/A% accuracy
[2025-11-27T20:27:41.364788] [INFO ] [LOCAL     ] NBHC: Loaded 0 optimal features with 54.14% confidence from JSON config
[2025-11-27T20:27:41.364823] [DEBUG] [MAG       ] Building data for symbol: NBHC with lookback: 0
[2025-11-27T20:27:41.365629] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:27:41.448445] [DEBUG] [MAG       ] ESAB: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.451007] [INFO ] [LOCAL     ] CG: Saved forecast.
[2025-11-27T20:27:41.451154] [INFO ] [main      ] CG: Signal=1 (Conf=80.0%), Magnitude=6.82% (Conf=44.4363%)
[2025-11-27T20:27:41.451582] [INFO ] [main      ] Fetching symbol history for IQI...
[2025-11-27T20:27:41.451654] [INFO ] [main      ] Progress: 631/1001 forecasts completed (63.0%). CG finished in 0.7s. ETA: 1m 1s. Rate: 363.23 forecasts/min
[2025-11-27T20:27:41.451689] [DEBUG] [REMOTE    ] IQI: Fetching historical data.
[2025-11-27T20:27:41.462432] [DEBUG] [REMOTE    ] IQI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.463487] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 8 features, N/A% accuracy
[2025-11-27T20:27:41.463618] [INFO ] [LOCAL     ] IQI: Loaded 8 optimal features with 41.13% confidence from JSON config
[2025-11-27T20:27:41.463710] [DEBUG] [MAG       ] Building data for symbol: IQI with lookback: 0
[2025-11-27T20:27:41.464529] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:41.464665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:41.465594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:41.468059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:41.469379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:41.543217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:41.543979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:41.545802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:41.548445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:41.550075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.637754] [DEBUG] [MAG       ] ESAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.637840] [DEBUG] [MAG       ] OPTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.731652] [DEBUG] [MAG       ] NBHC: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.753908] [INFO ] [LOCAL     ] ESAB: Saved forecast.
[2025-11-27T20:27:41.753997] [INFO ] [main      ] ESAB: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=36.7208%)
[2025-11-27T20:27:41.754334] [INFO ] [main      ] Fetching symbol history for AJG...
[2025-11-27T20:27:41.754387] [DEBUG] [REMOTE    ] AJG: Fetching historical data.
[2025-11-27T20:27:41.755338] [INFO ] [main      ] Progress: 632/1001 forecasts completed (63.1%). ESAB finished in 0.7s. ETA: 1m 1s. Rate: 362.75 forecasts/min
[2025-11-27T20:27:41.767195] [DEBUG] [REMOTE    ] AJG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.768183] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 4 features, N/A% accuracy
[2025-11-27T20:27:41.768242] [INFO ] [LOCAL     ] AJG: Loaded 4 optimal features with 52.10% confidence from JSON config
[2025-11-27T20:27:41.768286] [DEBUG] [MAG       ] Building data for symbol: AJG with lookback: 0
[2025-11-27T20:27:41.769074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:41.769142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:41.771036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:41.771543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:41.772140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:41.810092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.830251] [DEBUG] [MAG       ] OPTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.884448] [DEBUG] [MAG       ] IQI: Last date is validated at 2025-11-26
[2025-11-27T20:27:41.891005] [INFO ] [LOCAL     ] OPTX: Saved forecast.
[2025-11-27T20:27:41.891090] [INFO ] [main      ] OPTX: Signal=1 (Conf=80.0%), Magnitude=11.24% (Conf=62.9776%)
[2025-11-27T20:27:41.891244] [INFO ] [main      ] Fetching symbol history for NC...
[2025-11-27T20:27:41.891307] [DEBUG] [REMOTE    ] NC: Fetching historical data.
[2025-11-27T20:27:41.891852] [INFO ] [main      ] Progress: 633/1001 forecasts completed (63.2%). OPTX finished in 0.6s. ETA: 1m 1s. Rate: 362.85 forecasts/min
[2025-11-27T20:27:41.897466] [DEBUG] [MAG       ] NBHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:41.904023] [DEBUG] [REMOTE    ] NC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.905047] [DEBUG] [LOCAL     ] Loaded configuration for NC: 8 features, N/A% accuracy
[2025-11-27T20:27:41.905108] [INFO ] [LOCAL     ] NC: Loaded 8 optimal features with 57.52% confidence from JSON config
[2025-11-27T20:27:41.905143] [DEBUG] [MAG       ] Building data for symbol: NC with lookback: 0
[2025-11-27T20:27:41.905956] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:41.906028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:41.910807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:41.912601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:41.913072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:41.913446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:41.914171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:41.915733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:41.917721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:41.921925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:41.975686] [INFO ] [LOCAL     ] NBHC: Saved forecast.
[2025-11-27T20:27:41.975773] [INFO ] [main      ] NBHC: Signal=1 (Conf=80.0%), Magnitude=1.82% (Conf=54.1425%)
[2025-11-27T20:27:41.975936] [INFO ] [main      ] Fetching symbol history for ALKS...
[2025-11-27T20:27:41.975981] [DEBUG] [REMOTE    ] ALKS: Fetching historical data.
[2025-11-27T20:27:41.977735] [INFO ] [main      ] Progress: 634/1001 forecasts completed (63.3%). NBHC finished in 0.6s. ETA: 1m 1s. Rate: 363.13 forecasts/min
[2025-11-27T20:27:41.987120] [DEBUG] [REMOTE    ] ALKS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:41.988120] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, N/A% accuracy
[2025-11-27T20:27:41.988199] [INFO ] [LOCAL     ] ALKS: Loaded 1 optimal features with 42.08% confidence from JSON config
[2025-11-27T20:27:41.988236] [DEBUG] [MAG       ] Building data for symbol: ALKS with lookback: 0
[2025-11-27T20:27:41.989043] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:41.989112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:41.989782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.076675] [DEBUG] [MAG       ] IQI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.151671] [INFO ] [LOCAL     ] IQI: Saved forecast.
[2025-11-27T20:27:42.151884] [INFO ] [main      ] IQI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=41.1333%)
[2025-11-27T20:27:42.152388] [INFO ] [main      ] Fetching symbol history for ESCA...
[2025-11-27T20:27:42.152523] [DEBUG] [REMOTE    ] ESCA: Fetching historical data.
[2025-11-27T20:27:42.152668] [INFO ] [main      ] Progress: 635/1001 forecasts completed (63.4%). IQI finished in 0.7s. ETA: 1m 0s. Rate: 363.09 forecasts/min
[2025-11-27T20:27:42.153181] [DEBUG] [MAG       ] AJG: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.166188] [DEBUG] [REMOTE    ] ESCA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:42.167454] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 7 features, N/A% accuracy
[2025-11-27T20:27:42.167609] [INFO ] [LOCAL     ] ESCA: Loaded 7 optimal features with 59.21% confidence from JSON config
[2025-11-27T20:27:42.167741] [DEBUG] [MAG       ] Building data for symbol: ESCA with lookback: 0
[2025-11-27T20:27:42.168788] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:42.168935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:42.170479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:42.172481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:42.173623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:42.175544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:42.176209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:42.177466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:42.179667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.264966] [DEBUG] [MAG       ] NC: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.321966] [DEBUG] [MAG       ] AJG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.327225] [DEBUG] [MAG       ] ALKS: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.429336] [DEBUG] [MAG       ] NC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.453301] [INFO ] [LOCAL     ] AJG: Saved forecast.
[2025-11-27T20:27:42.453400] [INFO ] [main      ] AJG: Signal=1 (Conf=80.0%), Magnitude=0.34% (Conf=52.103%)
[2025-11-27T20:27:42.453997] [INFO ] [main      ] Progress: 636/1001 forecasts completed (63.5%). AJG finished in 0.7s. ETA: 1m 0s. Rate: 362.62 forecasts/min
[2025-11-27T20:27:42.453905] [INFO ] [main      ] Fetching symbol history for YELP...
[2025-11-27T20:27:42.454132] [DEBUG] [REMOTE    ] YELP: Fetching historical data.
[2025-11-27T20:27:42.466105] [DEBUG] [REMOTE    ] YELP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:42.467249] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 4 features, N/A% accuracy
[2025-11-27T20:27:42.467361] [INFO ] [LOCAL     ] YELP: Loaded 4 optimal features with 66.79% confidence from JSON config
[2025-11-27T20:27:42.467452] [DEBUG] [MAG       ] Building data for symbol: YELP with lookback: 0
[2025-11-27T20:27:42.468320] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:42.468444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:42.470194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:42.470791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:42.471241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:42.473265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.506714] [DEBUG] [MAG       ] ALKS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.521411] [INFO ] [LOCAL     ] NC: Saved forecast.
[2025-11-27T20:27:42.521497] [INFO ] [main      ] NC: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=57.5236%)
[2025-11-27T20:27:42.521906] [INFO ] [main      ] Progress: 637/1001 forecasts completed (63.6%). NC finished in 0.6s. ETA: 1m 0s. Rate: 362.96 forecasts/min
[2025-11-27T20:27:42.522109] [INFO ] [main      ] Fetching symbol history for BPOP...
[2025-11-27T20:27:42.522167] [DEBUG] [REMOTE    ] BPOP: Fetching historical data.
[2025-11-27T20:27:42.534718] [DEBUG] [MAG       ] ESCA: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.535219] [DEBUG] [REMOTE    ] BPOP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:42.536163] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, N/A% accuracy
[2025-11-27T20:27:42.536277] [INFO ] [LOCAL     ] BPOP: Loaded 3 optimal features with 64.37% confidence from JSON config
[2025-11-27T20:27:42.536368] [DEBUG] [MAG       ] Building data for symbol: BPOP with lookback: 0
[2025-11-27T20:27:42.537219] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:42.537337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:42.539783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:42.584964] [INFO ] [LOCAL     ] ALKS: Saved forecast.
[2025-11-27T20:27:42.585055] [INFO ] [main      ] ALKS: Signal=1 (Conf=80.0%), Magnitude=4.47% (Conf=42.0788%)
[2025-11-27T20:27:42.585220] [INFO ] [main      ] Fetching symbol history for SDRL...
[2025-11-27T20:27:42.585284] [DEBUG] [REMOTE    ] SDRL: Fetching historical data.
[2025-11-27T20:27:42.585937] [INFO ] [main      ] Progress: 638/1001 forecasts completed (63.7%). ALKS finished in 0.6s. ETA: 59.9s. Rate: 363.31 forecasts/min
[2025-11-27T20:27:42.597520] [DEBUG] [REMOTE    ] SDRL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:42.598457] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 5 features, N/A% accuracy
[2025-11-27T20:27:42.598517] [INFO ] [LOCAL     ] SDRL: Loaded 5 optimal features with 60.53% confidence from JSON config
[2025-11-27T20:27:42.598557] [DEBUG] [MAG       ] Building data for symbol: SDRL with lookback: 0
[2025-11-27T20:27:42.599376] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:42.599446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:42.604304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:42.606169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:42.606687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:42.607071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:42.645435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.647736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:42.648629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.701738] [DEBUG] [MAG       ] ESCA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.806811] [DEBUG] [MAG       ] YELP: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.828826] [INFO ] [LOCAL     ] ESCA: Saved forecast.
[2025-11-27T20:27:42.828906] [INFO ] [main      ] ESCA: Signal=1 (Conf=80.0%), Magnitude=1.47% (Conf=59.2127%)
[2025-11-27T20:27:42.829242] [INFO ] [main      ] Fetching symbol history for HBAN...
[2025-11-27T20:27:42.829295] [DEBUG] [REMOTE    ] HBAN: Fetching historical data.
[2025-11-27T20:27:42.829757] [INFO ] [main      ] Progress: 639/1001 forecasts completed (63.8%). ESCA finished in 0.7s. ETA: 59.8s. Rate: 363.04 forecasts/min
[2025-11-27T20:27:42.841798] [DEBUG] [REMOTE    ] HBAN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:42.842989] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 6 features, N/A% accuracy
[2025-11-27T20:27:42.843103] [INFO ] [LOCAL     ] HBAN: Loaded 6 optimal features with 52.92% confidence from JSON config
[2025-11-27T20:27:42.843192] [DEBUG] [MAG       ] Building data for symbol: HBAN with lookback: 0
[2025-11-27T20:27:42.844083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:42.844217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:42.845973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:42.846536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:42.953047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:42.956239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:42.957007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:42.974250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:42.976790] [DEBUG] [MAG       ] SDRL: Last date is validated at 2025-11-26
[2025-11-27T20:27:42.976853] [DEBUG] [MAG       ] YELP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:42.979660] [DEBUG] [MAG       ] BPOP: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.061218] [INFO ] [LOCAL     ] YELP: Saved forecast.
[2025-11-27T20:27:43.061306] [INFO ] [main      ] YELP: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=66.7862%)
[2025-11-27T20:27:43.061471] [INFO ] [main      ] Fetching symbol history for RILYN...
[2025-11-27T20:27:43.061518] [DEBUG] [REMOTE    ] RILYN: Fetching historical data.
[2025-11-27T20:27:43.061848] [INFO ] [main      ] Progress: 640/1001 forecasts completed (63.9%). YELP finished in 0.6s. ETA: 59.7s. Rate: 362.81 forecasts/min
[2025-11-27T20:27:43.073076] [DEBUG] [REMOTE    ] RILYN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.074352] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 3 features, N/A% accuracy
[2025-11-27T20:27:43.074414] [INFO ] [LOCAL     ] RILYN: Loaded 3 optimal features with 53.04% confidence from JSON config
[2025-11-27T20:27:43.074449] [DEBUG] [MAG       ] Building data for symbol: RILYN with lookback: 0
[2025-11-27T20:27:43.075243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:43.075311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.080171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:43.081161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:43.083990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.140450] [DEBUG] [MAG       ] SDRL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.145958] [DEBUG] [MAG       ] BPOP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.224892] [INFO ] [LOCAL     ] SDRL: Saved forecast.
[2025-11-27T20:27:43.224976] [INFO ] [main      ] SDRL: Signal=1 (Conf=80.0%), Magnitude=4.52% (Conf=60.5327%)
[2025-11-27T20:27:43.225150] [INFO ] [main      ] Fetching symbol history for WAB...
[2025-11-27T20:27:43.225201] [DEBUG] [REMOTE    ] WAB: Fetching historical data.
[2025-11-27T20:27:43.225871] [INFO ] [main      ] Progress: 641/1001 forecasts completed (64.0%). SDRL finished in 0.6s. ETA: 59.5s. Rate: 362.81 forecasts/min
[2025-11-27T20:27:43.237258] [DEBUG] [REMOTE    ] WAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.238177] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 9 features, N/A% accuracy
[2025-11-27T20:27:43.238241] [INFO ] [LOCAL     ] WAB: Loaded 9 optimal features with 45.43% confidence from JSON config
[2025-11-27T20:27:43.238282] [DEBUG] [MAG       ] Building data for symbol: WAB with lookback: 0
[2025-11-27T20:27:43.239113] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:43.239185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.243920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:43.249255] [INFO ] [LOCAL     ] BPOP: Saved forecast.
[2025-11-27T20:27:43.249401] [INFO ] [main      ] BPOP: Signal=1 (Conf=80.0%), Magnitude=-2.25% (Conf=64.3707%)
[2025-11-27T20:27:43.249832] [INFO ] [main      ] Fetching symbol history for DAIO...
[2025-11-27T20:27:43.249938] [DEBUG] [REMOTE    ] DAIO: Fetching historical data.
[2025-11-27T20:27:43.250644] [INFO ] [main      ] Progress: 642/1001 forecasts completed (64.1%). BPOP finished in 0.7s. ETA: 59.3s. Rate: 363.30 forecasts/min
[2025-11-27T20:27:43.260789] [DEBUG] [REMOTE    ] DAIO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.261660] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 3 features, N/A% accuracy
[2025-11-27T20:27:43.261772] [INFO ] [LOCAL     ] DAIO: Loaded 3 optimal features with 52.16% confidence from JSON config
[2025-11-27T20:27:43.261861] [DEBUG] [MAG       ] Building data for symbol: DAIO with lookback: 0
[2025-11-27T20:27:43.262675] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:43.262792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.267533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:43.269624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:43.272049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.282835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:43.284175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:43.285876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:43.286337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:43.287369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:43.288996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:43.290019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:43.290707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.332747] [DEBUG] [MAG       ] HBAN: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.413835] [DEBUG] [MAG       ] RILYN: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.499201] [DEBUG] [MAG       ] HBAN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.570333] [INFO ] [LOCAL     ] HBAN: Saved forecast.
[2025-11-27T20:27:43.570417] [INFO ] [main      ] HBAN: Signal=1 (Conf=80.0%), Magnitude=1.45% (Conf=52.9184%)
[2025-11-27T20:27:43.570826] [INFO ] [main      ] Progress: 643/1001 forecasts completed (64.2%). HBAN finished in 0.7s. ETA: 59.2s. Rate: 362.77 forecasts/min
[2025-11-27T20:27:43.570965] [INFO ] [main      ] Fetching symbol history for IGIB...
[2025-11-27T20:27:43.571021] [DEBUG] [REMOTE    ] IGIB: Fetching historical data.
[2025-11-27T20:27:43.581309] [DEBUG] [MAG       ] RILYN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.582078] [DEBUG] [REMOTE    ] IGIB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.582912] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 6 features, N/A% accuracy
[2025-11-27T20:27:43.583024] [INFO ] [LOCAL     ] IGIB: Loaded 6 optimal features with 60.67% confidence from JSON config
[2025-11-27T20:27:43.583114] [DEBUG] [MAG       ] Building data for symbol: IGIB with lookback: 0
[2025-11-27T20:27:43.583938] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:43.584063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.588863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:43.590740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:43.591309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:43.591841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:43.592325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:43.595236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.602839] [DEBUG] [MAG       ] DAIO: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.622760] [DEBUG] [MAG       ] WAB: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.652615] [INFO ] [LOCAL     ] RILYN: Saved forecast.
[2025-11-27T20:27:43.652711] [INFO ] [main      ] RILYN: Signal=1 (Conf=80.0%), Magnitude=3.47% (Conf=53.0429%)
[2025-11-27T20:27:43.653087] [INFO ] [main      ] Fetching symbol history for SM...
[2025-11-27T20:27:43.653140] [DEBUG] [REMOTE    ] SM: Fetching historical data.
[2025-11-27T20:27:43.653768] [INFO ] [main      ] Progress: 644/1001 forecasts completed (64.3%). RILYN finished in 0.6s. ETA: 59.0s. Rate: 363.05 forecasts/min
[2025-11-27T20:27:43.664994] [DEBUG] [REMOTE    ] SM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.666023] [DEBUG] [LOCAL     ] Loaded configuration for SM: 6 features, N/A% accuracy
[2025-11-27T20:27:43.666085] [INFO ] [LOCAL     ] SM: Loaded 6 optimal features with 45.81% confidence from JSON config
[2025-11-27T20:27:43.666121] [DEBUG] [MAG       ] Building data for symbol: SM with lookback: 0
[2025-11-27T20:27:43.666951] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:43.667019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.672237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:43.674050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:43.674532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:43.674966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:43.675700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:43.771517] [DEBUG] [MAG       ] DAIO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.790092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.799327] [DEBUG] [MAG       ] WAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:43.831994] [INFO ] [LOCAL     ] DAIO: Saved forecast.
[2025-11-27T20:27:43.832077] [INFO ] [main      ] DAIO: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=52.1577%)
[2025-11-27T20:27:43.832447] [INFO ] [main      ] Progress: 645/1001 forecasts completed (64.4%). DAIO finished in 0.6s. ETA: 58.8s. Rate: 363.00 forecasts/min
[2025-11-27T20:27:43.832643] [INFO ] [main      ] Fetching symbol history for SSTI...
[2025-11-27T20:27:43.832698] [DEBUG] [REMOTE    ] SSTI: Fetching historical data.
[2025-11-27T20:27:43.844184] [DEBUG] [REMOTE    ] SSTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.845099] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 4 features, N/A% accuracy
[2025-11-27T20:27:43.845159] [INFO ] [LOCAL     ] SSTI: Loaded 4 optimal features with 55.99% confidence from JSON config
[2025-11-27T20:27:43.845194] [DEBUG] [MAG       ] Building data for symbol: SSTI with lookback: 0
[2025-11-27T20:27:43.845959] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:43.846025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:43.847725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:43.848243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:43.849026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:43.850228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:43.930327] [INFO ] [LOCAL     ] WAB: Saved forecast.
[2025-11-27T20:27:43.930413] [INFO ] [main      ] WAB: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=45.4341%)
[2025-11-27T20:27:43.930617] [INFO ] [main      ] Fetching symbol history for SKIL...
[2025-11-27T20:27:43.930676] [DEBUG] [REMOTE    ] SKIL: Fetching historical data.
[2025-11-27T20:27:43.933710] [INFO ] [main      ] Progress: 646/1001 forecasts completed (64.5%). WAB finished in 0.7s. ETA: 58.6s. Rate: 363.22 forecasts/min
[2025-11-27T20:27:43.941651] [DEBUG] [REMOTE    ] SKIL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:43.942033] [DEBUG] [MAG       ] IGIB: Last date is validated at 2025-11-26
[2025-11-27T20:27:43.942702] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, N/A% accuracy
[2025-11-27T20:27:43.942763] [INFO ] [LOCAL     ] SKIL: Loaded 4 optimal features with 60.28% confidence from JSON config
[2025-11-27T20:27:43.942798] [DEBUG] [MAG       ] Building data for symbol: SKIL with lookback: 0
[2025-11-27T20:27:43.943558] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:43.943647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:43.948459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:43.950260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:43.950791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:43.952049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:44.110676] [DEBUG] [MAG       ] IGIB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.120414] [DEBUG] [MAG       ] SM: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.173814] [INFO ] [LOCAL     ] IGIB: Saved forecast.
[2025-11-27T20:27:44.174012] [INFO ] [main      ] IGIB: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=60.6691%)
[2025-11-27T20:27:44.174261] [INFO ] [main      ] Fetching symbol history for AMZZ...
[2025-11-27T20:27:44.174367] [DEBUG] [REMOTE    ] AMZZ: Fetching historical data.
[2025-11-27T20:27:44.174861] [INFO ] [main      ] Progress: 647/1001 forecasts completed (64.6%). IGIB finished in 0.6s. ETA: 58.5s. Rate: 362.96 forecasts/min
[2025-11-27T20:27:44.181277] [DEBUG] [MAG       ] SSTI: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.185889] [DEBUG] [REMOTE    ] AMZZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:44.186961] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 6 features, N/A% accuracy
[2025-11-27T20:27:44.187023] [INFO ] [LOCAL     ] AMZZ: Loaded 6 optimal features with 56.83% confidence from JSON config
[2025-11-27T20:27:44.187059] [DEBUG] [MAG       ] Building data for symbol: AMZZ with lookback: 0
[2025-11-27T20:27:44.187867] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:44.187939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:44.189707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:44.190225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:44.190673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:44.191601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:44.192397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:44.193123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:44.285523] [DEBUG] [MAG       ] SM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.286177] [DEBUG] [MAG       ] SKIL: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.346435] [DEBUG] [MAG       ] SSTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.376062] [INFO ] [LOCAL     ] SM: Saved forecast.
[2025-11-27T20:27:44.376150] [INFO ] [main      ] SM: Signal=1 (Conf=80.0%), Magnitude=-0.90% (Conf=45.8127%)
[2025-11-27T20:27:44.376536] [INFO ] [main      ] Fetching symbol history for ELC...
[2025-11-27T20:27:44.376625] [DEBUG] [REMOTE    ] ELC: Fetching historical data.
[2025-11-27T20:27:44.376562] [INFO ] [main      ] Progress: 648/1001 forecasts completed (64.7%). SM finished in 0.7s. ETA: 58.4s. Rate: 362.84 forecasts/min
[2025-11-27T20:27:44.387500] [DEBUG] [REMOTE    ] ELC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:44.388630] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 7 features, N/A% accuracy
[2025-11-27T20:27:44.388701] [INFO ] [LOCAL     ] ELC: Loaded 7 optimal features with 48.27% confidence from JSON config
[2025-11-27T20:27:44.388742] [DEBUG] [MAG       ] Building data for symbol: ELC with lookback: 0
[2025-11-27T20:27:44.389507] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:44.389607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:44.394384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:44.395199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:44.397527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:44.399180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:44.422516] [INFO ] [LOCAL     ] SSTI: Saved forecast.
[2025-11-27T20:27:44.422678] [INFO ] [main      ] SSTI: Signal=1 (Conf=80.0%), Magnitude=-15.86% (Conf=55.9891%)
[2025-11-27T20:27:44.423106] [INFO ] [main      ] Progress: 649/1001 forecasts completed (64.8%). SSTI finished in 0.6s. ETA: 58.1s. Rate: 363.24 forecasts/min
[2025-11-27T20:27:44.423348] [INFO ] [main      ] Fetching symbol history for DVA...
[2025-11-27T20:27:44.423442] [DEBUG] [REMOTE    ] DVA: Fetching historical data.
[2025-11-27T20:27:44.435391] [DEBUG] [REMOTE    ] DVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:44.436332] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 4 features, N/A% accuracy
[2025-11-27T20:27:44.436445] [INFO ] [LOCAL     ] DVA: Loaded 4 optimal features with 75.42% confidence from JSON config
[2025-11-27T20:27:44.436533] [DEBUG] [MAG       ] Building data for symbol: DVA with lookback: 0
[2025-11-27T20:27:44.437365] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:44.437485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:44.438318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:44.440713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:44.443466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:44.444266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:44.446768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:44.448761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:44.449794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:44.450822] [DEBUG] [MAG       ] SKIL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.528618] [DEBUG] [MAG       ] AMZZ: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.545663] [INFO ] [LOCAL     ] SKIL: Saved forecast.
[2025-11-27T20:27:44.545753] [INFO ] [main      ] SKIL: Signal=1 (Conf=80.0%), Magnitude=-1.25% (Conf=60.2772%)
[2025-11-27T20:27:44.545918] [INFO ] [main      ] Fetching symbol history for DXPE...
[2025-11-27T20:27:44.545982] [DEBUG] [REMOTE    ] DXPE: Fetching historical data.
[2025-11-27T20:27:44.546958] [INFO ] [main      ] Progress: 650/1001 forecasts completed (64.9%). SKIL finished in 0.6s. ETA: 58.0s. Rate: 363.38 forecasts/min
[2025-11-27T20:27:44.560026] [DEBUG] [REMOTE    ] DXPE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:44.560990] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 8 features, N/A% accuracy
[2025-11-27T20:27:44.561056] [INFO ] [LOCAL     ] DXPE: Loaded 8 optimal features with 51.76% confidence from JSON config
[2025-11-27T20:27:44.561092] [DEBUG] [MAG       ] Building data for symbol: DXPE with lookback: 0
[2025-11-27T20:27:44.561985] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:44.562052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:44.563885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:44.564466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:44.564956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:44.567403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:44.641931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:44.643402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:44.644190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:44.646543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:44.703104] [DEBUG] [MAG       ] AMZZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.775176] [DEBUG] [MAG       ] DVA: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.789955] [DEBUG] [MAG       ] ELC: Last date is validated at 2025-11-26
[2025-11-27T20:27:44.796081] [INFO ] [LOCAL     ] AMZZ: Saved forecast.
[2025-11-27T20:27:44.796170] [INFO ] [main      ] AMZZ: Signal=1 (Conf=80.0%), Magnitude=4.12% (Conf=56.8261%)
[2025-11-27T20:27:44.796539] [INFO ] [main      ] Fetching symbol history for DMXF...
[2025-11-27T20:27:44.796610] [DEBUG] [REMOTE    ] DMXF: Fetching historical data.
[2025-11-27T20:27:44.796647] [INFO ] [main      ] Progress: 651/1001 forecasts completed (65.0%). AMZZ finished in 0.6s. ETA: 57.8s. Rate: 363.09 forecasts/min
[2025-11-27T20:27:44.807999] [DEBUG] [REMOTE    ] DMXF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:44.809088] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 5 features, N/A% accuracy
[2025-11-27T20:27:44.809153] [INFO ] [LOCAL     ] DMXF: Loaded 5 optimal features with 55.89% confidence from JSON config
[2025-11-27T20:27:44.809190] [DEBUG] [MAG       ] Building data for symbol: DMXF with lookback: 0
[2025-11-27T20:27:44.810072] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:44.810144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:44.812537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:44.922900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:44.940563] [DEBUG] [MAG       ] DVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.952922] [DEBUG] [MAG       ] ELC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:44.976884] [DEBUG] [MAG       ] DXPE: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.000011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:45.000978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:45.001761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.014316] [INFO ] [LOCAL     ] ELC: Saved forecast.
[2025-11-27T20:27:45.014405] [INFO ] [main      ] ELC: Signal=1 (Conf=80.0%), Magnitude=-0.22% (Conf=48.2696%)
[2025-11-27T20:27:45.014796] [INFO ] [main      ] Fetching symbol history for HSTM...
[2025-11-27T20:27:45.014856] [DEBUG] [REMOTE    ] HSTM: Fetching historical data.
[2025-11-27T20:27:45.015941] [INFO ] [main      ] Progress: 652/1001 forecasts completed (65.1%). ELC finished in 0.6s. ETA: 57.7s. Rate: 362.91 forecasts/min
[2025-11-27T20:27:45.027377] [DEBUG] [REMOTE    ] HSTM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.028266] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, N/A% accuracy
[2025-11-27T20:27:45.028331] [INFO ] [LOCAL     ] HSTM: Loaded 2 optimal features with 71.37% confidence from JSON config
[2025-11-27T20:27:45.028372] [DEBUG] [MAG       ] Building data for symbol: HSTM with lookback: 0
[2025-11-27T20:27:45.029163] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:45.029230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:45.034063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:45.035762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.054086] [INFO ] [LOCAL     ] DVA: Saved forecast.
[2025-11-27T20:27:45.054239] [INFO ] [main      ] DVA: Signal=1 (Conf=80.0%), Magnitude=0.51% (Conf=75.4247%)
[2025-11-27T20:27:45.054494] [INFO ] [main      ] Fetching symbol history for BVN...
[2025-11-27T20:27:45.054630] [DEBUG] [REMOTE    ] BVN: Fetching historical data.
[2025-11-27T20:27:45.055375] [INFO ] [main      ] Progress: 653/1001 forecasts completed (65.2%). DVA finished in 0.6s. ETA: 57.5s. Rate: 363.34 forecasts/min
[2025-11-27T20:27:45.066028] [DEBUG] [REMOTE    ] BVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.067151] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 5 features, N/A% accuracy
[2025-11-27T20:27:45.067264] [INFO ] [LOCAL     ] BVN: Loaded 5 optimal features with 54.17% confidence from JSON config
[2025-11-27T20:27:45.067353] [DEBUG] [MAG       ] Building data for symbol: BVN with lookback: 0
[2025-11-27T20:27:45.068190] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:45.068311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:45.073092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:45.074885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:45.075395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:45.078235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:45.079411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.144189] [DEBUG] [MAG       ] DXPE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:45.269219] [INFO ] [LOCAL     ] DXPE: Saved forecast.
[2025-11-27T20:27:45.269315] [INFO ] [main      ] DXPE: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=51.7609%)
[2025-11-27T20:27:45.269492] [INFO ] [main      ] Fetching symbol history for BGB...
[2025-11-27T20:27:45.269566] [DEBUG] [REMOTE    ] BGB: Fetching historical data.
[2025-11-27T20:27:45.270660] [INFO ] [main      ] Progress: 654/1001 forecasts completed (65.3%). DXPE finished in 0.7s. ETA: 57.3s. Rate: 363.17 forecasts/min
[2025-11-27T20:27:45.281653] [DEBUG] [REMOTE    ] BGB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.282672] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 8 features, N/A% accuracy
[2025-11-27T20:27:45.282731] [INFO ] [LOCAL     ] BGB: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-11-27T20:27:45.282767] [DEBUG] [MAG       ] Building data for symbol: BGB with lookback: 0
[2025-11-27T20:27:45.283528] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:45.283634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:45.288410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:45.290204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:45.290711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:45.291096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:45.329782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:45.330880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:45.331505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:45.332225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.341540] [DEBUG] [MAG       ] DMXF: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.367376] [DEBUG] [MAG       ] HSTM: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.410483] [DEBUG] [MAG       ] BVN: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.513549] [DEBUG] [MAG       ] DMXF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:45.532825] [DEBUG] [MAG       ] HSTM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:45.576527] [DEBUG] [MAG       ] BVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:45.597241] [INFO ] [LOCAL     ] DMXF: Saved forecast.
[2025-11-27T20:27:45.597331] [INFO ] [main      ] DMXF: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=55.8949%)
[2025-11-27T20:27:45.597731] [INFO ] [main      ] Progress: 655/1001 forecasts completed (65.4%). DMXF finished in 0.8s. ETA: 57.2s. Rate: 362.62 forecasts/min
[2025-11-27T20:27:45.597871] [INFO ] [main      ] Fetching symbol history for FNY...
[2025-11-27T20:27:45.597918] [DEBUG] [REMOTE    ] FNY: Fetching historical data.
[2025-11-27T20:27:45.609094] [DEBUG] [REMOTE    ] FNY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.610208] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 6 features, N/A% accuracy
[2025-11-27T20:27:45.610272] [INFO ] [LOCAL     ] FNY: Loaded 6 optimal features with 61.57% confidence from JSON config
[2025-11-27T20:27:45.610315] [DEBUG] [MAG       ] Building data for symbol: FNY with lookback: 0
[2025-11-27T20:27:45.610801] [INFO ] [LOCAL     ] HSTM: Saved forecast.
[2025-11-27T20:27:45.610888] [INFO ] [main      ] HSTM: Signal=1 (Conf=80.0%), Magnitude=-1.74% (Conf=71.373%)
[2025-11-27T20:27:45.611157] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:45.611278] [INFO ] [main      ] Fetching symbol history for PID...
[2025-11-27T20:27:45.611359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:45.611293] [INFO ] [main      ] Progress: 656/1001 forecasts completed (65.5%). HSTM finished in 0.6s. ETA: 57.0s. Rate: 363.13 forecasts/min
[2025-11-27T20:27:45.611423] [DEBUG] [REMOTE    ] PID: Fetching historical data.
[2025-11-27T20:27:45.616338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:45.618230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:45.618767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:45.619181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:45.620060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:45.621900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.622854] [DEBUG] [REMOTE    ] PID: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.623858] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, N/A% accuracy
[2025-11-27T20:27:45.623920] [INFO ] [LOCAL     ] PID: Loaded 2 optimal features with 53.03% confidence from JSON config
[2025-11-27T20:27:45.623961] [DEBUG] [MAG       ] Building data for symbol: PID with lookback: 0
[2025-11-27T20:27:45.624794] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:45.624863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:45.629769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:45.630432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.653907] [INFO ] [LOCAL     ] BVN: Saved forecast.
[2025-11-27T20:27:45.654069] [INFO ] [main      ] BVN: Signal=1 (Conf=80.0%), Magnitude=5.56% (Conf=54.1743%)
[2025-11-27T20:27:45.654511] [INFO ] [main      ] Fetching symbol history for PRTH...
[2025-11-27T20:27:45.654634] [DEBUG] [REMOTE    ] PRTH: Fetching historical data.
[2025-11-27T20:27:45.654667] [INFO ] [main      ] Progress: 657/1001 forecasts completed (65.6%). BVN finished in 0.6s. ETA: 56.8s. Rate: 363.54 forecasts/min
[2025-11-27T20:27:45.665504] [DEBUG] [REMOTE    ] PRTH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.666641] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 4 features, N/A% accuracy
[2025-11-27T20:27:45.666712] [INFO ] [LOCAL     ] PRTH: Loaded 4 optimal features with 51.82% confidence from JSON config
[2025-11-27T20:27:45.666757] [DEBUG] [MAG       ] Building data for symbol: PRTH with lookback: 0
[2025-11-27T20:27:45.667504] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:45.667588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:45.668210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:45.669832] [DEBUG] [MAG       ] BGB: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.670934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:45.672074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:45.673769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:45.835256] [DEBUG] [MAG       ] BGB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:45.896022] [INFO ] [LOCAL     ] BGB: Saved forecast.
[2025-11-27T20:27:45.896119] [INFO ] [main      ] BGB: Signal=1 (Conf=80.0%), Magnitude=-0.16% (Conf=49.0296%)
[2025-11-27T20:27:45.896301] [INFO ] [main      ] Fetching symbol history for GLPI...
[2025-11-27T20:27:45.896380] [DEBUG] [REMOTE    ] GLPI: Fetching historical data.
[2025-11-27T20:27:45.896839] [INFO ] [main      ] Progress: 658/1001 forecasts completed (65.7%). BGB finished in 0.6s. ETA: 56.7s. Rate: 363.28 forecasts/min
[2025-11-27T20:27:45.908006] [DEBUG] [REMOTE    ] GLPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:45.909146] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, N/A% accuracy
[2025-11-27T20:27:45.909215] [INFO ] [LOCAL     ] GLPI: Loaded 4 optimal features with 59.24% confidence from JSON config
[2025-11-27T20:27:45.909251] [DEBUG] [MAG       ] Building data for symbol: GLPI with lookback: 0
[2025-11-27T20:27:45.910112] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:45.910182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:45.910943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:45.913339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:45.960660] [DEBUG] [MAG       ] FNY: Last date is validated at 2025-11-26
[2025-11-27T20:27:45.961199] [DEBUG] [MAG       ] PID: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.003195] [DEBUG] [MAG       ] PRTH: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.025962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:46.027272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.127479] [DEBUG] [MAG       ] FNY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.136079] [DEBUG] [MAG       ] PID: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.168364] [DEBUG] [MAG       ] PRTH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.198446] [INFO ] [LOCAL     ] PID: Saved forecast.
[2025-11-27T20:27:46.198537] [INFO ] [main      ] PID: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=53.03%)
[2025-11-27T20:27:46.198927] [INFO ] [main      ] Fetching symbol history for OZK...
[2025-11-27T20:27:46.198987] [DEBUG] [REMOTE    ] OZK: Fetching historical data.
[2025-11-27T20:27:46.199092] [INFO ] [main      ] Progress: 659/1001 forecasts completed (65.8%). PID finished in 0.6s. ETA: 56.6s. Rate: 362.83 forecasts/min
[2025-11-27T20:27:46.211307] [DEBUG] [REMOTE    ] OZK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.212213] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 4 features, N/A% accuracy
[2025-11-27T20:27:46.212278] [INFO ] [LOCAL     ] OZK: Loaded 4 optimal features with 53.46% confidence from JSON config
[2025-11-27T20:27:46.212319] [DEBUG] [MAG       ] Building data for symbol: OZK with lookback: 0
[2025-11-27T20:27:46.213248] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:46.213321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:46.218698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:46.219541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:46.224439] [INFO ] [LOCAL     ] FNY: Saved forecast.
[2025-11-27T20:27:46.224522] [INFO ] [main      ] FNY: Signal=1 (Conf=80.0%), Magnitude=3.38% (Conf=61.5665%)
[2025-11-27T20:27:46.224807] [INFO ] [main      ] Fetching symbol history for ICLN...
[2025-11-27T20:27:46.224863] [DEBUG] [REMOTE    ] ICLN: Fetching historical data.
[2025-11-27T20:27:46.227628] [INFO ] [main      ] Progress: 660/1001 forecasts completed (65.9%). FNY finished in 0.6s. ETA: 56.3s. Rate: 363.28 forecasts/min
[2025-11-27T20:27:46.236289] [DEBUG] [REMOTE    ] ICLN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.237212] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 5 features, N/A% accuracy
[2025-11-27T20:27:46.237271] [INFO ] [LOCAL     ] ICLN: Loaded 5 optimal features with 53.10% confidence from JSON config
[2025-11-27T20:27:46.237307] [DEBUG] [MAG       ] Building data for symbol: ICLN with lookback: 0
[2025-11-27T20:27:46.238085] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:46.238183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.239365] [INFO ] [LOCAL     ] PRTH: Saved forecast.
[2025-11-27T20:27:46.239498] [INFO ] [main      ] PRTH: Signal=1 (Conf=80.0%), Magnitude=15.04% (Conf=51.8244%)
[2025-11-27T20:27:46.239886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:46.240014] [INFO ] [main      ] Progress: 661/1001 forecasts completed (66.0%). PRTH finished in 0.6s. ETA: 56.1s. Rate: 363.79 forecasts/min
[2025-11-27T20:27:46.239989] [INFO ] [main      ] Fetching symbol history for JHG...
[2025-11-27T20:27:46.240110] [DEBUG] [REMOTE    ] JHG: Fetching historical data.
[2025-11-27T20:27:46.240393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.240869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:46.241274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:46.242693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.251126] [DEBUG] [REMOTE    ] JHG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.252114] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, N/A% accuracy
[2025-11-27T20:27:46.252225] [INFO ] [LOCAL     ] JHG: Loaded 3 optimal features with 56.68% confidence from JSON config
[2025-11-27T20:27:46.252314] [DEBUG] [MAG       ] Building data for symbol: JHG with lookback: 0
[2025-11-27T20:27:46.253127] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:46.253248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.254984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.255531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:46.257930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.262098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:46.316431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.366868] [DEBUG] [MAG       ] GLPI: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.536560] [DEBUG] [MAG       ] GLPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.575218] [DEBUG] [MAG       ] ICLN: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.587875] [DEBUG] [MAG       ] JHG: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.610279] [INFO ] [LOCAL     ] GLPI: Saved forecast.
[2025-11-27T20:27:46.610365] [INFO ] [main      ] GLPI: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=59.2433%)
[2025-11-27T20:27:46.610527] [INFO ] [main      ] Fetching symbol history for TSEM...
[2025-11-27T20:27:46.610608] [DEBUG] [REMOTE    ] TSEM: Fetching historical data.
[2025-11-27T20:27:46.611063] [INFO ] [main      ] Progress: 662/1001 forecasts completed (66.1%). GLPI finished in 0.7s. ETA: 56.0s. Rate: 363.10 forecasts/min
[2025-11-27T20:27:46.622630] [DEBUG] [REMOTE    ] TSEM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.623622] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 4 features, N/A% accuracy
[2025-11-27T20:27:46.623684] [INFO ] [LOCAL     ] TSEM: Loaded 4 optimal features with 45.98% confidence from JSON config
[2025-11-27T20:27:46.623720] [DEBUG] [MAG       ] Building data for symbol: TSEM with lookback: 0
[2025-11-27T20:27:46.624556] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:46.624650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.626379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.626940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:46.627877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:46.628996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.666862] [DEBUG] [MAG       ] OZK: Last date is validated at 2025-11-26
[2025-11-27T20:27:46.741380] [DEBUG] [MAG       ] ICLN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.753203] [DEBUG] [MAG       ] JHG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.802921] [INFO ] [LOCAL     ] ICLN: Saved forecast.
[2025-11-27T20:27:46.803005] [INFO ] [main      ] ICLN: Signal=1 (Conf=80.0%), Magnitude=2.32% (Conf=53.0998%)
[2025-11-27T20:27:46.803387] [INFO ] [main      ] Fetching symbol history for PGRE...
[2025-11-27T20:27:46.803459] [DEBUG] [REMOTE    ] PGRE: Fetching historical data.
[2025-11-27T20:27:46.803633] [INFO ] [main      ] Progress: 663/1001 forecasts completed (66.2%). ICLN finished in 0.6s. ETA: 55.9s. Rate: 363.01 forecasts/min
[2025-11-27T20:27:46.814333] [DEBUG] [REMOTE    ] PGRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.815295] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 9 features, N/A% accuracy
[2025-11-27T20:27:46.815355] [INFO ] [LOCAL     ] PGRE: Loaded 9 optimal features with 40.73% confidence from JSON config
[2025-11-27T20:27:46.815390] [DEBUG] [MAG       ] Building data for symbol: PGRE with lookback: 0
[2025-11-27T20:27:46.816168] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:46.816238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:46.820991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.822772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:46.823256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.823730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:46.824145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:46.840557] [DEBUG] [MAG       ] OZK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:46.850001] [INFO ] [LOCAL     ] JHG: Saved forecast.
[2025-11-27T20:27:46.850224] [INFO ] [main      ] JHG: Signal=1 (Conf=80.0%), Magnitude=3.11% (Conf=56.6802%)
[2025-11-27T20:27:46.850649] [INFO ] [main      ] Progress: 664/1001 forecasts completed (66.3%). JHG finished in 0.6s. ETA: 55.6s. Rate: 363.41 forecasts/min
[2025-11-27T20:27:46.850699] [INFO ] [main      ] Fetching symbol history for APPS...
[2025-11-27T20:27:46.850821] [DEBUG] [REMOTE    ] APPS: Fetching historical data.
[2025-11-27T20:27:46.865193] [DEBUG] [REMOTE    ] APPS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.866298] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 5 features, N/A% accuracy
[2025-11-27T20:27:46.866384] [INFO ] [LOCAL     ] APPS: Loaded 5 optimal features with 51.42% confidence from JSON config
[2025-11-27T20:27:46.866494] [DEBUG] [MAG       ] Building data for symbol: APPS with lookback: 0
[2025-11-27T20:27:46.867501] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:46.867617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.869993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.870701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:46.873839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:46.877634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:46.882222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.935678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:46.937192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:46.939112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:46.940105] [INFO ] [LOCAL     ] OZK: Saved forecast.
[2025-11-27T20:27:46.940183] [INFO ] [main      ] OZK: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=53.4627%)
[2025-11-27T20:27:46.940635] [INFO ] [main      ] Fetching symbol history for NUVB...
[2025-11-27T20:27:46.940692] [DEBUG] [REMOTE    ] NUVB: Fetching historical data.
[2025-11-27T20:27:46.940643] [INFO ] [main      ] Progress: 665/1001 forecasts completed (66.4%). OZK finished in 0.7s. ETA: 55.4s. Rate: 363.65 forecasts/min
[2025-11-27T20:27:46.940726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:46.952021] [DEBUG] [REMOTE    ] NUVB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:46.952891] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 4 features, N/A% accuracy
[2025-11-27T20:27:46.952954] [INFO ] [LOCAL     ] NUVB: Loaded 4 optimal features with 57.21% confidence from JSON config
[2025-11-27T20:27:46.952989] [DEBUG] [MAG       ] Building data for symbol: NUVB with lookback: 0
[2025-11-27T20:27:46.953778] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:46.953843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:46.955472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:46.956009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:46.958365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:46.979030] [DEBUG] [MAG       ] TSEM: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.066221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.142364] [DEBUG] [MAG       ] TSEM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:47.210703] [DEBUG] [MAG       ] APPS: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.250388] [INFO ] [LOCAL     ] TSEM: Saved forecast.
[2025-11-27T20:27:47.250471] [INFO ] [main      ] TSEM: Signal=1 (Conf=80.0%), Magnitude=2.00% (Conf=45.9802%)
[2025-11-27T20:27:47.250817] [INFO ] [main      ] Fetching symbol history for AP...
[2025-11-27T20:27:47.250875] [DEBUG] [REMOTE    ] AP: Fetching historical data.
[2025-11-27T20:27:47.251745] [INFO ] [main      ] Progress: 666/1001 forecasts completed (66.5%). TSEM finished in 0.6s. ETA: 55.3s. Rate: 363.17 forecasts/min
[2025-11-27T20:27:47.262344] [DEBUG] [REMOTE    ] AP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:47.263455] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, N/A% accuracy
[2025-11-27T20:27:47.263514] [INFO ] [LOCAL     ] AP: Loaded 4 optimal features with 54.29% confidence from JSON config
[2025-11-27T20:27:47.263548] [DEBUG] [MAG       ] Building data for symbol: AP with lookback: 0
[2025-11-27T20:27:47.264323] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:47.264390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:47.269153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:47.271600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:47.272733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:47.274344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.279290] [DEBUG] [MAG       ] PGRE: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.375215] [DEBUG] [MAG       ] APPS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:47.394861] [DEBUG] [MAG       ] NUVB: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.447688] [INFO ] [LOCAL     ] APPS: Saved forecast.
[2025-11-27T20:27:47.447881] [INFO ] [main      ] APPS: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=51.4206%)
[2025-11-27T20:27:47.448293] [INFO ] [main      ] Fetching symbol history for MPX...
[2025-11-27T20:27:47.448399] [DEBUG] [REMOTE    ] MPX: Fetching historical data.
[2025-11-27T20:27:47.448449] [INFO ] [main      ] Progress: 667/1001 forecasts completed (66.6%). APPS finished in 0.6s. ETA: 55.2s. Rate: 363.07 forecasts/min
[2025-11-27T20:27:47.458029] [DEBUG] [MAG       ] PGRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:47.458988] [DEBUG] [REMOTE    ] MPX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:47.459827] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 7 features, N/A% accuracy
[2025-11-27T20:27:47.459939] [INFO ] [LOCAL     ] MPX: Loaded 7 optimal features with 46.85% confidence from JSON config
[2025-11-27T20:27:47.460028] [DEBUG] [MAG       ] Building data for symbol: MPX with lookback: 0
[2025-11-27T20:27:47.460852] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:47.460975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:47.465751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:47.510831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:47.513658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:47.514739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:47.516732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:47.517442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:47.518643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.522041] [INFO ] [LOCAL     ] PGRE: Saved forecast.
[2025-11-27T20:27:47.522151] [INFO ] [main      ] PGRE: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=40.726%)
[2025-11-27T20:27:47.522355] [INFO ] [main      ] Fetching symbol history for HD...
[2025-11-27T20:27:47.522406] [DEBUG] [REMOTE    ] HD: Fetching historical data.
[2025-11-27T20:27:47.522928] [INFO ] [main      ] Progress: 668/1001 forecasts completed (66.7%). PGRE finished in 0.7s. ETA: 55.0s. Rate: 363.37 forecasts/min
[2025-11-27T20:27:47.534990] [DEBUG] [REMOTE    ] HD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:47.535960] [DEBUG] [LOCAL     ] Loaded configuration for HD: 6 features, N/A% accuracy
[2025-11-27T20:27:47.536030] [INFO ] [LOCAL     ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config
[2025-11-27T20:27:47.536079] [DEBUG] [MAG       ] Building data for symbol: HD with lookback: 0
[2025-11-27T20:27:47.537091] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:47.537168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:47.542957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:47.544054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:47.546925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:47.548413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:47.549199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:47.550873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.560957] [DEBUG] [MAG       ] NUVB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:47.605923] [DEBUG] [MAG       ] AP: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.625826] [INFO ] [LOCAL     ] NUVB: Saved forecast.
[2025-11-27T20:27:47.625910] [INFO ] [main      ] NUVB: Signal=1 (Conf=80.0%), Magnitude=-15.41% (Conf=57.2119%)
[2025-11-27T20:27:47.626253] [INFO ] [main      ] Fetching symbol history for REZI...
[2025-11-27T20:27:47.626306] [DEBUG] [REMOTE    ] REZI: Fetching historical data.
[2025-11-27T20:27:47.626648] [INFO ] [main      ] Progress: 669/1001 forecasts completed (66.8%). NUVB finished in 0.7s. ETA: 54.8s. Rate: 363.57 forecasts/min
[2025-11-27T20:27:47.638483] [DEBUG] [REMOTE    ] REZI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:47.639318] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 11 features, N/A% accuracy
[2025-11-27T20:27:47.639376] [INFO ] [LOCAL     ] REZI: Loaded 11 optimal features with 41.33% confidence from JSON config
[2025-11-27T20:27:47.639411] [DEBUG] [MAG       ] Building data for symbol: REZI with lookback: 0
[2025-11-27T20:27:47.640197] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:27:47.640268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:47.641939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:47.642462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:47.642890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:47.643654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:47.645954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:47.757104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:47.771431] [DEBUG] [MAG       ] AP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:47.811785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:47.813547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:47.814338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:47.814993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:47.830494] [INFO ] [LOCAL     ] AP: Saved forecast.
[2025-11-27T20:27:47.830595] [INFO ] [main      ] AP: Signal=1 (Conf=80.0%), Magnitude=13.94% (Conf=54.2941%)
[2025-11-27T20:27:47.830937] [INFO ] [main      ] Fetching symbol history for NVX...
[2025-11-27T20:27:47.830991] [DEBUG] [REMOTE    ] NVX: Fetching historical data.
[2025-11-27T20:27:47.831862] [INFO ] [main      ] Progress: 670/1001 forecasts completed (66.9%). AP finished in 0.6s. ETA: 54.6s. Rate: 363.44 forecasts/min
[2025-11-27T20:27:47.834118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.842246] [DEBUG] [REMOTE    ] NVX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:47.843319] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 4 features, N/A% accuracy
[2025-11-27T20:27:47.843385] [INFO ] [LOCAL     ] NVX: Loaded 4 optimal features with 48.78% confidence from JSON config
[2025-11-27T20:27:47.843420] [DEBUG] [MAG       ] Building data for symbol: NVX with lookback: 0
[2025-11-27T20:27:47.844204] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:47.844272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:47.849045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:47.849293] [DEBUG] [MAG       ] MPX: Last date is validated at 2025-11-26
[2025-11-27T20:27:47.851484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:47.853471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:47.854251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:47.918283] [DEBUG] [MAG       ] HD: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.012833] [DEBUG] [MAG       ] MPX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.077253] [INFO ] [LOCAL     ] MPX: Saved forecast.
[2025-11-27T20:27:48.077336] [INFO ] [main      ] MPX: Signal=1 (Conf=80.0%), Magnitude=-1.69% (Conf=46.8459%)
[2025-11-27T20:27:48.077645] [INFO ] [main      ] Fetching symbol history for JANX...
[2025-11-27T20:27:48.077702] [DEBUG] [REMOTE    ] JANX: Fetching historical data.
[2025-11-27T20:27:48.078646] [INFO ] [main      ] Progress: 671/1001 forecasts completed (67.0%). MPX finished in 0.6s. ETA: 54.5s. Rate: 363.17 forecasts/min
[2025-11-27T20:27:48.088545] [DEBUG] [REMOTE    ] JANX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.089506] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 4 features, N/A% accuracy
[2025-11-27T20:27:48.089561] [INFO ] [LOCAL     ] JANX: Loaded 4 optimal features with 64.91% confidence from JSON config
[2025-11-27T20:27:48.089615] [DEBUG] [MAG       ] Building data for symbol: JANX with lookback: 0
[2025-11-27T20:27:48.090382] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:48.090449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:48.091161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:48.097509] [DEBUG] [MAG       ] HD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.139168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:48.141919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:48.142656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.170011] [DEBUG] [MAG       ] REZI: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.182669] [DEBUG] [MAG       ] NVX: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.228471] [INFO ] [LOCAL     ] HD: Saved forecast.
[2025-11-27T20:27:48.228725] [INFO ] [main      ] HD: Signal=1 (Conf=80.0%), Magnitude=1.09% (Conf=62.3761%)
[2025-11-27T20:27:48.229160] [INFO ] [main      ] Fetching symbol history for INVA...
[2025-11-27T20:27:48.229266] [DEBUG] [REMOTE    ] INVA: Fetching historical data.
[2025-11-27T20:27:48.229357] [INFO ] [main      ] Progress: 672/1001 forecasts completed (67.1%). HD finished in 0.7s. ETA: 54.3s. Rate: 363.22 forecasts/min
[2025-11-27T20:27:48.240686] [DEBUG] [REMOTE    ] INVA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.241812] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 2 features, N/A% accuracy
[2025-11-27T20:27:48.241926] [INFO ] [LOCAL     ] INVA: Loaded 2 optimal features with 55.92% confidence from JSON config
[2025-11-27T20:27:48.242016] [DEBUG] [MAG       ] Building data for symbol: INVA with lookback: 0
[2025-11-27T20:27:48.242875] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:48.242993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:48.244788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:48.245356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.339252] [DEBUG] [MAG       ] REZI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.348860] [DEBUG] [MAG       ] NVX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.411379] [INFO ] [LOCAL     ] NVX: Saved forecast.
[2025-11-27T20:27:48.411464] [INFO ] [main      ] NVX: Signal=1 (Conf=80.0%), Magnitude=4.37% (Conf=48.7778%)
[2025-11-27T20:27:48.411645] [INFO ] [main      ] Fetching symbol history for DARE...
[2025-11-27T20:27:48.411697] [DEBUG] [REMOTE    ] DARE: Fetching historical data.
[2025-11-27T20:27:48.412409] [INFO ] [main      ] Progress: 673/1001 forecasts completed (67.2%). NVX finished in 0.6s. ETA: 54.2s. Rate: 363.16 forecasts/min
[2025-11-27T20:27:48.422713] [DEBUG] [REMOTE    ] DARE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.423911] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 3 features, N/A% accuracy
[2025-11-27T20:27:48.423973] [INFO ] [LOCAL     ] DARE: Loaded 3 optimal features with 69.44% confidence from JSON config
[2025-11-27T20:27:48.424008] [DEBUG] [MAG       ] Building data for symbol: DARE with lookback: 0
[2025-11-27T20:27:48.424842] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:48.424908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:48.425622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:48.428266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:48.429052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.445376] [INFO ] [LOCAL     ] REZI: Saved forecast.
[2025-11-27T20:27:48.445464] [INFO ] [main      ] REZI: Signal=1 (Conf=80.0%), Magnitude=1.66% (Conf=41.3326%)
[2025-11-27T20:27:48.445844] [INFO ] [main      ] Fetching symbol history for HPP...
[2025-11-27T20:27:48.445901] [DEBUG] [REMOTE    ] HPP: Fetching historical data.
[2025-11-27T20:27:48.446647] [INFO ] [main      ] Progress: 674/1001 forecasts completed (67.3%). REZI finished in 0.8s. ETA: 54.0s. Rate: 363.59 forecasts/min
[2025-11-27T20:27:48.458442] [DEBUG] [REMOTE    ] HPP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.459274] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 4 features, N/A% accuracy
[2025-11-27T20:27:48.459334] [INFO ] [LOCAL     ] HPP: Loaded 4 optimal features with 59.25% confidence from JSON config
[2025-11-27T20:27:48.459370] [DEBUG] [MAG       ] Building data for symbol: HPP with lookback: 0
[2025-11-27T20:27:48.460198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:48.460267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:48.461995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:48.463301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:48.464444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:48.466204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.473792] [DEBUG] [MAG       ] JANX: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.580481] [DEBUG] [MAG       ] INVA: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.638339] [DEBUG] [MAG       ] JANX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.751027] [DEBUG] [MAG       ] INVA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.760082] [INFO ] [LOCAL     ] JANX: Saved forecast.
[2025-11-27T20:27:48.760164] [INFO ] [main      ] JANX: Signal=1 (Conf=80.0%), Magnitude=3.69% (Conf=64.9069%)
[2025-11-27T20:27:48.760508] [INFO ] [main      ] Fetching symbol history for PNTG...
[2025-11-27T20:27:48.760560] [DEBUG] [REMOTE    ] PNTG: Fetching historical data.
[2025-11-27T20:27:48.761649] [INFO ] [main      ] Progress: 675/1001 forecasts completed (67.4%). JANX finished in 0.7s. ETA: 53.9s. Rate: 363.10 forecasts/min
[2025-11-27T20:27:48.761991] [DEBUG] [MAG       ] DARE: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.771958] [DEBUG] [REMOTE    ] PNTG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.772789] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 1 features, N/A% accuracy
[2025-11-27T20:27:48.772849] [INFO ] [LOCAL     ] PNTG: Loaded 1 optimal features with 58.86% confidence from JSON config
[2025-11-27T20:27:48.772883] [DEBUG] [MAG       ] Building data for symbol: PNTG with lookback: 0
[2025-11-27T20:27:48.773653] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:48.773717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:48.778513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.805016] [DEBUG] [MAG       ] HPP: Last date is validated at 2025-11-26
[2025-11-27T20:27:48.820045] [INFO ] [LOCAL     ] INVA: Saved forecast.
[2025-11-27T20:27:48.820126] [INFO ] [main      ] INVA: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=55.9206%)
[2025-11-27T20:27:48.820297] [INFO ] [main      ] Fetching symbol history for RRX...
[2025-11-27T20:27:48.820343] [DEBUG] [REMOTE    ] RRX: Fetching historical data.
[2025-11-27T20:27:48.821636] [INFO ] [main      ] Progress: 676/1001 forecasts completed (67.5%). INVA finished in 0.6s. ETA: 53.7s. Rate: 363.44 forecasts/min
[2025-11-27T20:27:48.832221] [DEBUG] [REMOTE    ] RRX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.833172] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 6 features, N/A% accuracy
[2025-11-27T20:27:48.833230] [INFO ] [LOCAL     ] RRX: Loaded 6 optimal features with 49.98% confidence from JSON config
[2025-11-27T20:27:48.833264] [DEBUG] [MAG       ] Building data for symbol: RRX with lookback: 0
[2025-11-27T20:27:48.834057] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:48.834138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:48.835887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:48.836392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:48.836844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:48.837599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:48.875197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:48.876435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:48.930165] [DEBUG] [MAG       ] DARE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.976054] [DEBUG] [MAG       ] HPP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:48.985288] [INFO ] [LOCAL     ] DARE: Saved forecast.
[2025-11-27T20:27:48.985371] [INFO ] [main      ] DARE: Signal=1 (Conf=80.0%), Magnitude=2.12% (Conf=69.4382%)
[2025-11-27T20:27:48.985537] [INFO ] [main      ] Fetching symbol history for GLOB...
[2025-11-27T20:27:48.985622] [DEBUG] [REMOTE    ] GLOB: Fetching historical data.
[2025-11-27T20:27:48.985992] [INFO ] [main      ] Progress: 677/1001 forecasts completed (67.6%). DARE finished in 0.6s. ETA: 53.5s. Rate: 363.44 forecasts/min
[2025-11-27T20:27:48.996949] [DEBUG] [REMOTE    ] GLOB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:48.997959] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 2 features, N/A% accuracy
[2025-11-27T20:27:48.998020] [INFO ] [LOCAL     ] GLOB: Loaded 2 optimal features with 56.74% confidence from JSON config
[2025-11-27T20:27:48.998054] [DEBUG] [MAG       ] Building data for symbol: GLOB with lookback: 0
[2025-11-27T20:27:48.998881] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:48.998946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.000644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:49.001153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.037231] [INFO ] [LOCAL     ] HPP: Saved forecast.
[2025-11-27T20:27:49.037449] [INFO ] [main      ] HPP: Signal=1 (Conf=80.0%), Magnitude=-4.87% (Conf=59.2459%)
[2025-11-27T20:27:49.037911] [INFO ] [main      ] Fetching symbol history for SPNS...
[2025-11-27T20:27:49.038023] [DEBUG] [REMOTE    ] SPNS: Fetching historical data.
[2025-11-27T20:27:49.038650] [INFO ] [main      ] Progress: 678/1001 forecasts completed (67.7%). HPP finished in 0.6s. ETA: 53.3s. Rate: 363.81 forecasts/min
[2025-11-27T20:27:49.050518] [DEBUG] [REMOTE    ] SPNS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.051481] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 9 features, N/A% accuracy
[2025-11-27T20:27:49.051615] [INFO ] [LOCAL     ] SPNS: Loaded 9 optimal features with 28.87% confidence from JSON config
[2025-11-27T20:27:49.051712] [DEBUG] [MAG       ] Building data for symbol: SPNS with lookback: 0
[2025-11-27T20:27:49.052549] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:49.052724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:49.057641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.059505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:49.060073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:49.060535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:49.061519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:49.062331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:49.063096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:49.064283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:49.065967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.111943] [DEBUG] [MAG       ] PNTG: Last date is validated at 2025-11-26
[2025-11-27T20:27:49.265135] [DEBUG] [MAG       ] RRX: Last date is validated at 2025-11-26
[2025-11-27T20:27:49.278031] [DEBUG] [MAG       ] PNTG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:49.350598] [INFO ] [LOCAL     ] PNTG: Saved forecast.
[2025-11-27T20:27:49.350822] [INFO ] [main      ] PNTG: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=58.8554%)
[2025-11-27T20:27:49.351340] [INFO ] [main      ] Fetching symbol history for DERM...
[2025-11-27T20:27:49.351448] [DEBUG] [REMOTE    ] DERM: Fetching historical data.
[2025-11-27T20:27:49.351553] [INFO ] [main      ] Progress: 679/1001 forecasts completed (67.8%). PNTG finished in 0.6s. ETA: 53.2s. Rate: 363.33 forecasts/min
[2025-11-27T20:27:49.362792] [DEBUG] [REMOTE    ] DERM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.363955] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 6 features, N/A% accuracy
[2025-11-27T20:27:49.364066] [INFO ] [LOCAL     ] DERM: Loaded 6 optimal features with 58.97% confidence from JSON config
[2025-11-27T20:27:49.364158] [DEBUG] [MAG       ] Building data for symbol: DERM with lookback: 0
[2025-11-27T20:27:49.364989] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:49.365110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:49.369859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.371687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:49.372221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:49.372688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:49.373456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:49.374421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.386777] [DEBUG] [MAG       ] GLOB: Last date is validated at 2025-11-26
[2025-11-27T20:27:49.398491] [DEBUG] [MAG       ] SPNS: Last date is validated at 2025-11-26
[2025-11-27T20:27:49.427550] [DEBUG] [MAG       ] RRX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:49.544116] [INFO ] [LOCAL     ] RRX: Saved forecast.
[2025-11-27T20:27:49.544208] [INFO ] [main      ] RRX: Signal=1 (Conf=80.0%), Magnitude=0.66% (Conf=49.9822%)
[2025-11-27T20:27:49.544367] [INFO ] [main      ] Fetching symbol history for VWOB...
[2025-11-27T20:27:49.544415] [DEBUG] [REMOTE    ] VWOB: Fetching historical data.
[2025-11-27T20:27:49.545654] [INFO ] [main      ] Progress: 680/1001 forecasts completed (67.9%). RRX finished in 0.7s. ETA: 53.0s. Rate: 363.23 forecasts/min
[2025-11-27T20:27:49.553149] [DEBUG] [MAG       ] GLOB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:49.558809] [DEBUG] [REMOTE    ] VWOB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.559795] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 9 features, N/A% accuracy
[2025-11-27T20:27:49.559871] [INFO ] [LOCAL     ] VWOB: Loaded 9 optimal features with 75.01% confidence from JSON config
[2025-11-27T20:27:49.559910] [DEBUG] [MAG       ] Building data for symbol: VWOB with lookback: 0
[2025-11-27T20:27:49.560719] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:49.560791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:49.565771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.567132] [DEBUG] [MAG       ] SPNS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:49.567617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:49.568119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:49.568553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:49.679241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:49.680397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:49.681621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:49.682998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:49.685404] [INFO ] [LOCAL     ] SPNS: Saved forecast.
[2025-11-27T20:27:49.685547] [INFO ] [main      ] SPNS: Signal=1 (Conf=80.0%), Magnitude=1.32% (Conf=28.8662%)
[2025-11-27T20:27:49.685750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.685868] [INFO ] [main      ] Fetching symbol history for ADI...
[2025-11-27T20:27:49.685970] [DEBUG] [REMOTE    ] ADI: Fetching historical data.
[2025-11-27T20:27:49.687649] [INFO ] [main      ] Progress: 681/1001 forecasts completed (68.0%). SPNS finished in 0.6s. ETA: 52.8s. Rate: 363.31 forecasts/min
[2025-11-27T20:27:49.688673] [INFO ] [LOCAL     ] GLOB: Saved forecast.
[2025-11-27T20:27:49.688776] [INFO ] [main      ] GLOB: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=56.7418%)
[2025-11-27T20:27:49.688961] [INFO ] [main      ] Fetching symbol history for AIZN...
[2025-11-27T20:27:49.689006] [DEBUG] [REMOTE    ] AIZN: Fetching historical data.
[2025-11-27T20:27:49.689826] [INFO ] [main      ] Progress: 682/1001 forecasts completed (68.1%). GLOB finished in 0.7s. ETA: 52.6s. Rate: 363.83 forecasts/min
[2025-11-27T20:27:49.698043] [DEBUG] [REMOTE    ] ADI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.699157] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 8 features, N/A% accuracy
[2025-11-27T20:27:49.699221] [INFO ] [LOCAL     ] ADI: Loaded 8 optimal features with 51.63% confidence from JSON config
[2025-11-27T20:27:49.699258] [DEBUG] [MAG       ] Building data for symbol: ADI with lookback: 0
[2025-11-27T20:27:49.700081] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:49.700154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.700360] [DEBUG] [REMOTE    ] AIZN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.701211] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 6 features, N/A% accuracy
[2025-11-27T20:27:49.701277] [INFO ] [LOCAL     ] AIZN: Loaded 6 optimal features with 54.07% confidence from JSON config
[2025-11-27T20:27:49.701312] [DEBUG] [MAG       ] Building data for symbol: AIZN with lookback: 0
[2025-11-27T20:27:49.702127] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:49.702195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:49.702189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:49.702793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:49.703078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:49.703352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:49.703837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:49.705516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:49.706049] [DEBUG] [MAG       ] DERM: Last date is validated at 2025-11-26
[2025-11-27T20:27:49.706686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:49.709338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:49.711739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.713429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.756474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:49.757969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:49.759180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:27:49.761339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:49.871921] [DEBUG] [MAG       ] DERM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:49.939617] [INFO ] [LOCAL     ] DERM: Saved forecast.
[2025-11-27T20:27:49.939818] [INFO ] [main      ] DERM: Signal=1 (Conf=80.0%), Magnitude=-2.50% (Conf=58.9714%)
[2025-11-27T20:27:49.940220] [INFO ] [main      ] Fetching symbol history for BIOX...
[2025-11-27T20:27:49.940328] [DEBUG] [REMOTE    ] BIOX: Fetching historical data.
[2025-11-27T20:27:49.940367] [INFO ] [main      ] Progress: 683/1001 forecasts completed (68.2%). DERM finished in 0.6s. ETA: 52.5s. Rate: 363.56 forecasts/min
[2025-11-27T20:27:49.951210] [DEBUG] [REMOTE    ] BIOX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:49.952304] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 8 features, N/A% accuracy
[2025-11-27T20:27:49.952373] [INFO ] [LOCAL     ] BIOX: Loaded 8 optimal features with 54.51% confidence from JSON config
[2025-11-27T20:27:49.952473] [DEBUG] [MAG       ] Building data for symbol: BIOX with lookback: 0
[2025-11-27T20:27:49.953421] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:49.953507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:49.958434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:49.960405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:49.960941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:49.961440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:49.962391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:49.963237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:49.964499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:49.981600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.021746] [DEBUG] [MAG       ] VWOB: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.044163] [DEBUG] [MAG       ] AIZN: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.114788] [DEBUG] [MAG       ] ADI: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.190536] [DEBUG] [MAG       ] VWOB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.210406] [DEBUG] [MAG       ] AIZN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.261051] [INFO ] [LOCAL     ] VWOB: Saved forecast.
[2025-11-27T20:27:50.261137] [INFO ] [main      ] VWOB: Signal=1 (Conf=80.0%), Magnitude=0.22% (Conf=75.0092%)
[2025-11-27T20:27:50.261521] [INFO ] [main      ] Fetching symbol history for CPSH...
[2025-11-27T20:27:50.261590] [DEBUG] [REMOTE    ] CPSH: Fetching historical data.
[2025-11-27T20:27:50.261546] [INFO ] [main      ] Progress: 684/1001 forecasts completed (68.3%). VWOB finished in 0.7s. ETA: 52.4s. Rate: 363.06 forecasts/min
[2025-11-27T20:27:50.273494] [DEBUG] [REMOTE    ] CPSH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.274022] [INFO ] [LOCAL     ] AIZN: Saved forecast.
[2025-11-27T20:27:50.274095] [INFO ] [main      ] AIZN: Signal=1 (Conf=80.0%), Magnitude=-0.60% (Conf=54.0706%)
[2025-11-27T20:27:50.274269] [INFO ] [main      ] Fetching symbol history for FEMB...
[2025-11-27T20:27:50.274315] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-11-27T20:27:50.274481] [INFO ] [main      ] Progress: 685/1001 forecasts completed (68.4%). AIZN finished in 0.6s. ETA: 52.2s. Rate: 363.55 forecasts/min
[2025-11-27T20:27:50.274853] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 4 features, N/A% accuracy
[2025-11-27T20:27:50.274924] [INFO ] [LOCAL     ] CPSH: Loaded 4 optimal features with 48.46% confidence from JSON config
[2025-11-27T20:27:50.274964] [DEBUG] [MAG       ] Building data for symbol: CPSH with lookback: 0
[2025-11-27T20:27:50.275837] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:50.275908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:50.276678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:50.277531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:50.279396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:50.281235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.285322] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.285940] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 4 features, N/A% accuracy
[2025-11-27T20:27:50.285996] [INFO ] [LOCAL     ] FEMB: Loaded 4 optimal features with 65.03% confidence from JSON config
[2025-11-27T20:27:50.286030] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 0
[2025-11-27T20:27:50.286795] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:50.286862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:50.291824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:50.293552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:50.294082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:50.294458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.312985] [DEBUG] [MAG       ] BIOX: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.344660] [DEBUG] [MAG       ] ADI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.488373] [INFO ] [LOCAL     ] ADI: Saved forecast.
[2025-11-27T20:27:50.488594] [INFO ] [main      ] ADI: Signal=1 (Conf=80.0%), Magnitude=0.78% (Conf=51.6258%)
[2025-11-27T20:27:50.489020] [INFO ] [main      ] Fetching symbol history for NCTY...
[2025-11-27T20:27:50.489135] [DEBUG] [REMOTE    ] NCTY: Fetching historical data.
[2025-11-27T20:27:50.489653] [INFO ] [main      ] Progress: 686/1001 forecasts completed (68.5%). ADI finished in 0.8s. ETA: 52.0s. Rate: 363.38 forecasts/min
[2025-11-27T20:27:50.500125] [DEBUG] [REMOTE    ] NCTY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.501267] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 5 features, N/A% accuracy
[2025-11-27T20:27:50.501289] [DEBUG] [MAG       ] BIOX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.501414] [INFO ] [LOCAL     ] NCTY: Loaded 5 optimal features with 55.93% confidence from JSON config
[2025-11-27T20:27:50.501505] [DEBUG] [MAG       ] Building data for symbol: NCTY with lookback: 0
[2025-11-27T20:27:50.502346] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:50.502466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:50.503388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:50.505185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:50.506036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:50.506794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:50.508212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.576887] [INFO ] [LOCAL     ] BIOX: Saved forecast.
[2025-11-27T20:27:50.576981] [INFO ] [main      ] BIOX: Signal=1 (Conf=80.0%), Magnitude=13.92% (Conf=54.5143%)
[2025-11-27T20:27:50.577480] [INFO ] [main      ] Fetching symbol history for HAL...
[2025-11-27T20:27:50.577538] [DEBUG] [REMOTE    ] HAL: Fetching historical data.
[2025-11-27T20:27:50.577647] [INFO ] [main      ] Progress: 687/1001 forecasts completed (68.6%). BIOX finished in 0.6s. ETA: 51.8s. Rate: 363.63 forecasts/min
[2025-11-27T20:27:50.590022] [DEBUG] [REMOTE    ] HAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.591143] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, N/A% accuracy
[2025-11-27T20:27:50.591209] [INFO ] [LOCAL     ] HAL: Loaded 2 optimal features with 53.10% confidence from JSON config
[2025-11-27T20:27:50.591245] [DEBUG] [MAG       ] Building data for symbol: HAL with lookback: 0
[2025-11-27T20:27:50.592109] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:50.592180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:50.597166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:50.623130] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.642941] [DEBUG] [MAG       ] CPSH: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.715485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.786201] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.806290] [DEBUG] [MAG       ] CPSH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:50.836219] [DEBUG] [MAG       ] NCTY: Last date is validated at 2025-11-26
[2025-11-27T20:27:50.842801] [INFO ] [LOCAL     ] FEMB: Saved forecast.
[2025-11-27T20:27:50.842952] [INFO ] [main      ] FEMB: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=65.0283%)
[2025-11-27T20:27:50.843162] [INFO ] [main      ] Fetching symbol history for CRWD...
[2025-11-27T20:27:50.843262] [DEBUG] [REMOTE    ] CRWD: Fetching historical data.
[2025-11-27T20:27:50.843638] [INFO ] [main      ] Progress: 688/1001 forecasts completed (68.7%). FEMB finished in 0.6s. ETA: 51.7s. Rate: 363.31 forecasts/min
[2025-11-27T20:27:50.854958] [DEBUG] [REMOTE    ] CRWD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.856081] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 6 features, N/A% accuracy
[2025-11-27T20:27:50.856194] [INFO ] [LOCAL     ] CRWD: Loaded 6 optimal features with 52.08% confidence from JSON config
[2025-11-27T20:27:50.856283] [DEBUG] [MAG       ] Building data for symbol: CRWD with lookback: 0
[2025-11-27T20:27:50.857110] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:50.857231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:50.862070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:50.863862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:50.864011] [INFO ] [LOCAL     ] CPSH: Saved forecast.
[2025-11-27T20:27:50.864096] [INFO ] [main      ] CPSH: Signal=1 (Conf=80.0%), Magnitude=1.17% (Conf=48.4576%)
[2025-11-27T20:27:50.864450] [INFO ] [main      ] Fetching symbol history for TDG...
[2025-11-27T20:27:50.864511] [DEBUG] [REMOTE    ] TDG: Fetching historical data.
[2025-11-27T20:27:50.864536] [INFO ] [main      ] Progress: 689/1001 forecasts completed (68.8%). CPSH finished in 0.6s. ETA: 51.5s. Rate: 363.77 forecasts/min
[2025-11-27T20:27:50.864430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:50.875693] [DEBUG] [REMOTE    ] TDG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:50.876743] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 4 features, N/A% accuracy
[2025-11-27T20:27:50.876808] [INFO ] [LOCAL     ] TDG: Loaded 4 optimal features with 59.97% confidence from JSON config
[2025-11-27T20:27:50.876843] [DEBUG] [MAG       ] Building data for symbol: TDG with lookback: 0
[2025-11-27T20:27:50.877613] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:50.877679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:50.882387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:50.883330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:50.884969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:50.885665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:50.913974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:50.916130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:27:50.916872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.002029] [DEBUG] [MAG       ] NCTY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.042554] [DEBUG] [MAG       ] HAL: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.082747] [INFO ] [LOCAL     ] NCTY: Saved forecast.
[2025-11-27T20:27:51.082928] [INFO ] [main      ] NCTY: Signal=1 (Conf=80.0%), Magnitude=-4.13% (Conf=55.9296%)
[2025-11-27T20:27:51.083179] [INFO ] [main      ] Fetching symbol history for JIVE...
[2025-11-27T20:27:51.083282] [DEBUG] [REMOTE    ] JIVE: Fetching historical data.
[2025-11-27T20:27:51.083649] [INFO ] [main      ] Progress: 690/1001 forecasts completed (68.9%). NCTY finished in 0.6s. ETA: 51.3s. Rate: 363.60 forecasts/min
[2025-11-27T20:27:51.093950] [DEBUG] [REMOTE    ] JIVE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.094986] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 6 features, N/A% accuracy
[2025-11-27T20:27:51.095097] [INFO ] [LOCAL     ] JIVE: Loaded 6 optimal features with 68.97% confidence from JSON config
[2025-11-27T20:27:51.095188] [DEBUG] [MAG       ] Building data for symbol: JIVE with lookback: 0
[2025-11-27T20:27:51.096015] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:51.096145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:51.100936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:51.101996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:51.151714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:51.154106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:51.155291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:51.157202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.204548] [DEBUG] [MAG       ] HAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.218850] [DEBUG] [MAG       ] TDG: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.244377] [DEBUG] [MAG       ] CRWD: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.282209] [INFO ] [LOCAL     ] HAL: Saved forecast.
[2025-11-27T20:27:51.282293] [INFO ] [main      ] HAL: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=53.1005%)
[2025-11-27T20:27:51.282456] [INFO ] [main      ] Fetching symbol history for RYAN...
[2025-11-27T20:27:51.282501] [DEBUG] [REMOTE    ] RYAN: Fetching historical data.
[2025-11-27T20:27:51.283637] [INFO ] [main      ] Progress: 691/1001 forecasts completed (69.0%). HAL finished in 0.7s. ETA: 51.2s. Rate: 363.48 forecasts/min
[2025-11-27T20:27:51.294118] [DEBUG] [REMOTE    ] RYAN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.295033] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 8 features, N/A% accuracy
[2025-11-27T20:27:51.295092] [INFO ] [LOCAL     ] RYAN: Loaded 8 optimal features with 61.29% confidence from JSON config
[2025-11-27T20:27:51.295127] [DEBUG] [MAG       ] Building data for symbol: RYAN with lookback: 0
[2025-11-27T20:27:51.295923] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:51.295993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:51.297676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:51.298184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:51.298621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:51.299025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:51.344937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:51.349213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:51.351229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:51.353296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.385107] [DEBUG] [MAG       ] TDG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.408333] [DEBUG] [MAG       ] CRWD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.485602] [DEBUG] [MAG       ] JIVE: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.561555] [INFO ] [LOCAL     ] CRWD: Saved forecast.
[2025-11-27T20:27:51.561779] [INFO ] [main      ] CRWD: Signal=1 (Conf=80.0%), Magnitude=-1.95% (Conf=52.0793%)
[2025-11-27T20:27:51.562049] [INFO ] [main      ] Fetching symbol history for SONN...
[2025-11-27T20:27:51.562152] [DEBUG] [REMOTE    ] SONN: Fetching historical data.
[2025-11-27T20:27:51.562925] [INFO ] [main      ] Progress: 692/1001 forecasts completed (69.1%). CRWD finished in 0.7s. ETA: 51.1s. Rate: 363.12 forecasts/min
[2025-11-27T20:27:51.565565] [INFO ] [LOCAL     ] TDG: Saved forecast.
[2025-11-27T20:27:51.565668] [INFO ] [main      ] TDG: Signal=1 (Conf=80.0%), Magnitude=1.65% (Conf=59.9744%)
[2025-11-27T20:27:51.565967] [INFO ] [main      ] Fetching symbol history for LOPE...
[2025-11-27T20:27:51.566022] [DEBUG] [REMOTE    ] LOPE: Fetching historical data.
[2025-11-27T20:27:51.566339] [INFO ] [main      ] Progress: 693/1001 forecasts completed (69.2%). TDG finished in 0.7s. ETA: 50.8s. Rate: 363.64 forecasts/min
[2025-11-27T20:27:51.574630] [DEBUG] [REMOTE    ] SONN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.575752] [DEBUG] [LOCAL     ] Loaded configuration for SONN: 4 features, N/A% accuracy
[2025-11-27T20:27:51.575815] [INFO ] [LOCAL     ] SONN: Loaded 4 optimal features with 54.89% confidence from JSON config
[2025-11-27T20:27:51.575851] [DEBUG] [MAG       ] Building data for symbol: SONN with lookback: 0
[2025-11-27T20:27:51.576628] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:51.576696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:51.578564] [DEBUG] [REMOTE    ] LOPE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.579497] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 6 features, N/A% accuracy
[2025-11-27T20:27:51.579552] [INFO ] [LOCAL     ] LOPE: Loaded 6 optimal features with 55.08% confidence from JSON config
[2025-11-27T20:27:51.579619] [DEBUG] [MAG       ] Building data for symbol: LOPE with lookback: 0
[2025-11-27T20:27:51.580440] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:51.580518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:51.581596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:51.583326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:51.583836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:51.586550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.586879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:51.589505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:51.590261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:51.590853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:51.591920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:51.592781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.651633] [DEBUG] [MAG       ] JIVE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.679981] [DEBUG] [MAG       ] RYAN: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.735132] [INFO ] [LOCAL     ] JIVE: Saved forecast.
[2025-11-27T20:27:51.735344] [INFO ] [main      ] JIVE: Signal=1 (Conf=80.0%), Magnitude=0.94% (Conf=68.9715%)
[2025-11-27T20:27:51.735799] [INFO ] [main      ] Fetching symbol history for AEYE...
[2025-11-27T20:27:51.735905] [DEBUG] [REMOTE    ] AEYE: Fetching historical data.
[2025-11-27T20:27:51.736768] [INFO ] [main      ] Progress: 694/1001 forecasts completed (69.3%). JIVE finished in 0.7s. ETA: 50.7s. Rate: 363.62 forecasts/min
[2025-11-27T20:27:51.747404] [DEBUG] [REMOTE    ] AEYE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.748469] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 6 features, N/A% accuracy
[2025-11-27T20:27:51.748600] [INFO ] [LOCAL     ] AEYE: Loaded 6 optimal features with 62.77% confidence from JSON config
[2025-11-27T20:27:51.748693] [DEBUG] [MAG       ] Building data for symbol: AEYE with lookback: 0
[2025-11-27T20:27:51.749504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:51.749639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:51.751375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:51.751950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:51.752444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:51.752912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:51.753871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:27:51.754622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:51.843484] [DEBUG] [MAG       ] RYAN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:51.915205] [DEBUG] [MAG       ] SONN: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.927879] [DEBUG] [MAG       ] LOPE: Last date is validated at 2025-11-26
[2025-11-27T20:27:51.939608] [INFO ] [LOCAL     ] RYAN: Saved forecast.
[2025-11-27T20:27:51.939699] [INFO ] [main      ] RYAN: Signal=1 (Conf=80.0%), Magnitude=-0.79% (Conf=61.2946%)
[2025-11-27T20:27:51.939901] [INFO ] [main      ] Fetching symbol history for RGTI...
[2025-11-27T20:27:51.939947] [DEBUG] [REMOTE    ] RGTI: Fetching historical data.
[2025-11-27T20:27:51.941777] [INFO ] [main      ] Progress: 695/1001 forecasts completed (69.4%). RYAN finished in 0.7s. ETA: 50.5s. Rate: 363.49 forecasts/min
[2025-11-27T20:27:51.951271] [DEBUG] [REMOTE    ] RGTI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:51.952403] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 3 features, N/A% accuracy
[2025-11-27T20:27:51.952463] [INFO ] [LOCAL     ] RGTI: Loaded 3 optimal features with 58.07% confidence from JSON config
[2025-11-27T20:27:51.952506] [DEBUG] [MAG       ] Building data for symbol: RGTI with lookback: 0
[2025-11-27T20:27:51.953319] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:51.953387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:51.958041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:51.959278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:51.961998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.080999] [DEBUG] [MAG       ] SONN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.087768] [DEBUG] [MAG       ] AEYE: Last date is validated at 2025-11-26
[2025-11-27T20:27:52.094366] [DEBUG] [MAG       ] LOPE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.160334] [INFO ] [LOCAL     ] SONN: Saved forecast.
[2025-11-27T20:27:52.160545] [INFO ] [main      ] SONN: Signal=1 (Conf=80.0%), Magnitude=-9.36% (Conf=54.8916%)
[2025-11-27T20:27:52.160819] [INFO ] [main      ] Fetching symbol history for BOLD...
[2025-11-27T20:27:52.160922] [DEBUG] [REMOTE    ] BOLD: Fetching historical data.
[2025-11-27T20:27:52.162152] [INFO ] [main      ] Progress: 696/1001 forecasts completed (69.5%). SONN finished in 0.6s. ETA: 50.4s. Rate: 363.32 forecasts/min
[2025-11-27T20:27:52.172422] [DEBUG] [REMOTE    ] BOLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.173548] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 6 features, N/A% accuracy
[2025-11-27T20:27:52.173683] [INFO ] [LOCAL     ] BOLD: Loaded 6 optimal features with 58.24% confidence from JSON config
[2025-11-27T20:27:52.173778] [DEBUG] [MAG       ] Building data for symbol: BOLD with lookback: 0
[2025-11-27T20:27:52.174599] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:52.174720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:52.179520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:52.181443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:52.182008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:52.182458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:52.219966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:52.221130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.228212] [INFO ] [LOCAL     ] LOPE: Saved forecast.
[2025-11-27T20:27:52.228300] [INFO ] [main      ] LOPE: Signal=1 (Conf=80.0%), Magnitude=4.22% (Conf=55.083%)
[2025-11-27T20:27:52.228701] [INFO ] [main      ] Progress: 697/1001 forecasts completed (69.6%). LOPE finished in 0.7s. ETA: 50.2s. Rate: 363.63 forecasts/min
[2025-11-27T20:27:52.228846] [INFO ] [main      ] Fetching symbol history for OIA...
[2025-11-27T20:27:52.228895] [DEBUG] [REMOTE    ] OIA: Fetching historical data.
[2025-11-27T20:27:52.239819] [DEBUG] [REMOTE    ] OIA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.240822] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, N/A% accuracy
[2025-11-27T20:27:52.240882] [INFO ] [LOCAL     ] OIA: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-11-27T20:27:52.240919] [DEBUG] [MAG       ] Building data for symbol: OIA with lookback: 0
[2025-11-27T20:27:52.241718] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:52.241780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:52.246727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:52.255546] [DEBUG] [MAG       ] AEYE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.261472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.288386] [DEBUG] [MAG       ] RGTI: Last date is validated at 2025-11-26
[2025-11-27T20:27:52.346003] [INFO ] [LOCAL     ] AEYE: Saved forecast.
[2025-11-27T20:27:52.346096] [INFO ] [main      ] AEYE: Signal=1 (Conf=80.0%), Magnitude=3.02% (Conf=62.7658%)
[2025-11-27T20:27:52.346255] [INFO ] [main      ] Fetching symbol history for HWM...
[2025-11-27T20:27:52.346318] [DEBUG] [REMOTE    ] HWM: Fetching historical data.
[2025-11-27T20:27:52.346915] [INFO ] [main      ] Progress: 698/1001 forecasts completed (69.7%). AEYE finished in 0.6s. ETA: 50.0s. Rate: 363.78 forecasts/min
[2025-11-27T20:27:52.358062] [DEBUG] [REMOTE    ] HWM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.359160] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, N/A% accuracy
[2025-11-27T20:27:52.359327] [INFO ] [LOCAL     ] HWM: Loaded 2 optimal features with 48.20% confidence from JSON config
[2025-11-27T20:27:52.359422] [DEBUG] [MAG       ] Building data for symbol: HWM with lookback: 0
[2025-11-27T20:27:52.360316] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:52.360422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:52.361408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:52.364479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.450641] [DEBUG] [MAG       ] RGTI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.551309] [DEBUG] [MAG       ] BOLD: Last date is validated at 2025-11-26
[2025-11-27T20:27:52.555061] [INFO ] [LOCAL     ] RGTI: Saved forecast.
[2025-11-27T20:27:52.555148] [INFO ] [main      ] RGTI: Signal=1 (Conf=80.0%), Magnitude=-1.73% (Conf=58.0672%)
[2025-11-27T20:27:52.555528] [INFO ] [main      ] Fetching symbol history for CLS...
[2025-11-27T20:27:52.555597] [DEBUG] [REMOTE    ] CLS: Fetching historical data.
[2025-11-27T20:27:52.555650] [INFO ] [main      ] Progress: 699/1001 forecasts completed (69.8%). RGTI finished in 0.6s. ETA: 49.8s. Rate: 363.64 forecasts/min
[2025-11-27T20:27:52.567313] [DEBUG] [REMOTE    ] CLS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.568384] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 6 features, N/A% accuracy
[2025-11-27T20:27:52.568443] [INFO ] [LOCAL     ] CLS: Loaded 6 optimal features with 61.77% confidence from JSON config
[2025-11-27T20:27:52.568478] [DEBUG] [MAG       ] Building data for symbol: CLS with lookback: 0
[2025-11-27T20:27:52.569310] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:52.569378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:52.571077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:52.571565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:52.572007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:52.572387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:52.597662] [DEBUG] [MAG       ] OIA: Last date is validated at 2025-11-26
[2025-11-27T20:27:52.678176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:52.710033] [DEBUG] [MAG       ] HWM: Last date is validated at 2025-11-26
[2025-11-27T20:27:52.716374] [DEBUG] [MAG       ] BOLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.727232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.767986] [DEBUG] [MAG       ] OIA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.774909] [INFO ] [LOCAL     ] BOLD: Saved forecast.
[2025-11-27T20:27:52.774993] [INFO ] [main      ] BOLD: Signal=1 (Conf=80.0%), Magnitude=-4.62% (Conf=58.2373%)
[2025-11-27T20:27:52.775150] [INFO ] [main      ] Fetching symbol history for HBB...
[2025-11-27T20:27:52.775208] [DEBUG] [REMOTE    ] HBB: Fetching historical data.
[2025-11-27T20:27:52.776647] [INFO ] [main      ] Progress: 700/1001 forecasts completed (69.9%). BOLD finished in 0.6s. ETA: 49.7s. Rate: 363.46 forecasts/min
[2025-11-27T20:27:52.787181] [DEBUG] [REMOTE    ] HBB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.788181] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, N/A% accuracy
[2025-11-27T20:27:52.788298] [INFO ] [LOCAL     ] HBB: Loaded 4 optimal features with 46.67% confidence from JSON config
[2025-11-27T20:27:52.788387] [DEBUG] [MAG       ] Building data for symbol: HBB with lookback: 0
[2025-11-27T20:27:52.789246] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:52.789368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:52.791142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:52.791729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:52.792186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:52.793018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.826779] [INFO ] [LOCAL     ] OIA: Saved forecast.
[2025-11-27T20:27:52.826866] [INFO ] [main      ] OIA: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=46.2485%)
[2025-11-27T20:27:52.827026] [INFO ] [main      ] Fetching symbol history for WFRD...
[2025-11-27T20:27:52.827079] [DEBUG] [REMOTE    ] WFRD: Fetching historical data.
[2025-11-27T20:27:52.827286] [INFO ] [main      ] Progress: 701/1001 forecasts completed (70.0%). OIA finished in 0.6s. ETA: 49.5s. Rate: 363.82 forecasts/min
[2025-11-27T20:27:52.839205] [DEBUG] [REMOTE    ] WFRD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:52.840118] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 3 features, N/A% accuracy
[2025-11-27T20:27:52.840183] [INFO ] [LOCAL     ] WFRD: Loaded 3 optimal features with 57.95% confidence from JSON config
[2025-11-27T20:27:52.840218] [DEBUG] [MAG       ] Building data for symbol: WFRD with lookback: 0
[2025-11-27T20:27:52.841033] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:52.841101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:52.842051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:27:52.844252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:27:52.845392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:52.878079] [DEBUG] [MAG       ] HWM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:52.988323] [INFO ] [LOCAL     ] HWM: Saved forecast.
[2025-11-27T20:27:52.988547] [INFO ] [main      ] HWM: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=48.1999%)
[2025-11-27T20:27:52.988783] [INFO ] [main      ] Fetching symbol history for GNE...
[2025-11-27T20:27:52.988886] [DEBUG] [REMOTE    ] GNE: Fetching historical data.
[2025-11-27T20:27:52.990662] [INFO ] [main      ] Progress: 702/1001 forecasts completed (70.1%). HWM finished in 0.6s. ETA: 49.3s. Rate: 363.83 forecasts/min
[2025-11-27T20:27:53.000523] [DEBUG] [REMOTE    ] GNE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.001715] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, N/A% accuracy
[2025-11-27T20:27:53.001787] [INFO ] [LOCAL     ] GNE: Loaded 4 optimal features with 49.13% confidence from JSON config
[2025-11-27T20:27:53.001822] [DEBUG] [MAG       ] Building data for symbol: GNE with lookback: 0
[2025-11-27T20:27:53.002753] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:53.002825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:53.007754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:53.009773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:53.048421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:27:53.050071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:53.053797] [DEBUG] [MAG       ] CLS: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.122303] [DEBUG] [MAG       ] HBB: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.180437] [DEBUG] [MAG       ] WFRD: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.216136] [DEBUG] [MAG       ] CLS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.292136] [DEBUG] [MAG       ] HBB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.348965] [DEBUG] [MAG       ] WFRD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.367893] [INFO ] [LOCAL     ] HBB: Saved forecast.
[2025-11-27T20:27:53.367981] [INFO ] [main      ] HBB: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=46.6703%)
[2025-11-27T20:27:53.368147] [INFO ] [main      ] Fetching symbol history for CPB...
[2025-11-27T20:27:53.368219] [DEBUG] [REMOTE    ] CPB: Fetching historical data.
[2025-11-27T20:27:53.369656] [INFO ] [main      ] Progress: 703/1001 forecasts completed (70.2%). HBB finished in 0.6s. ETA: 49.2s. Rate: 363.16 forecasts/min
[2025-11-27T20:27:53.372310] [INFO ] [LOCAL     ] CLS: Saved forecast.
[2025-11-27T20:27:53.372393] [INFO ] [main      ] CLS: Signal=1 (Conf=80.0%), Magnitude=-1.89% (Conf=61.7683%)
[2025-11-27T20:27:53.372701] [INFO ] [main      ] Fetching symbol history for DKL...
[2025-11-27T20:27:53.372777] [DEBUG] [REMOTE    ] DKL: Fetching historical data.
[2025-11-27T20:27:53.372859] [INFO ] [main      ] Progress: 704/1001 forecasts completed (70.3%). CLS finished in 0.8s. ETA: 49.0s. Rate: 363.66 forecasts/min
[2025-11-27T20:27:53.380387] [DEBUG] [REMOTE    ] CPB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.381431] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 7 features, N/A% accuracy
[2025-11-27T20:27:53.381552] [INFO ] [LOCAL     ] CPB: Loaded 7 optimal features with 44.43% confidence from JSON config
[2025-11-27T20:27:53.381708] [DEBUG] [MAG       ] Building data for symbol: CPB with lookback: 0
[2025-11-27T20:27:53.382780] [DEBUG] [MAG       ] GNE: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.382781] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:53.382928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:53.384667] [DEBUG] [REMOTE    ] DKL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.385723] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 4 features, N/A% accuracy
[2025-11-27T20:27:53.385785] [INFO ] [LOCAL     ] DKL: Loaded 4 optimal features with 50.10% confidence from JSON config
[2025-11-27T20:27:53.385819] [DEBUG] [MAG       ] Building data for symbol: DKL with lookback: 0
[2025-11-27T20:27:53.386616] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:53.386710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:53.387787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:53.389944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:53.390492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:53.390958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:53.391882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:53.392004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:53.393640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:27:53.393829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:27:53.394830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:27:53.396189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:53.396306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:53.452450] [INFO ] [LOCAL     ] WFRD: Saved forecast.
[2025-11-27T20:27:53.452540] [INFO ] [main      ] WFRD: Signal=1 (Conf=80.0%), Magnitude=2.59% (Conf=57.9462%)
[2025-11-27T20:27:53.452926] [INFO ] [main      ] Progress: 705/1001 forecasts completed (70.4%). WFRD finished in 0.6s. ETA: 48.8s. Rate: 363.93 forecasts/min
[2025-11-27T20:27:53.453054] [INFO ] [main      ] Fetching symbol history for QCLN...
[2025-11-27T20:27:53.453099] [DEBUG] [REMOTE    ] QCLN: Fetching historical data.
[2025-11-27T20:27:53.464347] [DEBUG] [REMOTE    ] QCLN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.465403] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 3 features, N/A% accuracy
[2025-11-27T20:27:53.465464] [INFO ] [LOCAL     ] QCLN: Loaded 3 optimal features with 53.46% confidence from JSON config
[2025-11-27T20:27:53.465499] [DEBUG] [MAG       ] Building data for symbol: QCLN with lookback: 0
[2025-11-27T20:27:53.466327] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:53.466397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:53.467145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:53.469133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:53.470400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:53.549935] [DEBUG] [MAG       ] GNE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.625197] [INFO ] [LOCAL     ] GNE: Saved forecast.
[2025-11-27T20:27:53.625417] [INFO ] [main      ] GNE: Signal=1 (Conf=80.0%), Magnitude=4.72% (Conf=49.1263%)
[2025-11-27T20:27:53.625869] [INFO ] [main      ] Fetching symbol history for TRGP...
[2025-11-27T20:27:53.625977] [DEBUG] [REMOTE    ] TRGP: Fetching historical data.
[2025-11-27T20:27:53.626044] [INFO ] [main      ] Progress: 706/1001 forecasts completed (70.5%). GNE finished in 0.6s. ETA: 48.6s. Rate: 363.90 forecasts/min
[2025-11-27T20:27:53.638923] [DEBUG] [REMOTE    ] TRGP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.639898] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 3 features, N/A% accuracy
[2025-11-27T20:27:53.640017] [INFO ] [LOCAL     ] TRGP: Loaded 3 optimal features with 37.44% confidence from JSON config
[2025-11-27T20:27:53.640115] [DEBUG] [MAG       ] Building data for symbol: TRGP with lookback: 0
[2025-11-27T20:27:53.641027] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:53.641155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:53.643017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:53.645140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:27:53.645950] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:53.725100] [DEBUG] [MAG       ] DKL: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.727444] [DEBUG] [MAG       ] CPB: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.815485] [DEBUG] [MAG       ] QCLN: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.889176] [DEBUG] [MAG       ] DKL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.892540] [DEBUG] [MAG       ] CPB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.970449] [INFO ] [LOCAL     ] CPB: Saved forecast.
[2025-11-27T20:27:53.970673] [INFO ] [main      ] CPB: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=44.4326%)
[2025-11-27T20:27:53.971206] [INFO ] [main      ] Fetching symbol history for DMLP...
[2025-11-27T20:27:53.971318] [DEBUG] [REMOTE    ] DMLP: Fetching historical data.
[2025-11-27T20:27:53.971663] [INFO ] [main      ] Progress: 707/1001 forecasts completed (70.6%). CPB finished in 0.6s. ETA: 48.5s. Rate: 363.34 forecasts/min
[2025-11-27T20:27:53.981516] [DEBUG] [MAG       ] TRGP: Last date is validated at 2025-11-26
[2025-11-27T20:27:53.983207] [DEBUG] [REMOTE    ] DMLP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:53.984279] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 4 features, N/A% accuracy
[2025-11-27T20:27:53.984395] [INFO ] [LOCAL     ] DMLP: Loaded 4 optimal features with 50.33% confidence from JSON config
[2025-11-27T20:27:53.984498] [DEBUG] [MAG       ] Building data for symbol: DMLP with lookback: 0
[2025-11-27T20:27:53.985350] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:53.985472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:53.987462] [DEBUG] [MAG       ] QCLN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:53.990382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:53.992319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:27:53.993096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:53.993914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.054947] [INFO ] [LOCAL     ] DKL: Saved forecast.
[2025-11-27T20:27:54.055030] [INFO ] [main      ] DKL: Signal=1 (Conf=80.0%), Magnitude=-0.83% (Conf=50.0999%)
[2025-11-27T20:27:54.055185] [INFO ] [main      ] Fetching symbol history for PTC...
[2025-11-27T20:27:54.055230] [DEBUG] [REMOTE    ] PTC: Fetching historical data.
[2025-11-27T20:27:54.055948] [INFO ] [main      ] Progress: 708/1001 forecasts completed (70.7%). DKL finished in 0.7s. ETA: 48.4s. Rate: 363.59 forecasts/min
[2025-11-27T20:27:54.067610] [DEBUG] [REMOTE    ] PTC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.068723] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 3 features, N/A% accuracy
[2025-11-27T20:27:54.068786] [INFO ] [LOCAL     ] PTC: Loaded 3 optimal features with 60.68% confidence from JSON config
[2025-11-27T20:27:54.068820] [DEBUG] [MAG       ] Building data for symbol: PTC with lookback: 0
[2025-11-27T20:27:54.069609] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:54.069712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:54.074412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:54.075612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:54.076315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.079907] [INFO ] [LOCAL     ] QCLN: Saved forecast.
[2025-11-27T20:27:54.079992] [INFO ] [main      ] QCLN: Signal=1 (Conf=80.0%), Magnitude=3.36% (Conf=53.4616%)
[2025-11-27T20:27:54.080155] [INFO ] [main      ] Fetching symbol history for BWEN...
[2025-11-27T20:27:54.080221] [DEBUG] [REMOTE    ] BWEN: Fetching historical data.
[2025-11-27T20:27:54.080790] [INFO ] [main      ] Progress: 709/1001 forecasts completed (70.8%). QCLN finished in 0.6s. ETA: 48.1s. Rate: 364.03 forecasts/min
[2025-11-27T20:27:54.091722] [DEBUG] [REMOTE    ] BWEN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.092612] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 8 features, N/A% accuracy
[2025-11-27T20:27:54.092672] [INFO ] [LOCAL     ] BWEN: Loaded 8 optimal features with 45.73% confidence from JSON config
[2025-11-27T20:27:54.092712] [DEBUG] [MAG       ] Building data for symbol: BWEN with lookback: 0
[2025-11-27T20:27:54.093470] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:54.093540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:54.098827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:54.100997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:54.101507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:54.101921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:54.104619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:54.105833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:54.107210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:27:54.113310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.152222] [DEBUG] [MAG       ] TRGP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:54.296130] [INFO ] [LOCAL     ] TRGP: Saved forecast.
[2025-11-27T20:27:54.296215] [INFO ] [main      ] TRGP: Signal=1 (Conf=80.0%), Magnitude=1.62% (Conf=37.4428%)
[2025-11-27T20:27:54.296374] [INFO ] [main      ] Fetching symbol history for MRM...
[2025-11-27T20:27:54.296420] [DEBUG] [REMOTE    ] MRM: Fetching historical data.
[2025-11-27T20:27:54.297005] [INFO ] [main      ] Progress: 710/1001 forecasts completed (70.9%). TRGP finished in 0.7s. ETA: 48.0s. Rate: 363.87 forecasts/min
[2025-11-27T20:27:54.307382] [DEBUG] [REMOTE    ] MRM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.308329] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 7 features, N/A% accuracy
[2025-11-27T20:27:54.308389] [INFO ] [LOCAL     ] MRM: Loaded 7 optimal features with 36.90% confidence from JSON config
[2025-11-27T20:27:54.308423] [DEBUG] [MAG       ] Building data for symbol: MRM with lookback: 0
[2025-11-27T20:27:54.309217] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:27:54.309288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:54.310963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:54.311463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:54.311896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:54.312792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:54.313760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:54.314918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:54.316074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.327272] [DEBUG] [MAG       ] DMLP: Last date is validated at 2025-11-26
[2025-11-27T20:27:54.402711] [DEBUG] [MAG       ] PTC: Last date is validated at 2025-11-26
[2025-11-27T20:27:54.446035] [DEBUG] [MAG       ] BWEN: Last date is validated at 2025-11-26
[2025-11-27T20:27:54.492787] [DEBUG] [MAG       ] DMLP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:54.562332] [INFO ] [LOCAL     ] DMLP: Saved forecast.
[2025-11-27T20:27:54.562542] [INFO ] [main      ] DMLP: Signal=1 (Conf=80.0%), Magnitude=-0.85% (Conf=50.3278%)
[2025-11-27T20:27:54.562997] [INFO ] [main      ] Progress: 711/1001 forecasts completed (71.0%). DMLP finished in 0.6s. ETA: 47.9s. Rate: 363.55 forecasts/min
[2025-11-27T20:27:54.563179] [INFO ] [main      ] Fetching symbol history for SIFY...
[2025-11-27T20:27:54.563277] [DEBUG] [REMOTE    ] SIFY: Fetching historical data.
[2025-11-27T20:27:54.567736] [DEBUG] [MAG       ] PTC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:54.574352] [DEBUG] [REMOTE    ] SIFY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.575693] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, N/A% accuracy
[2025-11-27T20:27:54.575821] [INFO ] [LOCAL     ] SIFY: Loaded 3 optimal features with 57.47% confidence from JSON config
[2025-11-27T20:27:54.575910] [DEBUG] [MAG       ] Building data for symbol: SIFY with lookback: 0
[2025-11-27T20:27:54.576753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:54.576898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:54.617508] [DEBUG] [MAG       ] BWEN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:54.651178] [DEBUG] [MAG       ] MRM: Last date is validated at 2025-11-26
[2025-11-27T20:27:54.675436] [INFO ] [LOCAL     ] PTC: Saved forecast.
[2025-11-27T20:27:54.675527] [INFO ] [main      ] PTC: Signal=1 (Conf=80.0%), Magnitude=2.02% (Conf=60.6815%)
[2025-11-27T20:27:54.676013] [INFO ] [main      ] Fetching symbol history for FAF...
[2025-11-27T20:27:54.676068] [DEBUG] [REMOTE    ] FAF: Fetching historical data.
[2025-11-27T20:27:54.676745] [INFO ] [main      ] Progress: 712/1001 forecasts completed (71.1%). PTC finished in 0.6s. ETA: 47.7s. Rate: 363.71 forecasts/min
[2025-11-27T20:27:54.678370] [INFO ] [LOCAL     ] BWEN: Saved forecast.
[2025-11-27T20:27:54.678458] [INFO ] [main      ] BWEN: Signal=1 (Conf=80.0%), Magnitude=-0.92% (Conf=45.7327%)
[2025-11-27T20:27:54.678654] [INFO ] [main      ] Fetching symbol history for ICOP...
[2025-11-27T20:27:54.678709] [DEBUG] [REMOTE    ] ICOP: Fetching historical data.
[2025-11-27T20:27:54.679551] [INFO ] [main      ] Progress: 713/1001 forecasts completed (71.2%). BWEN finished in 0.6s. ETA: 47.4s. Rate: 364.21 forecasts/min
[2025-11-27T20:27:54.683822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:54.685263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:54.687347] [DEBUG] [REMOTE    ] FAF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.688473] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 6 features, N/A% accuracy
[2025-11-27T20:27:54.688534] [INFO ] [LOCAL     ] FAF: Loaded 6 optimal features with 57.98% confidence from JSON config
[2025-11-27T20:27:54.688588] [DEBUG] [MAG       ] Building data for symbol: FAF with lookback: 0
[2025-11-27T20:27:54.689374] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:54.689444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:54.689793] [DEBUG] [REMOTE    ] ICOP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.689829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.690717] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 3 features, N/A% accuracy
[2025-11-27T20:27:54.690779] [INFO ] [LOCAL     ] ICOP: Loaded 3 optimal features with 62.29% confidence from JSON config
[2025-11-27T20:27:54.690813] [DEBUG] [MAG       ] Building data for symbol: ICOP with lookback: 0
[2025-11-27T20:27:54.691104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:54.691569] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:54.691616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:54.691655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:54.692105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:54.692490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:54.695267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:54.696297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.696344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:54.697427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:54.700162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:54.817471] [DEBUG] [MAG       ] MRM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:54.876782] [INFO ] [LOCAL     ] MRM: Saved forecast.
[2025-11-27T20:27:54.876869] [INFO ] [main      ] MRM: Signal=1 (Conf=80.0%), Magnitude=-6.71% (Conf=36.9009%)
[2025-11-27T20:27:54.877217] [INFO ] [main      ] Fetching symbol history for AAON...
[2025-11-27T20:27:54.877269] [DEBUG] [REMOTE    ] AAON: Fetching historical data.
[2025-11-27T20:27:54.877715] [INFO ] [main      ] Progress: 714/1001 forecasts completed (71.3%). MRM finished in 0.6s. ETA: 47.3s. Rate: 364.11 forecasts/min
[2025-11-27T20:27:54.888565] [DEBUG] [REMOTE    ] AAON: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:54.889639] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 3 features, N/A% accuracy
[2025-11-27T20:27:54.889710] [INFO ] [LOCAL     ] AAON: Loaded 3 optimal features with 57.24% confidence from JSON config
[2025-11-27T20:27:54.889746] [DEBUG] [MAG       ] Building data for symbol: AAON with lookback: 0
[2025-11-27T20:27:54.890511] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:54.890595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:54.895347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:54.896233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:27:54.900499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.016649] [DEBUG] [MAG       ] SIFY: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.035640] [DEBUG] [MAG       ] ICOP: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.079398] [DEBUG] [MAG       ] FAF: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.183097] [DEBUG] [MAG       ] SIFY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:55.206297] [DEBUG] [MAG       ] ICOP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:55.233878] [DEBUG] [MAG       ] AAON: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.242372] [DEBUG] [MAG       ] FAF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:55.251737] [INFO ] [LOCAL     ] SIFY: Saved forecast.
[2025-11-27T20:27:55.251885] [INFO ] [main      ] SIFY: Signal=1 (Conf=80.0%), Magnitude=1.47% (Conf=57.4695%)
[2025-11-27T20:27:55.252329] [INFO ] [main      ] Progress: 715/1001 forecasts completed (71.4%). SIFY finished in 0.7s. ETA: 47.2s. Rate: 363.46 forecasts/min
[2025-11-27T20:27:55.252526] [INFO ] [main      ] Fetching symbol history for GDEN...
[2025-11-27T20:27:55.252639] [DEBUG] [REMOTE    ] GDEN: Fetching historical data.
[2025-11-27T20:27:55.263861] [DEBUG] [REMOTE    ] GDEN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:55.265030] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 4 features, N/A% accuracy
[2025-11-27T20:27:55.265151] [INFO ] [LOCAL     ] GDEN: Loaded 4 optimal features with 45.92% confidence from JSON config
[2025-11-27T20:27:55.265240] [DEBUG] [MAG       ] Building data for symbol: GDEN with lookback: 0
[2025-11-27T20:27:55.266096] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:55.266217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:55.271063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:55.272872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:55.273405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:55.274344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.283786] [INFO ] [LOCAL     ] ICOP: Saved forecast.
[2025-11-27T20:27:55.283873] [INFO ] [main      ] ICOP: Signal=1 (Conf=80.0%), Magnitude=2.99% (Conf=62.2853%)
[2025-11-27T20:27:55.284033] [INFO ] [main      ] Fetching symbol history for C...
[2025-11-27T20:27:55.284108] [DEBUG] [REMOTE    ] C: Fetching historical data.
[2025-11-27T20:27:55.284624] [INFO ] [main      ] Progress: 716/1001 forecasts completed (71.5%). ICOP finished in 0.6s. ETA: 47.0s. Rate: 363.87 forecasts/min
[2025-11-27T20:27:55.295748] [DEBUG] [REMOTE    ] C: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:55.296744] [DEBUG] [LOCAL     ] Loaded configuration for C: 6 features, N/A% accuracy
[2025-11-27T20:27:55.296805] [INFO ] [LOCAL     ] C: Loaded 6 optimal features with 65.80% confidence from JSON config
[2025-11-27T20:27:55.296839] [DEBUG] [MAG       ] Building data for symbol: C with lookback: 0
[2025-11-27T20:27:55.297617] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:55.297685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:55.302641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:55.304489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:55.305007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:55.305413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:55.331921] [INFO ] [LOCAL     ] FAF: Saved forecast.
[2025-11-27T20:27:55.332007] [INFO ] [main      ] FAF: Signal=1 (Conf=80.0%), Magnitude=-1.66% (Conf=57.9757%)
[2025-11-27T20:27:55.332436] [INFO ] [main      ] Progress: 717/1001 forecasts completed (71.6%). FAF finished in 0.7s. ETA: 46.8s. Rate: 364.23 forecasts/min
[2025-11-27T20:27:55.332601] [INFO ] [main      ] Fetching symbol history for SFBS...
[2025-11-27T20:27:55.332654] [DEBUG] [REMOTE    ] SFBS: Fetching historical data.
[2025-11-27T20:27:55.344510] [DEBUG] [REMOTE    ] SFBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:55.345671] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 6 features, N/A% accuracy
[2025-11-27T20:27:55.345750] [INFO ] [LOCAL     ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config
[2025-11-27T20:27:55.345801] [DEBUG] [MAG       ] Building data for symbol: SFBS with lookback: 0
[2025-11-27T20:27:55.346766] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:55.346837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:55.351895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:55.353823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:55.354350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:55.356840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:55.402517] [DEBUG] [MAG       ] AAON: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:55.421669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:55.473083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.477609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:27:55.478836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.528374] [INFO ] [LOCAL     ] AAON: Saved forecast.
[2025-11-27T20:27:55.528460] [INFO ] [main      ] AAON: Signal=1 (Conf=80.0%), Magnitude=-4.35% (Conf=57.2377%)
[2025-11-27T20:27:55.528960] [INFO ] [main      ] Fetching symbol history for UTWO...
[2025-11-27T20:27:55.529017] [DEBUG] [REMOTE    ] UTWO: Fetching historical data.
[2025-11-27T20:27:55.529662] [INFO ] [main      ] Progress: 718/1001 forecasts completed (71.7%). AAON finished in 0.7s. ETA: 46.6s. Rate: 364.13 forecasts/min
[2025-11-27T20:27:55.540450] [DEBUG] [REMOTE    ] UTWO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:55.541504] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, N/A% accuracy
[2025-11-27T20:27:55.541566] [INFO ] [LOCAL     ] UTWO: Loaded 4 optimal features with 16.94% confidence from JSON config
[2025-11-27T20:27:55.541630] [DEBUG] [MAG       ] Building data for symbol: UTWO with lookback: 0
[2025-11-27T20:27:55.542403] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:55.542471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:55.547211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:55.549064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:55.549537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:55.549970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.607081] [DEBUG] [MAG       ] GDEN: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.772184] [DEBUG] [MAG       ] GDEN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:55.813066] [DEBUG] [MAG       ] C: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.844472] [DEBUG] [MAG       ] SFBS: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.862118] [INFO ] [LOCAL     ] GDEN: Saved forecast.
[2025-11-27T20:27:55.862274] [INFO ] [main      ] GDEN: Signal=1 (Conf=80.0%), Magnitude=1.94% (Conf=45.9178%)
[2025-11-27T20:27:55.862760] [INFO ] [main      ] Fetching symbol history for DDI...
[2025-11-27T20:27:55.862869] [DEBUG] [REMOTE    ] DDI: Fetching historical data.
[2025-11-27T20:27:55.862918] [INFO ] [main      ] Progress: 719/1001 forecasts completed (71.8%). GDEN finished in 0.6s. ETA: 46.5s. Rate: 363.62 forecasts/min
[2025-11-27T20:27:55.873771] [DEBUG] [REMOTE    ] DDI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:55.874929] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 4 features, N/A% accuracy
[2025-11-27T20:27:55.875048] [INFO ] [LOCAL     ] DDI: Loaded 4 optimal features with 51.15% confidence from JSON config
[2025-11-27T20:27:55.875138] [DEBUG] [MAG       ] Building data for symbol: DDI with lookback: 0
[2025-11-27T20:27:55.875978] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:55.876098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:55.881043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:55.883639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:55.884731] [DEBUG] [MAG       ] UTWO: Last date is validated at 2025-11-26
[2025-11-27T20:27:55.930292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:55.932361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:55.980501] [DEBUG] [MAG       ] C: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.027797] [DEBUG] [MAG       ] SFBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.052151] [DEBUG] [MAG       ] UTWO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.087132] [INFO ] [LOCAL     ] C: Saved forecast.
[2025-11-27T20:27:56.087225] [INFO ] [main      ] C: Signal=1 (Conf=80.0%), Magnitude=0.49% (Conf=65.7997%)
[2025-11-27T20:27:56.087387] [INFO ] [main      ] Fetching symbol history for LVS...
[2025-11-27T20:27:56.087434] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-11-27T20:27:56.088068] [INFO ] [main      ] Progress: 720/1001 forecasts completed (71.9%). C finished in 0.8s. ETA: 46.4s. Rate: 363.43 forecasts/min
[2025-11-27T20:27:56.099074] [DEBUG] [REMOTE    ] LVS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.100150] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 4 features, N/A% accuracy
[2025-11-27T20:27:56.100212] [INFO ] [LOCAL     ] LVS: Loaded 4 optimal features with 52.17% confidence from JSON config
[2025-11-27T20:27:56.100249] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 0
[2025-11-27T20:27:56.101062] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:56.101131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:56.105988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:56.106435] [INFO ] [LOCAL     ] UTWO: Saved forecast.
[2025-11-27T20:27:56.106510] [INFO ] [main      ] UTWO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=16.9407%)
[2025-11-27T20:27:56.106848] [INFO ] [main      ] Fetching symbol history for DTSS...
[2025-11-27T20:27:56.106907] [DEBUG] [REMOTE    ] DTSS: Fetching historical data.
[2025-11-27T20:27:56.106898] [INFO ] [main      ] Progress: 721/1001 forecasts completed (72.0%). UTWO finished in 0.6s. ETA: 46.2s. Rate: 363.88 forecasts/min
[2025-11-27T20:27:56.117928] [DEBUG] [REMOTE    ] DTSS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.118795] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 6 features, N/A% accuracy
[2025-11-27T20:27:56.118856] [INFO ] [LOCAL     ] DTSS: Loaded 6 optimal features with 28.78% confidence from JSON config
[2025-11-27T20:27:56.118899] [DEBUG] [MAG       ] Building data for symbol: DTSS with lookback: 0
[2025-11-27T20:27:56.119666] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:56.119734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:56.121391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:56.121911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:56.122295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:56.124656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:27:56.125336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:56.126902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.133959] [INFO ] [LOCAL     ] SFBS: Saved forecast.
[2025-11-27T20:27:56.134045] [INFO ] [main      ] SFBS: Signal=1 (Conf=80.0%), Magnitude=0.76% (Conf=40.0065%)
[2025-11-27T20:27:56.134371] [INFO ] [main      ] Fetching symbol history for BHF...
[2025-11-27T20:27:56.134423] [DEBUG] [REMOTE    ] BHF: Fetching historical data.
[2025-11-27T20:27:56.135334] [INFO ] [main      ] Progress: 722/1001 forecasts completed (72.1%). SFBS finished in 0.8s. ETA: 46.0s. Rate: 364.30 forecasts/min
[2025-11-27T20:27:56.146290] [DEBUG] [REMOTE    ] BHF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.147404] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 5 features, N/A% accuracy
[2025-11-27T20:27:56.147466] [INFO ] [LOCAL     ] BHF: Loaded 5 optimal features with 31.53% confidence from JSON config
[2025-11-27T20:27:56.147501] [DEBUG] [MAG       ] Building data for symbol: BHF with lookback: 0
[2025-11-27T20:27:56.148377] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:56.148447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:56.153310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:56.154335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:56.156713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:56.158394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:56.159204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.218651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:56.220532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:27:56.221354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.267479] [DEBUG] [MAG       ] DDI: Last date is validated at 2025-11-26
[2025-11-27T20:27:56.449477] [DEBUG] [MAG       ] DDI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.456001] [DEBUG] [MAG       ] DTSS: Last date is validated at 2025-11-26
[2025-11-27T20:27:56.490404] [DEBUG] [MAG       ] BHF: Last date is validated at 2025-11-26
[2025-11-27T20:27:56.525426] [INFO ] [LOCAL     ] DDI: Saved forecast.
[2025-11-27T20:27:56.525511] [INFO ] [main      ] DDI: Signal=1 (Conf=80.0%), Magnitude=-3.42% (Conf=51.1464%)
[2025-11-27T20:27:56.525899] [INFO ] [main      ] Fetching symbol history for DH...
[2025-11-27T20:27:56.525957] [DEBUG] [REMOTE    ] DH: Fetching historical data.
[2025-11-27T20:27:56.526651] [INFO ] [main      ] Progress: 723/1001 forecasts completed (72.2%). DDI finished in 0.7s. ETA: 45.9s. Rate: 363.60 forecasts/min
[2025-11-27T20:27:56.537294] [DEBUG] [REMOTE    ] DH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.538175] [DEBUG] [LOCAL     ] Loaded configuration for DH: 8 features, N/A% accuracy
[2025-11-27T20:27:56.538287] [INFO ] [LOCAL     ] DH: Loaded 8 optimal features with 59.60% confidence from JSON config
[2025-11-27T20:27:56.538376] [DEBUG] [MAG       ] Building data for symbol: DH with lookback: 0
[2025-11-27T20:27:56.539212] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:56.539346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:56.544137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:56.545999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:56.546533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:56.546994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:56.547922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:56.549667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:56.560696] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-11-26
[2025-11-27T20:27:56.587619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:56.588776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.619457] [DEBUG] [MAG       ] DTSS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.657939] [DEBUG] [MAG       ] BHF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.676947] [INFO ] [LOCAL     ] DTSS: Saved forecast.
[2025-11-27T20:27:56.677033] [INFO ] [main      ] DTSS: Signal=1 (Conf=80.0%), Magnitude=1.42% (Conf=28.778%)
[2025-11-27T20:27:56.677479] [INFO ] [main      ] Fetching symbol history for ACEL...
[2025-11-27T20:27:56.677533] [DEBUG] [REMOTE    ] ACEL: Fetching historical data.
[2025-11-27T20:27:56.677653] [INFO ] [main      ] Progress: 724/1001 forecasts completed (72.3%). DTSS finished in 0.6s. ETA: 45.7s. Rate: 363.65 forecasts/min
[2025-11-27T20:27:56.689321] [DEBUG] [REMOTE    ] ACEL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.690370] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, N/A% accuracy
[2025-11-27T20:27:56.690490] [INFO ] [LOCAL     ] ACEL: Loaded 3 optimal features with 48.52% confidence from JSON config
[2025-11-27T20:27:56.690597] [DEBUG] [MAG       ] Building data for symbol: ACEL with lookback: 0
[2025-11-27T20:27:56.691406] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:56.691527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:56.696212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:27:56.696979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:56.699032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.730903] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:56.767810] [INFO ] [LOCAL     ] BHF: Saved forecast.
[2025-11-27T20:27:56.767897] [INFO ] [main      ] BHF: Signal=1 (Conf=80.0%), Magnitude=2.28% (Conf=31.5308%)
[2025-11-27T20:27:56.768279] [INFO ] [main      ] Fetching symbol history for RHP...
[2025-11-27T20:27:56.768332] [DEBUG] [REMOTE    ] RHP: Fetching historical data.
[2025-11-27T20:27:56.769145] [INFO ] [main      ] Progress: 725/1001 forecasts completed (72.4%). BHF finished in 0.6s. ETA: 45.5s. Rate: 363.87 forecasts/min
[2025-11-27T20:27:56.779642] [DEBUG] [REMOTE    ] RHP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.780650] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 1 features, N/A% accuracy
[2025-11-27T20:27:56.780709] [INFO ] [LOCAL     ] RHP: Loaded 1 optimal features with 62.02% confidence from JSON config
[2025-11-27T20:27:56.780760] [DEBUG] [MAG       ] Building data for symbol: RHP with lookback: 0
[2025-11-27T20:27:56.781514] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:56.781597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:56.783052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.820217] [INFO ] [LOCAL     ] LVS: Saved forecast.
[2025-11-27T20:27:56.820309] [INFO ] [main      ] LVS: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=52.1725%)
[2025-11-27T20:27:56.820777] [INFO ] [main      ] Fetching symbol history for ENSC...
[2025-11-27T20:27:56.820837] [DEBUG] [REMOTE    ] ENSC: Fetching historical data.
[2025-11-27T20:27:56.820865] [INFO ] [main      ] Progress: 726/1001 forecasts completed (72.5%). LVS finished in 0.7s. ETA: 45.3s. Rate: 364.21 forecasts/min
[2025-11-27T20:27:56.831981] [DEBUG] [REMOTE    ] ENSC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:56.833011] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 5 features, N/A% accuracy
[2025-11-27T20:27:56.833072] [INFO ] [LOCAL     ] ENSC: Loaded 5 optimal features with 56.04% confidence from JSON config
[2025-11-27T20:27:56.833108] [DEBUG] [MAG       ] Building data for symbol: ENSC with lookback: 0
[2025-11-27T20:27:56.833884] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:56.833952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:56.838687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:56.840448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:56.840962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:56.843753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:56.844459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:56.928183] [DEBUG] [MAG       ] DH: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.025184] [DEBUG] [MAG       ] ACEL: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.103655] [DEBUG] [MAG       ] DH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.113119] [DEBUG] [MAG       ] RHP: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.170927] [INFO ] [LOCAL     ] DH: Saved forecast.
[2025-11-27T20:27:57.171162] [INFO ] [main      ] DH: Signal=1 (Conf=80.0%), Magnitude=-3.49% (Conf=59.5998%)
[2025-11-27T20:27:57.171630] [INFO ] [main      ] Fetching symbol history for LND...
[2025-11-27T20:27:57.171739] [DEBUG] [REMOTE    ] LND: Fetching historical data.
[2025-11-27T20:27:57.171653] [INFO ] [main      ] Progress: 727/1001 forecasts completed (72.6%). DH finished in 0.6s. ETA: 45.2s. Rate: 363.65 forecasts/min
[2025-11-27T20:27:57.175952] [DEBUG] [MAG       ] ENSC: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.183314] [DEBUG] [REMOTE    ] LND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:57.184258] [DEBUG] [LOCAL     ] Loaded configuration for LND: 4 features, N/A% accuracy
[2025-11-27T20:27:57.184318] [INFO ] [LOCAL     ] LND: Loaded 4 optimal features with 48.59% confidence from JSON config
[2025-11-27T20:27:57.184354] [DEBUG] [MAG       ] Building data for symbol: LND with lookback: 0
[2025-11-27T20:27:57.185168] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:57.185237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:57.189791] [DEBUG] [MAG       ] ACEL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.190431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:57.191875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:57.194718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:57.195815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:57.256211] [INFO ] [LOCAL     ] ACEL: Saved forecast.
[2025-11-27T20:27:57.256295] [INFO ] [main      ] ACEL: Signal=1 (Conf=80.0%), Magnitude=-1.27% (Conf=48.5207%)
[2025-11-27T20:27:57.256716] [INFO ] [main      ] Fetching symbol history for FCNCA...
[2025-11-27T20:27:57.256780] [INFO ] [main      ] Progress: 728/1001 forecasts completed (72.7%). ACEL finished in 0.6s. ETA: 45.0s. Rate: 363.89 forecasts/min
[2025-11-27T20:27:57.256904] [DEBUG] [REMOTE    ] FCNCA: Fetching historical data.
[2025-11-27T20:27:57.268125] [DEBUG] [REMOTE    ] FCNCA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:57.269334] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 9 features, N/A% accuracy
[2025-11-27T20:27:57.269454] [INFO ] [LOCAL     ] FCNCA: Loaded 9 optimal features with 60.61% confidence from JSON config
[2025-11-27T20:27:57.269543] [DEBUG] [MAG       ] Building data for symbol: FCNCA with lookback: 0
[2025-11-27T20:27:57.270380] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:57.270504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:57.272218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:57.272799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:57.273245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:57.275255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:57.275809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:57.276865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:57.278510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:57.279611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:57.280337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:57.282028] [DEBUG] [MAG       ] RHP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.348137] [DEBUG] [MAG       ] ENSC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.378489] [INFO ] [LOCAL     ] RHP: Saved forecast.
[2025-11-27T20:27:57.378596] [INFO ] [main      ] RHP: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=62.0223%)
[2025-11-27T20:27:57.378948] [INFO ] [main      ] Fetching symbol history for BRO...
[2025-11-27T20:27:57.379010] [DEBUG] [REMOTE    ] BRO: Fetching historical data.
[2025-11-27T20:27:57.380193] [INFO ] [main      ] Progress: 729/1001 forecasts completed (72.8%). RHP finished in 0.6s. ETA: 44.8s. Rate: 364.02 forecasts/min
[2025-11-27T20:27:57.390791] [DEBUG] [REMOTE    ] BRO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:57.391694] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 10 features, N/A% accuracy
[2025-11-27T20:27:57.391753] [INFO ] [LOCAL     ] BRO: Loaded 10 optimal features with 63.64% confidence from JSON config
[2025-11-27T20:27:57.391788] [DEBUG] [MAG       ] Building data for symbol: BRO with lookback: 0
[2025-11-27T20:27:57.392544] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:57.392628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:57.394276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:57.394794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:57.395183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:57.395927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:57.396740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:57.398363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:57.399551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:57.401340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:27:57.402469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:57.404427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:57.441794] [INFO ] [LOCAL     ] ENSC: Saved forecast.
[2025-11-27T20:27:57.441887] [INFO ] [main      ] ENSC: Signal=1 (Conf=80.0%), Magnitude=-16.48% (Conf=56.0374%)
[2025-11-27T20:27:57.442242] [INFO ] [main      ] Fetching symbol history for MMD...
[2025-11-27T20:27:57.442302] [DEBUG] [REMOTE    ] MMD: Fetching historical data.
[2025-11-27T20:27:57.442662] [INFO ] [main      ] Progress: 730/1001 forecasts completed (72.9%). ENSC finished in 0.6s. ETA: 44.6s. Rate: 364.33 forecasts/min
[2025-11-27T20:27:57.453722] [DEBUG] [REMOTE    ] MMD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:57.454648] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 1 features, N/A% accuracy
[2025-11-27T20:27:57.454709] [INFO ] [LOCAL     ] MMD: Loaded 1 optimal features with 60.94% confidence from JSON config
[2025-11-27T20:27:57.454757] [DEBUG] [MAG       ] Building data for symbol: MMD with lookback: 0
[2025-11-27T20:27:57.455531] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:57.455610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:57.457937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:57.525434] [DEBUG] [MAG       ] LND: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.609091] [DEBUG] [MAG       ] FCNCA: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.689452] [DEBUG] [MAG       ] LND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.735684] [DEBUG] [MAG       ] BRO: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.747159] [INFO ] [LOCAL     ] LND: Saved forecast.
[2025-11-27T20:27:57.747245] [INFO ] [main      ] LND: Signal=1 (Conf=80.0%), Magnitude=2.16% (Conf=48.5875%)
[2025-11-27T20:27:57.747637] [INFO ] [main      ] Fetching symbol history for TTWO...
[2025-11-27T20:27:57.747696] [DEBUG] [REMOTE    ] TTWO: Fetching historical data.
[2025-11-27T20:27:57.747656] [INFO ] [main      ] Progress: 731/1001 forecasts completed (73.0%). LND finished in 0.6s. ETA: 44.5s. Rate: 363.90 forecasts/min
[2025-11-27T20:27:57.759369] [DEBUG] [REMOTE    ] TTWO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:57.760302] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 2 features, N/A% accuracy
[2025-11-27T20:27:57.760359] [INFO ] [LOCAL     ] TTWO: Loaded 2 optimal features with 62.15% confidence from JSON config
[2025-11-27T20:27:57.760393] [DEBUG] [MAG       ] Building data for symbol: TTWO with lookback: 0
[2025-11-27T20:27:57.761213] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:57.761280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:57.762959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:57.763471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:57.774916] [DEBUG] [MAG       ] FCNCA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.822703] [DEBUG] [MAG       ] MMD: Last date is validated at 2025-11-26
[2025-11-27T20:27:57.901679] [DEBUG] [MAG       ] BRO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:57.997082] [DEBUG] [MAG       ] MMD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.007544] [INFO ] [LOCAL     ] FCNCA: Saved forecast.
[2025-11-27T20:27:58.007730] [INFO ] [main      ] FCNCA: Signal=1 (Conf=80.0%), Magnitude=2.89% (Conf=60.613%)
[2025-11-27T20:27:58.008016] [INFO ] [LOCAL     ] BRO: Saved forecast.
[2025-11-27T20:27:58.008251] [INFO ] [main      ] Fetching symbol history for ETB...
[2025-11-27T20:27:58.008289] [INFO ] [main      ] Progress: 732/1001 forecasts completed (73.1%). FCNCA finished in 0.8s. ETA: 44.4s. Rate: 363.61 forecasts/min
[2025-11-27T20:27:58.008385] [DEBUG] [REMOTE    ] ETB: Fetching historical data.
[2025-11-27T20:27:58.008189] [INFO ] [main      ] BRO: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=63.6377%)
[2025-11-27T20:27:58.008806] [INFO ] [main      ] Fetching symbol history for ORIC...
[2025-11-27T20:27:58.009069] [INFO ] [main      ] Progress: 733/1001 forecasts completed (73.2%). BRO finished in 0.6s. ETA: 44.2s. Rate: 364.11 forecasts/min
[2025-11-27T20:27:58.008987] [DEBUG] [REMOTE    ] ORIC: Fetching historical data.
[2025-11-27T20:27:58.020186] [DEBUG] [REMOTE    ] ETB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.020242] [DEBUG] [REMOTE    ] ORIC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.021347] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 1 features, N/A% accuracy
[2025-11-27T20:27:58.021417] [INFO ] [LOCAL     ] ETB: Loaded 1 optimal features with 48.48% confidence from JSON config
[2025-11-27T20:27:58.021457] [DEBUG] [MAG       ] Building data for symbol: ETB with lookback: 0
[2025-11-27T20:27:58.021366] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 2 features, N/A% accuracy
[2025-11-27T20:27:58.021593] [INFO ] [LOCAL     ] ORIC: Loaded 2 optimal features with 57.07% confidence from JSON config
[2025-11-27T20:27:58.021691] [DEBUG] [MAG       ] Building data for symbol: ORIC with lookback: 0
[2025-11-27T20:27:58.022248] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:58.022315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:58.022516] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:27:58.022659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:58.023060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.023427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:27:58.026108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.053621] [INFO ] [LOCAL     ] MMD: Saved forecast.
[2025-11-27T20:27:58.053714] [INFO ] [main      ] MMD: Signal=1 (Conf=80.0%), Magnitude=0.61% (Conf=60.9428%)
[2025-11-27T20:27:58.054064] [INFO ] [main      ] Fetching symbol history for FPI...
[2025-11-27T20:27:58.054119] [DEBUG] [REMOTE    ] FPI: Fetching historical data.
[2025-11-27T20:27:58.054773] [INFO ] [main      ] Progress: 734/1001 forecasts completed (73.3%). MMD finished in 0.6s. ETA: 44.0s. Rate: 364.47 forecasts/min
[2025-11-27T20:27:58.066067] [DEBUG] [REMOTE    ] FPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.067020] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 3 features, N/A% accuracy
[2025-11-27T20:27:58.067084] [INFO ] [LOCAL     ] FPI: Loaded 3 optimal features with 56.29% confidence from JSON config
[2025-11-27T20:27:58.067131] [DEBUG] [MAG       ] Building data for symbol: FPI with lookback: 0
[2025-11-27T20:27:58.067972] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:58.068041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:58.073142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:27:58.074492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:27:58.076458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.090325] [DEBUG] [MAG       ] TTWO: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.253938] [DEBUG] [MAG       ] TTWO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.353261] [DEBUG] [MAG       ] ETB: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.361366] [DEBUG] [MAG       ] ORIC: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.372963] [INFO ] [LOCAL     ] TTWO: Saved forecast.
[2025-11-27T20:27:58.373050] [INFO ] [main      ] TTWO: Signal=1 (Conf=80.0%), Magnitude=2.83% (Conf=62.1477%)
[2025-11-27T20:27:58.373211] [INFO ] [main      ] Fetching symbol history for KYTX...
[2025-11-27T20:27:58.373275] [DEBUG] [REMOTE    ] KYTX: Fetching historical data.
[2025-11-27T20:27:58.374654] [INFO ] [main      ] Progress: 735/1001 forecasts completed (73.4%). TTWO finished in 0.6s. ETA: 43.8s. Rate: 364.00 forecasts/min
[2025-11-27T20:27:58.384343] [DEBUG] [REMOTE    ] KYTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.385417] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 4 features, N/A% accuracy
[2025-11-27T20:27:58.385487] [INFO ] [LOCAL     ] KYTX: Loaded 4 optimal features with 39.27% confidence from JSON config
[2025-11-27T20:27:58.385521] [DEBUG] [MAG       ] Building data for symbol: KYTX with lookback: 0
[2025-11-27T20:27:58.386311] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:27:58.386379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:58.391284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:27:58.429209] [DEBUG] [MAG       ] FPI: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.464032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:58.467066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:27:58.468443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.523408] [DEBUG] [MAG       ] ETB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.527658] [DEBUG] [MAG       ] ORIC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.575903] [INFO ] [LOCAL     ] ETB: Saved forecast.
[2025-11-27T20:27:58.576078] [INFO ] [main      ] ETB: Signal=1 (Conf=80.0%), Magnitude=-0.06% (Conf=48.4816%)
[2025-11-27T20:27:58.576514] [INFO ] [main      ] Fetching symbol history for SBAC...
[2025-11-27T20:27:58.576544] [INFO ] [main      ] Progress: 736/1001 forecasts completed (73.5%). ETB finished in 0.6s. ETA: 43.7s. Rate: 363.89 forecasts/min
[2025-11-27T20:27:58.576681] [DEBUG] [REMOTE    ] SBAC: Fetching historical data.
[2025-11-27T20:27:58.587805] [DEBUG] [REMOTE    ] SBAC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.588902] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 8 features, N/A% accuracy
[2025-11-27T20:27:58.589035] [INFO ] [LOCAL     ] SBAC: Loaded 8 optimal features with 57.62% confidence from JSON config
[2025-11-27T20:27:58.589125] [DEBUG] [MAG       ] Building data for symbol: SBAC with lookback: 0
[2025-11-27T20:27:58.589949] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:27:58.590070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:58.594870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:58.595156] [DEBUG] [MAG       ] FPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.596748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:58.597272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:58.597733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:58.599324] [INFO ] [LOCAL     ] ORIC: Saved forecast.
[2025-11-27T20:27:58.599562] [INFO ] [main      ] ORIC: Signal=1 (Conf=80.0%), Magnitude=-0.67% (Conf=57.0726%)
[2025-11-27T20:27:58.599786] [INFO ] [main      ] Fetching symbol history for ISPO...
[2025-11-27T20:27:58.600034] [DEBUG] [REMOTE    ] ISPO: Fetching historical data.
[2025-11-27T20:27:58.600974] [INFO ] [main      ] Progress: 737/1001 forecasts completed (73.6%). ORIC finished in 0.6s. ETA: 43.5s. Rate: 364.31 forecasts/min
[2025-11-27T20:27:58.611597] [DEBUG] [REMOTE    ] ISPO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.612533] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, N/A% accuracy
[2025-11-27T20:27:58.612663] [INFO ] [LOCAL     ] ISPO: Loaded 5 optimal features with 55.20% confidence from JSON config
[2025-11-27T20:27:58.612753] [DEBUG] [MAG       ] Building data for symbol: ISPO with lookback: 0
[2025-11-27T20:27:58.613537] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:58.613672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:58.618461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:58.620289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:58.620826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:58.621800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:58.624432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.646913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:27:58.648925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:27:58.650453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:27:58.651216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.654248] [INFO ] [LOCAL     ] FPI: Saved forecast.
[2025-11-27T20:27:58.654334] [INFO ] [main      ] FPI: Signal=1 (Conf=80.0%), Magnitude=1.52% (Conf=56.2921%)
[2025-11-27T20:27:58.654698] [INFO ] [main      ] Fetching symbol history for SDHY...
[2025-11-27T20:27:58.654756] [DEBUG] [REMOTE    ] SDHY: Fetching historical data.
[2025-11-27T20:27:58.654711] [INFO ] [main      ] Progress: 738/1001 forecasts completed (73.7%). FPI finished in 0.6s. ETA: 43.3s. Rate: 364.64 forecasts/min
[2025-11-27T20:27:58.666339] [DEBUG] [REMOTE    ] SDHY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:58.667166] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 5 features, N/A% accuracy
[2025-11-27T20:27:58.667225] [INFO ] [LOCAL     ] SDHY: Loaded 5 optimal features with 49.99% confidence from JSON config
[2025-11-27T20:27:58.667259] [DEBUG] [MAG       ] Building data for symbol: SDHY with lookback: 0
[2025-11-27T20:27:58.668027] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:58.668095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:58.669873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:58.670418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:58.670837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:58.671622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:58.673944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:58.798943] [DEBUG] [MAG       ] KYTX: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.955983] [DEBUG] [MAG       ] ISPO: Last date is validated at 2025-11-26
[2025-11-27T20:27:58.962978] [DEBUG] [MAG       ] KYTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:58.981863] [DEBUG] [MAG       ] SBAC: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.007307] [DEBUG] [MAG       ] SDHY: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.029206] [INFO ] [LOCAL     ] KYTX: Saved forecast.
[2025-11-27T20:27:59.029297] [INFO ] [main      ] KYTX: Signal=1 (Conf=80.0%), Magnitude=-0.96% (Conf=39.274%)
[2025-11-27T20:27:59.029696] [INFO ] [main      ] Fetching symbol history for EXPI...
[2025-11-27T20:27:59.029754] [DEBUG] [REMOTE    ] EXPI: Fetching historical data.
[2025-11-27T20:27:59.029734] [INFO ] [main      ] Progress: 739/1001 forecasts completed (73.8%). KYTX finished in 0.7s. ETA: 43.2s. Rate: 364.01 forecasts/min
[2025-11-27T20:27:59.041290] [DEBUG] [REMOTE    ] EXPI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.042312] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 5 features, N/A% accuracy
[2025-11-27T20:27:59.042373] [INFO ] [LOCAL     ] EXPI: Loaded 5 optimal features with 48.99% confidence from JSON config
[2025-11-27T20:27:59.042408] [DEBUG] [MAG       ] Building data for symbol: EXPI with lookback: 0
[2025-11-27T20:27:59.043236] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:59.043305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.048034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.049858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:59.050337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:59.050764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:59.051657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.121383] [DEBUG] [MAG       ] ISPO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.148298] [DEBUG] [MAG       ] SBAC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.173759] [DEBUG] [MAG       ] SDHY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.182660] [INFO ] [LOCAL     ] ISPO: Saved forecast.
[2025-11-27T20:27:59.182808] [INFO ] [main      ] ISPO: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=55.1981%)
[2025-11-27T20:27:59.183043] [INFO ] [main      ] Fetching symbol history for BSAC...
[2025-11-27T20:27:59.183178] [DEBUG] [REMOTE    ] BSAC: Fetching historical data.
[2025-11-27T20:27:59.183643] [INFO ] [main      ] Progress: 740/1001 forecasts completed (73.9%). ISPO finished in 0.6s. ETA: 43.0s. Rate: 364.05 forecasts/min
[2025-11-27T20:27:59.195782] [DEBUG] [REMOTE    ] BSAC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.196829] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, N/A% accuracy
[2025-11-27T20:27:59.196898] [INFO ] [LOCAL     ] BSAC: Loaded 3 optimal features with 50.65% confidence from JSON config
[2025-11-27T20:27:59.196935] [DEBUG] [MAG       ] Building data for symbol: BSAC with lookback: 0
[2025-11-27T20:27:59.197753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:59.197821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.202566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.204302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:59.204791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.231762] [INFO ] [LOCAL     ] SDHY: Saved forecast.
[2025-11-27T20:27:59.231848] [INFO ] [main      ] SDHY: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=49.9891%)
[2025-11-27T20:27:59.232206] [INFO ] [main      ] Fetching symbol history for NCA...
[2025-11-27T20:27:59.232263] [DEBUG] [REMOTE    ] NCA: Fetching historical data.
[2025-11-27T20:27:59.232225] [INFO ] [main      ] Progress: 741/1001 forecasts completed (74.0%). SDHY finished in 0.6s. ETA: 42.8s. Rate: 364.39 forecasts/min
[2025-11-27T20:27:59.243355] [DEBUG] [REMOTE    ] NCA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.244224] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 9 features, N/A% accuracy
[2025-11-27T20:27:59.244282] [INFO ] [LOCAL     ] NCA: Loaded 9 optimal features with 26.18% confidence from JSON config
[2025-11-27T20:27:59.244320] [DEBUG] [MAG       ] Building data for symbol: NCA with lookback: 0
[2025-11-27T20:27:59.245100] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:27:59.245171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.249943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.251696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:59.252186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:27:59.253063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:27:59.272810] [INFO ] [LOCAL     ] SBAC: Saved forecast.
[2025-11-27T20:27:59.272967] [INFO ] [main      ] SBAC: Signal=1 (Conf=80.0%), Magnitude=-0.69% (Conf=57.6169%)
[2025-11-27T20:27:59.273212] [INFO ] [main      ] Fetching symbol history for SGHC...
[2025-11-27T20:27:59.273448] [DEBUG] [REMOTE    ] SGHC: Fetching historical data.
[2025-11-27T20:27:59.274373] [INFO ] [main      ] Progress: 742/1001 forecasts completed (74.1%). SBAC finished in 0.7s. ETA: 42.6s. Rate: 364.76 forecasts/min
[2025-11-27T20:27:59.284886] [DEBUG] [REMOTE    ] SGHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.285747] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 6 features, N/A% accuracy
[2025-11-27T20:27:59.285859] [INFO ] [LOCAL     ] SGHC: Loaded 6 optimal features with 54.31% confidence from JSON config
[2025-11-27T20:27:59.285959] [DEBUG] [MAG       ] Building data for symbol: SGHC with lookback: 0
[2025-11-27T20:27:59.286779] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:27:59.286899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.291685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.293502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:27:59.294055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:27:59.294503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:27:59.296861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:27:59.298524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.360646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:27:59.363525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:27:59.380791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:59.381855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:27:59.382973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.390422] [DEBUG] [MAG       ] EXPI: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.532043] [DEBUG] [MAG       ] BSAC: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.573609] [DEBUG] [MAG       ] EXPI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.631090] [DEBUG] [MAG       ] SGHC: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.647064] [INFO ] [LOCAL     ] EXPI: Saved forecast.
[2025-11-27T20:27:59.647162] [INFO ] [main      ] EXPI: Signal=1 (Conf=80.0%), Magnitude=-4.13% (Conf=48.9948%)
[2025-11-27T20:27:59.647326] [INFO ] [main      ] Fetching symbol history for FIVE...
[2025-11-27T20:27:59.647373] [DEBUG] [REMOTE    ] FIVE: Fetching historical data.
[2025-11-27T20:27:59.647927] [INFO ] [main      ] Progress: 743/1001 forecasts completed (74.2%). EXPI finished in 0.6s. ETA: 42.5s. Rate: 364.14 forecasts/min
[2025-11-27T20:27:59.660080] [DEBUG] [REMOTE    ] FIVE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.661239] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 10 features, N/A% accuracy
[2025-11-27T20:27:59.661306] [INFO ] [LOCAL     ] FIVE: Loaded 10 optimal features with 55.35% confidence from JSON config
[2025-11-27T20:27:59.661355] [DEBUG] [MAG       ] Building data for symbol: FIVE with lookback: 0
[2025-11-27T20:27:59.662253] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:27:59.662338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.667879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.670167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:59.670740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:27:59.698008] [DEBUG] [MAG       ] BSAC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.717534] [DEBUG] [MAG       ] NCA: Last date is validated at 2025-11-26
[2025-11-27T20:27:59.724773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:27:59.727931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:27:59.730421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:27:59.731544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:27:59.733325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:27:59.734627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:27:59.735393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.765499] [INFO ] [LOCAL     ] BSAC: Saved forecast.
[2025-11-27T20:27:59.765611] [INFO ] [main      ] BSAC: Signal=1 (Conf=80.0%), Magnitude=0.51% (Conf=50.652%)
[2025-11-27T20:27:59.766023] [INFO ] [main      ] Fetching symbol history for NRG...
[2025-11-27T20:27:59.766081] [DEBUG] [REMOTE    ] NRG: Fetching historical data.
[2025-11-27T20:27:59.766690] [INFO ] [main      ] Progress: 744/1001 forecasts completed (74.3%). BSAC finished in 0.6s. ETA: 42.3s. Rate: 364.27 forecasts/min
[2025-11-27T20:27:59.778723] [DEBUG] [REMOTE    ] NRG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.779938] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 3 features, N/A% accuracy
[2025-11-27T20:27:59.779998] [INFO ] [LOCAL     ] NRG: Loaded 3 optimal features with 61.04% confidence from JSON config
[2025-11-27T20:27:59.780032] [DEBUG] [MAG       ] Building data for symbol: NRG with lookback: 0
[2025-11-27T20:27:59.780812] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:27:59.780877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:27:59.782263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:27:59.783825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:27:59.785417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.798800] [DEBUG] [MAG       ] SGHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.867700] [INFO ] [LOCAL     ] SGHC: Saved forecast.
[2025-11-27T20:27:59.867902] [INFO ] [main      ] SGHC: Signal=1 (Conf=80.0%), Magnitude=-3.60% (Conf=54.3125%)
[2025-11-27T20:27:59.868178] [INFO ] [main      ] Fetching symbol history for THO...
[2025-11-27T20:27:59.868447] [DEBUG] [REMOTE    ] THO: Fetching historical data.
[2025-11-27T20:27:59.869417] [INFO ] [main      ] Progress: 745/1001 forecasts completed (74.4%). SGHC finished in 0.6s. ETA: 42.1s. Rate: 364.46 forecasts/min
[2025-11-27T20:27:59.879960] [DEBUG] [REMOTE    ] THO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.881269] [DEBUG] [LOCAL     ] Loaded configuration for THO: 5 features, N/A% accuracy
[2025-11-27T20:27:59.881381] [INFO ] [LOCAL     ] THO: Loaded 5 optimal features with 53.64% confidence from JSON config
[2025-11-27T20:27:59.881472] [DEBUG] [MAG       ] Building data for symbol: THO with lookback: 0
[2025-11-27T20:27:59.882300] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:27:59.882422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:27:59.884192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:27:59.884789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:27:59.885632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:27:59.887392] [DEBUG] [MAG       ] NCA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:27:59.924432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:27:59.927346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:27:59.955481] [INFO ] [LOCAL     ] NCA: Saved forecast.
[2025-11-27T20:27:59.955608] [INFO ] [main      ] NCA: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=26.1771%)
[2025-11-27T20:27:59.956031] [INFO ] [main      ] Fetching symbol history for FMC...
[2025-11-27T20:27:59.956091] [DEBUG] [REMOTE    ] FMC: Fetching historical data.
[2025-11-27T20:27:59.956681] [INFO ] [main      ] Progress: 746/1001 forecasts completed (74.5%). NCA finished in 0.7s. ETA: 42.0s. Rate: 364.69 forecasts/min
[2025-11-27T20:27:59.967762] [DEBUG] [REMOTE    ] FMC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:27:59.968852] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 1 features, N/A% accuracy
[2025-11-27T20:27:59.968921] [INFO ] [LOCAL     ] FMC: Loaded 1 optimal features with 39.48% confidence from JSON config
[2025-11-27T20:27:59.968956] [DEBUG] [MAG       ] Building data for symbol: FMC with lookback: 0
[2025-11-27T20:27:59.969730] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:27:59.969794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:27:59.974477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:00.097721] [DEBUG] [MAG       ] FIVE: Last date is validated at 2025-11-26
[2025-11-27T20:28:00.117787] [DEBUG] [MAG       ] NRG: Last date is validated at 2025-11-26
[2025-11-27T20:28:00.257603] [DEBUG] [MAG       ] THO: Last date is validated at 2025-11-26
[2025-11-27T20:28:00.279098] [DEBUG] [MAG       ] FIVE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:00.280974] [DEBUG] [MAG       ] NRG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:00.305145] [DEBUG] [MAG       ] FMC: Last date is validated at 2025-11-26
[2025-11-27T20:28:00.385802] [INFO ] [LOCAL     ] NRG: Saved forecast.
[2025-11-27T20:28:00.385902] [INFO ] [main      ] NRG: Signal=1 (Conf=80.0%), Magnitude=3.27% (Conf=61.0403%)
[2025-11-27T20:28:00.386068] [INFO ] [main      ] Fetching symbol history for AXS...
[2025-11-27T20:28:00.386130] [DEBUG] [REMOTE    ] AXS: Fetching historical data.
[2025-11-27T20:28:00.387649] [INFO ] [main      ] Progress: 747/1001 forecasts completed (74.6%). NRG finished in 0.6s. ETA: 41.9s. Rate: 363.90 forecasts/min
[2025-11-27T20:28:00.397526] [DEBUG] [REMOTE    ] AXS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:00.398730] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 1 features, N/A% accuracy
[2025-11-27T20:28:00.398792] [INFO ] [LOCAL     ] AXS: Loaded 1 optimal features with 58.03% confidence from JSON config
[2025-11-27T20:28:00.398828] [DEBUG] [MAG       ] Building data for symbol: AXS with lookback: 0
[2025-11-27T20:28:00.399622] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:00.399687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:00.404361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:00.421131] [INFO ] [LOCAL     ] FIVE: Saved forecast.
[2025-11-27T20:28:00.421218] [INFO ] [main      ] FIVE: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=55.3484%)
[2025-11-27T20:28:00.421397] [INFO ] [main      ] Fetching symbol history for VRIG...
[2025-11-27T20:28:00.421459] [DEBUG] [REMOTE    ] VRIG: Fetching historical data.
[2025-11-27T20:28:00.423291] [INFO ] [main      ] Progress: 748/1001 forecasts completed (74.7%). FIVE finished in 0.8s. ETA: 41.7s. Rate: 364.28 forecasts/min
[2025-11-27T20:28:00.423201] [DEBUG] [MAG       ] THO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:00.434889] [DEBUG] [REMOTE    ] VRIG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:00.435688] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 53 features, N/A% accuracy
[2025-11-27T20:28:00.435751] [INFO ] [LOCAL     ] VRIG: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:28:00.435786] [DEBUG] [MAG       ] Building data for symbol: VRIG with lookback: 0
[2025-11-27T20:28:00.436613] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:28:00.436728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:00.443324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:00.445711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:00.446430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:00.447096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:00.447671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:00.448791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:00.449910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:00.452794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:00.475435] [DEBUG] [MAG       ] FMC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:00.568302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:00.570399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:00.583051] [INFO ] [LOCAL     ] FMC: Saved forecast.
[2025-11-27T20:28:00.583138] [INFO ] [main      ] FMC: Signal=1 (Conf=80.0%), Magnitude=-6.55% (Conf=39.4849%)
[2025-11-27T20:28:00.583297] [INFO ] [main      ] Fetching symbol history for HITI...
[2025-11-27T20:28:00.583345] [DEBUG] [REMOTE    ] HITI: Fetching historical data.
[2025-11-27T20:28:00.583947] [INFO ] [main      ] Progress: 749/1001 forecasts completed (74.8%). FMC finished in 0.6s. ETA: 41.5s. Rate: 364.29 forecasts/min
[2025-11-27T20:28:00.595392] [DEBUG] [REMOTE    ] HITI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:00.596378] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 2 features, N/A% accuracy
[2025-11-27T20:28:00.596437] [INFO ] [LOCAL     ] HITI: Loaded 2 optimal features with 46.50% confidence from JSON config
[2025-11-27T20:28:00.596472] [DEBUG] [MAG       ] Building data for symbol: HITI with lookback: 0
[2025-11-27T20:28:00.597240] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:00.597307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:00.600163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:00.602915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:00.609267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:00.610513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:00.650319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:00.651221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:00.652425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:00.663782] [INFO ] [LOCAL     ] THO: Saved forecast.
[2025-11-27T20:28:00.666662] [INFO ] [main      ] THO: Signal=1 (Conf=80.0%), Magnitude=-2.92% (Conf=53.6412%)
[2025-11-27T20:28:00.666846] [INFO ] [main      ] Fetching symbol history for CRM...
[2025-11-27T20:28:00.666905] [DEBUG] [REMOTE    ] CRM: Fetching historical data.
[2025-11-27T20:28:00.669773] [INFO ] [main      ] Progress: 750/1001 forecasts completed (74.9%). THO finished in 0.8s. ETA: 41.3s. Rate: 364.52 forecasts/min
[2025-11-27T20:28:00.687191] [DEBUG] [REMOTE    ] CRM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:00.691024] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 5 features, N/A% accuracy
[2025-11-27T20:28:00.691092] [INFO ] [LOCAL     ] CRM: Loaded 5 optimal features with 46.99% confidence from JSON config
[2025-11-27T20:28:00.691127] [DEBUG] [MAG       ] Building data for symbol: CRM with lookback: 0
[2025-11-27T20:28:00.691958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:00.692029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:00.695764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:00.696292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:00.702008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:00.703209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:00.704256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:00.725539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:00.726426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:00.728399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:00.731162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:00.732271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:00.734259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:00.735019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:00.739378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:00.740755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:00.742051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:00.743530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:00.746313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:00.747013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:00.747722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:00.749707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:00.750781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:00.751458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:00.752224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:28:00.752939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:00.755679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:00.759260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:00.765810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:00.768039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:00.774461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:00.806375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:00.807720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:00.809477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:00.810261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:00.814257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:00.815891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:00.819912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:00.821232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:00.822588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:00.827790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:00.829405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:00.835277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:00.837609] [DEBUG] [MAG       ] AXS: Last date is validated at 2025-11-26
[2025-11-27T20:28:00.837189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:00.849344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:01.014618] [DEBUG] [MAG       ] HITI: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.175453] [DEBUG] [MAG       ] CRM: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.182803] [DEBUG] [MAG       ] VRIG: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.186564] [DEBUG] [MAG       ] AXS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.300321] [INFO ] [LOCAL     ] AXS: Saved forecast.
[2025-11-27T20:28:01.300404] [INFO ] [main      ] AXS: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=58.033%)
[2025-11-27T20:28:01.300417] [DEBUG] [MAG       ] HITI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.300772] [INFO ] [main      ] Progress: 751/1001 forecasts completed (75.0%). AXS finished in 0.9s. ETA: 41.3s. Rate: 363.15 forecasts/min
[2025-11-27T20:28:01.300900] [INFO ] [main      ] Fetching symbol history for TEAM...
[2025-11-27T20:28:01.300944] [DEBUG] [REMOTE    ] TEAM: Fetching historical data.
[2025-11-27T20:28:01.312332] [DEBUG] [REMOTE    ] TEAM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:01.313607] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, N/A% accuracy
[2025-11-27T20:28:01.313668] [INFO ] [LOCAL     ] TEAM: Loaded 1 optimal features with 52.00% confidence from JSON config
[2025-11-27T20:28:01.313702] [DEBUG] [MAG       ] Building data for symbol: TEAM with lookback: 0
[2025-11-27T20:28:01.314458] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:01.314519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:01.345719] [DEBUG] [MAG       ] CRM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.356749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:01.358131] [INFO ] [LOCAL     ] HITI: Saved forecast.
[2025-11-27T20:28:01.358244] [INFO ] [main      ] HITI: Signal=1 (Conf=80.0%), Magnitude=2.93% (Conf=46.5023%)
[2025-11-27T20:28:01.358714] [INFO ] [main      ] Progress: 752/1001 forecasts completed (75.1%). HITI finished in 0.8s. ETA: 41.1s. Rate: 363.47 forecasts/min
[2025-11-27T20:28:01.358905] [INFO ] [main      ] Fetching symbol history for DTG...
[2025-11-27T20:28:01.358959] [DEBUG] [REMOTE    ] DTG: Fetching historical data.
[2025-11-27T20:28:01.361052] [DEBUG] [MAG       ] VRIG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.370763] [DEBUG] [REMOTE    ] DTG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:01.371815] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 2 features, N/A% accuracy
[2025-11-27T20:28:01.371885] [INFO ] [LOCAL     ] DTG: Loaded 2 optimal features with 44.60% confidence from JSON config
[2025-11-27T20:28:01.371923] [DEBUG] [MAG       ] Building data for symbol: DTG with lookback: 0
[2025-11-27T20:28:01.372908] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:01.373069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:01.379041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:01.381488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:01.486149] [INFO ] [LOCAL     ] CRM: Saved forecast.
[2025-11-27T20:28:01.486251] [INFO ] [main      ] CRM: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=46.9857%)
[2025-11-27T20:28:01.486453] [INFO ] [main      ] Fetching symbol history for STNE...
[2025-11-27T20:28:01.486501] [DEBUG] [REMOTE    ] STNE: Fetching historical data.
[2025-11-27T20:28:01.487017] [INFO ] [main      ] Progress: 753/1001 forecasts completed (75.2%). CRM finished in 0.8s. ETA: 40.9s. Rate: 363.58 forecasts/min
[2025-11-27T20:28:01.511015] [DEBUG] [REMOTE    ] STNE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:01.511921] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 2 features, N/A% accuracy
[2025-11-27T20:28:01.511985] [INFO ] [LOCAL     ] STNE: Loaded 2 optimal features with 62.56% confidence from JSON config
[2025-11-27T20:28:01.512020] [DEBUG] [MAG       ] Building data for symbol: STNE with lookback: 0
[2025-11-27T20:28:01.512977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:01.513047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:01.523232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:01.525195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:01.667496] [INFO ] [LOCAL     ] VRIG: Saved forecast.
[2025-11-27T20:28:01.667630] [INFO ] [main      ] VRIG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:28:01.667884] [INFO ] [main      ] Fetching symbol history for DTB...
[2025-11-27T20:28:01.667958] [DEBUG] [REMOTE    ] DTB: Fetching historical data.
[2025-11-27T20:28:01.668881] [INFO ] [main      ] Progress: 754/1001 forecasts completed (75.3%). VRIG finished in 1.2s. ETA: 40.8s. Rate: 363.53 forecasts/min
[2025-11-27T20:28:01.685300] [DEBUG] [REMOTE    ] DTB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:01.686428] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, N/A% accuracy
[2025-11-27T20:28:01.686514] [INFO ] [LOCAL     ] DTB: Loaded 3 optimal features with 38.88% confidence from JSON config
[2025-11-27T20:28:01.686596] [DEBUG] [MAG       ] Building data for symbol: DTB with lookback: 0
[2025-11-27T20:28:01.687726] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:01.687830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:01.689275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:01.740989] [DEBUG] [MAG       ] DTG: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.765119] [DEBUG] [MAG       ] TEAM: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.809100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:01.810413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:01.875990] [DEBUG] [MAG       ] STNE: Last date is validated at 2025-11-26
[2025-11-27T20:28:01.914837] [DEBUG] [MAG       ] DTG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.933634] [DEBUG] [MAG       ] TEAM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:01.972382] [INFO ] [LOCAL     ] DTG: Saved forecast.
[2025-11-27T20:28:01.972467] [INFO ] [main      ] DTG: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=44.5993%)
[2025-11-27T20:28:01.972825] [INFO ] [main      ] Progress: 755/1001 forecasts completed (75.4%). DTG finished in 0.6s. ETA: 40.6s. Rate: 363.12 forecasts/min
[2025-11-27T20:28:01.972951] [INFO ] [main      ] Fetching symbol history for HSHP...
[2025-11-27T20:28:01.973001] [DEBUG] [REMOTE    ] HSHP: Fetching historical data.
[2025-11-27T20:28:01.984245] [DEBUG] [REMOTE    ] HSHP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:01.985236] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 5 features, N/A% accuracy
[2025-11-27T20:28:01.985301] [INFO ] [LOCAL     ] HSHP: Loaded 5 optimal features with 50.51% confidence from JSON config
[2025-11-27T20:28:01.985340] [DEBUG] [MAG       ] Building data for symbol: HSHP with lookback: 0
[2025-11-27T20:28:01.986176] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:01.986246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:01.991118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:01.992150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:01.994618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:01.995357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:01.996460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.056793] [DEBUG] [MAG       ] STNE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:02.064345] [INFO ] [LOCAL     ] TEAM: Saved forecast.
[2025-11-27T20:28:02.064516] [INFO ] [main      ] TEAM: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=52.0035%)
[2025-11-27T20:28:02.065068] [INFO ] [main      ] Fetching symbol history for UHAL...
[2025-11-27T20:28:02.065181] [DEBUG] [REMOTE    ] UHAL: Fetching historical data.
[2025-11-27T20:28:02.065664] [INFO ] [main      ] Progress: 756/1001 forecasts completed (75.5%). TEAM finished in 0.8s. ETA: 40.5s. Rate: 363.33 forecasts/min
[2025-11-27T20:28:02.077047] [DEBUG] [REMOTE    ] UHAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.078193] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 3 features, N/A% accuracy
[2025-11-27T20:28:02.078308] [INFO ] [LOCAL     ] UHAL: Loaded 3 optimal features with 54.06% confidence from JSON config
[2025-11-27T20:28:02.078397] [DEBUG] [MAG       ] Building data for symbol: UHAL with lookback: 0
[2025-11-27T20:28:02.079233] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:02.079353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:02.080133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:02.080898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:02.082606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.125748] [INFO ] [LOCAL     ] STNE: Saved forecast.
[2025-11-27T20:28:02.125834] [INFO ] [main      ] STNE: Signal=1 (Conf=80.0%), Magnitude=4.07% (Conf=62.5645%)
[2025-11-27T20:28:02.126200] [INFO ] [main      ] Fetching symbol history for BLFS...
[2025-11-27T20:28:02.126254] [DEBUG] [REMOTE    ] BLFS: Fetching historical data.
[2025-11-27T20:28:02.126670] [INFO ] [main      ] Progress: 757/1001 forecasts completed (75.6%). STNE finished in 0.6s. ETA: 40.3s. Rate: 363.63 forecasts/min
[2025-11-27T20:28:02.137848] [DEBUG] [REMOTE    ] BLFS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.138819] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 4 features, N/A% accuracy
[2025-11-27T20:28:02.138887] [INFO ] [LOCAL     ] BLFS: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-11-27T20:28:02.138926] [DEBUG] [MAG       ] Building data for symbol: BLFS with lookback: 0
[2025-11-27T20:28:02.139735] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:02.139800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:02.144883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:02.145950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:02.146816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:02.147589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.165120] [DEBUG] [MAG       ] DTB: Last date is validated at 2025-11-26
[2025-11-27T20:28:02.334911] [DEBUG] [MAG       ] DTB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:02.335477] [DEBUG] [MAG       ] HSHP: Last date is validated at 2025-11-26
[2025-11-27T20:28:02.392586] [INFO ] [LOCAL     ] DTB: Saved forecast.
[2025-11-27T20:28:02.392678] [INFO ] [main      ] DTB: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=38.8784%)
[2025-11-27T20:28:02.393060] [INFO ] [main      ] Fetching symbol history for KNSA...
[2025-11-27T20:28:02.393113] [DEBUG] [REMOTE    ] KNSA: Fetching historical data.
[2025-11-27T20:28:02.393659] [INFO ] [main      ] Progress: 758/1001 forecasts completed (75.7%). DTB finished in 0.7s. ETA: 40.1s. Rate: 363.34 forecasts/min
[2025-11-27T20:28:02.405107] [DEBUG] [REMOTE    ] KNSA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.406109] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, N/A% accuracy
[2025-11-27T20:28:02.406171] [INFO ] [LOCAL     ] KNSA: Loaded 3 optimal features with 60.06% confidence from JSON config
[2025-11-27T20:28:02.406207] [DEBUG] [MAG       ] Building data for symbol: KNSA with lookback: 0
[2025-11-27T20:28:02.407020] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:02.407090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:02.408889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:02.409424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:02.413376] [DEBUG] [MAG       ] UHAL: Last date is validated at 2025-11-26
[2025-11-27T20:28:02.479051] [DEBUG] [MAG       ] BLFS: Last date is validated at 2025-11-26
[2025-11-27T20:28:02.490607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.501007] [DEBUG] [MAG       ] HSHP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:02.564228] [INFO ] [LOCAL     ] HSHP: Saved forecast.
[2025-11-27T20:28:02.564313] [INFO ] [main      ] HSHP: Signal=1 (Conf=80.0%), Magnitude=-2.76% (Conf=50.5097%)
[2025-11-27T20:28:02.564648] [INFO ] [main      ] Fetching symbol history for MPAA...
[2025-11-27T20:28:02.564706] [DEBUG] [REMOTE    ] MPAA: Fetching historical data.
[2025-11-27T20:28:02.565590] [INFO ] [main      ] Progress: 759/1001 forecasts completed (75.8%). HSHP finished in 0.6s. ETA: 40.0s. Rate: 363.32 forecasts/min
[2025-11-27T20:28:02.575817] [DEBUG] [REMOTE    ] MPAA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.576947] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 7 features, N/A% accuracy
[2025-11-27T20:28:02.577014] [INFO ] [LOCAL     ] MPAA: Loaded 7 optimal features with 58.56% confidence from JSON config
[2025-11-27T20:28:02.577048] [DEBUG] [MAG       ] Building data for symbol: MPAA with lookback: 0
[2025-11-27T20:28:02.577860] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:02.577925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:02.579758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:02.580374] [DEBUG] [MAG       ] UHAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:02.580360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:02.580926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:02.581398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:02.582379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:02.584177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:02.585415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.647363] [DEBUG] [MAG       ] BLFS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:02.667468] [INFO ] [LOCAL     ] UHAL: Saved forecast.
[2025-11-27T20:28:02.667555] [INFO ] [main      ] UHAL: Signal=1 (Conf=80.0%), Magnitude=-1.25% (Conf=54.0618%)
[2025-11-27T20:28:02.667730] [INFO ] [main      ] Fetching symbol history for VYX...
[2025-11-27T20:28:02.667782] [DEBUG] [REMOTE    ] VYX: Fetching historical data.
[2025-11-27T20:28:02.669071] [INFO ] [main      ] Progress: 760/1001 forecasts completed (75.9%). UHAL finished in 0.6s. ETA: 39.8s. Rate: 363.50 forecasts/min
[2025-11-27T20:28:02.681563] [DEBUG] [REMOTE    ] VYX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.682628] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 5 features, N/A% accuracy
[2025-11-27T20:28:02.682689] [INFO ] [LOCAL     ] VYX: Loaded 5 optimal features with 52.64% confidence from JSON config
[2025-11-27T20:28:02.682729] [DEBUG] [MAG       ] Building data for symbol: VYX with lookback: 0
[2025-11-27T20:28:02.683533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:02.683629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:02.685726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:02.686483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:02.686983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:02.733382] [INFO ] [LOCAL     ] BLFS: Saved forecast.
[2025-11-27T20:28:02.733592] [INFO ] [main      ] BLFS: Signal=1 (Conf=80.0%), Magnitude=2.52% (Conf=51.1408%)
[2025-11-27T20:28:02.734059] [INFO ] [main      ] Fetching symbol history for ETY...
[2025-11-27T20:28:02.734170] [DEBUG] [REMOTE    ] ETY: Fetching historical data.
[2025-11-27T20:28:02.734660] [INFO ] [main      ] Progress: 761/1001 forecasts completed (76.0%). BLFS finished in 0.6s. ETA: 39.6s. Rate: 363.79 forecasts/min
[2025-11-27T20:28:02.747491] [DEBUG] [REMOTE    ] ETY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:02.748596] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 6 features, N/A% accuracy
[2025-11-27T20:28:02.748709] [INFO ] [LOCAL     ] ETY: Loaded 6 optimal features with 49.79% confidence from JSON config
[2025-11-27T20:28:02.748800] [DEBUG] [MAG       ] Building data for symbol: ETY with lookback: 0
[2025-11-27T20:28:02.749626] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:02.749747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:02.751449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:02.752033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:02.752488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:02.753298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:02.755649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:02.756761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.812703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:02.829923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:02.842726] [DEBUG] [MAG       ] KNSA: Last date is validated at 2025-11-26
[2025-11-27T20:28:02.932074] [DEBUG] [MAG       ] MPAA: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.010662] [DEBUG] [MAG       ] KNSA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.092524] [INFO ] [LOCAL     ] KNSA: Saved forecast.
[2025-11-27T20:28:03.092625] [INFO ] [main      ] KNSA: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=60.0604%)
[2025-11-27T20:28:03.092800] [INFO ] [main      ] Fetching symbol history for CWD...
[2025-11-27T20:28:03.092850] [DEBUG] [REMOTE    ] CWD: Fetching historical data.
[2025-11-27T20:28:03.094787] [INFO ] [main      ] Progress: 762/1001 forecasts completed (76.1%). KNSA finished in 0.7s. ETA: 39.5s. Rate: 363.22 forecasts/min
[2025-11-27T20:28:03.095316] [DEBUG] [MAG       ] ETY: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.096154] [DEBUG] [MAG       ] MPAA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.103605] [DEBUG] [REMOTE    ] CWD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.104562] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 9 features, N/A% accuracy
[2025-11-27T20:28:03.104641] [INFO ] [LOCAL     ] CWD: Loaded 9 optimal features with 45.28% confidence from JSON config
[2025-11-27T20:28:03.104719] [DEBUG] [MAG       ] Building data for symbol: CWD with lookback: 0
[2025-11-27T20:28:03.105500] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:03.105603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:03.110339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:03.112142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:03.112631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:03.113029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:03.159303] [DEBUG] [MAG       ] VYX: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.217593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:03.236551] [INFO ] [LOCAL     ] MPAA: Saved forecast.
[2025-11-27T20:28:03.236652] [INFO ] [main      ] MPAA: Signal=1 (Conf=80.0%), Magnitude=3.75% (Conf=58.5634%)
[2025-11-27T20:28:03.237000] [INFO ] [main      ] Fetching symbol history for BA...
[2025-11-27T20:28:03.237061] [DEBUG] [REMOTE    ] BA: Fetching historical data.
[2025-11-27T20:28:03.237659] [INFO ] [main      ] Progress: 763/1001 forecasts completed (76.2%). MPAA finished in 0.7s. ETA: 39.3s. Rate: 363.29 forecasts/min
[2025-11-27T20:28:03.248921] [DEBUG] [REMOTE    ] BA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.250109] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, N/A% accuracy
[2025-11-27T20:28:03.250231] [INFO ] [LOCAL     ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config
[2025-11-27T20:28:03.250324] [DEBUG] [MAG       ] Building data for symbol: BA with lookback: 0
[2025-11-27T20:28:03.251203] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:03.251326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:03.252395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.255279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:03.256563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:03.257626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:03.258332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.260122] [DEBUG] [MAG       ] ETY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.319145] [INFO ] [LOCAL     ] ETY: Saved forecast.
[2025-11-27T20:28:03.319230] [INFO ] [main      ] ETY: Signal=1 (Conf=80.0%), Magnitude=1.42% (Conf=49.7934%)
[2025-11-27T20:28:03.319387] [INFO ] [main      ] Fetching symbol history for STLA...
[2025-11-27T20:28:03.319434] [DEBUG] [REMOTE    ] STLA: Fetching historical data.
[2025-11-27T20:28:03.320797] [INFO ] [main      ] Progress: 764/1001 forecasts completed (76.3%). ETY finished in 0.6s. ETA: 39.1s. Rate: 363.52 forecasts/min
[2025-11-27T20:28:03.325308] [DEBUG] [MAG       ] VYX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.331350] [DEBUG] [REMOTE    ] STLA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.332282] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 5 features, N/A% accuracy
[2025-11-27T20:28:03.332352] [INFO ] [LOCAL     ] STLA: Loaded 5 optimal features with 50.34% confidence from JSON config
[2025-11-27T20:28:03.332396] [DEBUG] [MAG       ] Building data for symbol: STLA with lookback: 0
[2025-11-27T20:28:03.333171] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:03.333251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:03.337978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:03.339752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:03.340231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:03.341341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:03.359094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.396864] [INFO ] [LOCAL     ] VYX: Saved forecast.
[2025-11-27T20:28:03.396957] [INFO ] [main      ] VYX: Signal=1 (Conf=80.0%), Magnitude=-10.18% (Conf=52.6362%)
[2025-11-27T20:28:03.397338] [INFO ] [main      ] Progress: 765/1001 forecasts completed (76.4%). VYX finished in 0.7s. ETA: 38.9s. Rate: 363.78 forecasts/min
[2025-11-27T20:28:03.397473] [INFO ] [main      ] Fetching symbol history for BIB...
[2025-11-27T20:28:03.397519] [DEBUG] [REMOTE    ] BIB: Fetching historical data.
[2025-11-27T20:28:03.408970] [DEBUG] [REMOTE    ] BIB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.410185] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 5 features, N/A% accuracy
[2025-11-27T20:28:03.410245] [INFO ] [LOCAL     ] BIB: Loaded 5 optimal features with 63.34% confidence from JSON config
[2025-11-27T20:28:03.410280] [DEBUG] [MAG       ] Building data for symbol: BIB with lookback: 0
[2025-11-27T20:28:03.411085] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:03.411153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:03.415929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:03.417216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:03.418239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:03.419717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:03.425882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.579703] [DEBUG] [MAG       ] BA: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.585873] [DEBUG] [MAG       ] CWD: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.689484] [DEBUG] [MAG       ] STLA: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.743223] [DEBUG] [MAG       ] BA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.748464] [DEBUG] [MAG       ] CWD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.786152] [DEBUG] [MAG       ] BIB: Last date is validated at 2025-11-26
[2025-11-27T20:28:03.852062] [INFO ] [LOCAL     ] BA: Saved forecast.
[2025-11-27T20:28:03.852146] [INFO ] [main      ] BA: Signal=1 (Conf=80.0%), Magnitude=0.92% (Conf=47.4883%)
[2025-11-27T20:28:03.852596] [INFO ] [main      ] Fetching symbol history for PSF...
[2025-11-27T20:28:03.852653] [DEBUG] [REMOTE    ] PSF: Fetching historical data.
[2025-11-27T20:28:03.852664] [INFO ] [main      ] Progress: 766/1001 forecasts completed (76.5%). BA finished in 0.6s. ETA: 38.8s. Rate: 362.94 forecasts/min
[2025-11-27T20:28:03.853311] [INFO ] [LOCAL     ] CWD: Saved forecast.
[2025-11-27T20:28:03.853395] [INFO ] [main      ] CWD: Signal=1 (Conf=80.0%), Magnitude=75.79% (Conf=45.2766%)
[2025-11-27T20:28:03.853565] [INFO ] [main      ] Fetching symbol history for DIBS...
[2025-11-27T20:28:03.853629] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-11-27T20:28:03.854634] [INFO ] [main      ] Progress: 767/1001 forecasts completed (76.6%). CWD finished in 0.8s. ETA: 38.6s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:03.858487] [DEBUG] [MAG       ] STLA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:03.863869] [DEBUG] [REMOTE    ] PSF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.864416] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.864908] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 4 features, N/A% accuracy
[2025-11-27T20:28:03.864970] [INFO ] [LOCAL     ] PSF: Loaded 4 optimal features with 61.99% confidence from JSON config
[2025-11-27T20:28:03.865006] [DEBUG] [MAG       ] Building data for symbol: PSF with lookback: 0
[2025-11-27T20:28:03.865045] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 10 features, N/A% accuracy
[2025-11-27T20:28:03.865099] [INFO ] [LOCAL     ] DIBS: Loaded 10 optimal features with 42.31% confidence from JSON config
[2025-11-27T20:28:03.865133] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 0
[2025-11-27T20:28:03.865777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:03.865840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:03.865903] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:28:03.865971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:03.866708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:03.868027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:03.870713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:03.870762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:03.871678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:03.871986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.874119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:03.875410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:03.876115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:03.878791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:03.880921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:03.884706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:03.885842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:03.887235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.931708] [INFO ] [LOCAL     ] STLA: Saved forecast.
[2025-11-27T20:28:03.931870] [INFO ] [main      ] STLA: Signal=1 (Conf=80.0%), Magnitude=-3.11% (Conf=50.3377%)
[2025-11-27T20:28:03.932124] [INFO ] [main      ] Fetching symbol history for STRL...
[2025-11-27T20:28:03.932228] [DEBUG] [REMOTE    ] STRL: Fetching historical data.
[2025-11-27T20:28:03.932852] [INFO ] [main      ] Progress: 768/1001 forecasts completed (76.7%). STLA finished in 0.6s. ETA: 38.4s. Rate: 363.66 forecasts/min
[2025-11-27T20:28:03.945441] [DEBUG] [REMOTE    ] STRL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:03.946556] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 2 features, N/A% accuracy
[2025-11-27T20:28:03.946688] [INFO ] [LOCAL     ] STRL: Loaded 2 optimal features with 40.51% confidence from JSON config
[2025-11-27T20:28:03.946784] [DEBUG] [MAG       ] Building data for symbol: STRL with lookback: 0
[2025-11-27T20:28:03.947888] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:03.948020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:03.953249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:03.955133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:03.963820] [DEBUG] [MAG       ] BIB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:04.066847] [INFO ] [LOCAL     ] BIB: Saved forecast.
[2025-11-27T20:28:04.067067] [INFO ] [main      ] BIB: Signal=1 (Conf=80.0%), Magnitude=3.55% (Conf=63.3405%)
[2025-11-27T20:28:04.067497] [INFO ] [main      ] Fetching symbol history for WSO...
[2025-11-27T20:28:04.067633] [DEBUG] [REMOTE    ] WSO: Fetching historical data.
[2025-11-27T20:28:04.067645] [INFO ] [main      ] Progress: 769/1001 forecasts completed (76.8%). BIB finished in 0.7s. ETA: 38.3s. Rate: 363.75 forecasts/min
[2025-11-27T20:28:04.083524] [DEBUG] [REMOTE    ] WSO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:04.084527] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, N/A% accuracy
[2025-11-27T20:28:04.084669] [INFO ] [LOCAL     ] WSO: Loaded 1 optimal features with 55.96% confidence from JSON config
[2025-11-27T20:28:04.084716] [DEBUG] [MAG       ] Building data for symbol: WSO with lookback: 0
[2025-11-27T20:28:04.085677] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:04.085751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:04.086740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:04.203843] [DEBUG] [MAG       ] PSF: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.217476] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.292185] [DEBUG] [MAG       ] STRL: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.366566] [DEBUG] [MAG       ] PSF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:04.379926] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:04.423908] [INFO ] [LOCAL     ] PSF: Saved forecast.
[2025-11-27T20:28:04.424110] [INFO ] [main      ] PSF: Signal=1 (Conf=80.0%), Magnitude=1.32% (Conf=61.9887%)
[2025-11-27T20:28:04.424556] [INFO ] [main      ] Progress: 770/1001 forecasts completed (76.9%). PSF finished in 0.6s. ETA: 38.2s. Rate: 363.20 forecasts/min
[2025-11-27T20:28:04.424809] [INFO ] [main      ] Fetching symbol history for BWG...
[2025-11-27T20:28:04.424906] [DEBUG] [REMOTE    ] BWG: Fetching historical data.
[2025-11-27T20:28:04.430911] [DEBUG] [MAG       ] WSO: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.435771] [DEBUG] [REMOTE    ] BWG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:04.436780] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 15 features, N/A% accuracy
[2025-11-27T20:28:04.436894] [INFO ] [LOCAL     ] BWG: Loaded 15 optimal features with 47.27% confidence from JSON config
[2025-11-27T20:28:04.436983] [DEBUG] [MAG       ] Building data for symbol: BWG with lookback: 0
[2025-11-27T20:28:04.437818] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-11-27T20:28:04.437948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:04.438776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:04.440110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:04.440849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:04.443538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:04.444322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:04.448566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:04.449796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:04.451146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:04.451846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:04.453635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:04.454177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:04.455245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:04.457339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:04.457736] [DEBUG] [MAG       ] STRL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:04.458492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:04.459247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:04.521401] [INFO ] [LOCAL     ] DIBS: Saved forecast.
[2025-11-27T20:28:04.521481] [INFO ] [main      ] DIBS: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=42.3116%)
[2025-11-27T20:28:04.521653] [INFO ] [main      ] Fetching symbol history for LXP...
[2025-11-27T20:28:04.521717] [DEBUG] [REMOTE    ] LXP: Fetching historical data.
[2025-11-27T20:28:04.522075] [INFO ] [main      ] Progress: 771/1001 forecasts completed (77.0%). DIBS finished in 0.7s. ETA: 38.0s. Rate: 363.39 forecasts/min
[2025-11-27T20:28:04.533773] [DEBUG] [REMOTE    ] LXP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:04.534668] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 4 features, N/A% accuracy
[2025-11-27T20:28:04.534726] [INFO ] [LOCAL     ] LXP: Loaded 4 optimal features with 45.43% confidence from JSON config
[2025-11-27T20:28:04.534761] [DEBUG] [MAG       ] Building data for symbol: LXP with lookback: 0
[2025-11-27T20:28:04.535514] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:04.535593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:04.540274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:04.542042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:04.542533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:04.543303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:04.596046] [INFO ] [LOCAL     ] STRL: Saved forecast.
[2025-11-27T20:28:04.596131] [INFO ] [main      ] STRL: Signal=1 (Conf=80.0%), Magnitude=-0.38% (Conf=40.5121%)
[2025-11-27T20:28:04.596503] [INFO ] [main      ] Progress: 772/1001 forecasts completed (77.1%). STRL finished in 0.7s. ETA: 37.8s. Rate: 363.65 forecasts/min
[2025-11-27T20:28:04.596650] [INFO ] [main      ] Fetching symbol history for ABM...
[2025-11-27T20:28:04.596702] [DEBUG] [REMOTE    ] ABM: Fetching historical data.
[2025-11-27T20:28:04.604172] [DEBUG] [MAG       ] WSO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:04.608052] [DEBUG] [REMOTE    ] ABM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:04.609171] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 3 features, N/A% accuracy
[2025-11-27T20:28:04.609235] [INFO ] [LOCAL     ] ABM: Loaded 3 optimal features with 61.84% confidence from JSON config
[2025-11-27T20:28:04.609271] [DEBUG] [MAG       ] Building data for symbol: ABM with lookback: 0
[2025-11-27T20:28:04.610075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:04.610152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:04.615281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:04.728557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:04.729489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:04.729511] [INFO ] [LOCAL     ] WSO: Saved forecast.
[2025-11-27T20:28:04.729617] [INFO ] [main      ] WSO: Signal=1 (Conf=80.0%), Magnitude=2.10% (Conf=55.9591%)
[2025-11-27T20:28:04.730025] [INFO ] [main      ] Fetching symbol history for PRDO...
[2025-11-27T20:28:04.730083] [DEBUG] [REMOTE    ] PRDO: Fetching historical data.
[2025-11-27T20:28:04.731641] [INFO ] [main      ] Progress: 773/1001 forecasts completed (77.2%). WSO finished in 0.7s. ETA: 37.6s. Rate: 363.73 forecasts/min
[2025-11-27T20:28:04.741745] [DEBUG] [REMOTE    ] PRDO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:04.742821] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 4 features, N/A% accuracy
[2025-11-27T20:28:04.742887] [INFO ] [LOCAL     ] PRDO: Loaded 4 optimal features with 48.63% confidence from JSON config
[2025-11-27T20:28:04.742923] [DEBUG] [MAG       ] Building data for symbol: PRDO with lookback: 0
[2025-11-27T20:28:04.743788] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:04.743857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:04.748829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:04.749689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:04.788587] [DEBUG] [MAG       ] BWG: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.792079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:04.796216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:04.871066] [DEBUG] [MAG       ] LXP: Last date is validated at 2025-11-26
[2025-11-27T20:28:04.952464] [DEBUG] [MAG       ] BWG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.020661] [INFO ] [LOCAL     ] BWG: Saved forecast.
[2025-11-27T20:28:05.020746] [INFO ] [main      ] BWG: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=47.2717%)
[2025-11-27T20:28:05.021217] [INFO ] [main      ] Fetching symbol history for SIRI...
[2025-11-27T20:28:05.021272] [DEBUG] [REMOTE    ] SIRI: Fetching historical data.
[2025-11-27T20:28:05.021667] [INFO ] [main      ] Progress: 774/1001 forecasts completed (77.3%). BWG finished in 0.6s. ETA: 37.5s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:05.032266] [DEBUG] [REMOTE    ] SIRI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.033536] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 6 features, N/A% accuracy
[2025-11-27T20:28:05.033673] [INFO ] [LOCAL     ] SIRI: Loaded 6 optimal features with 54.30% confidence from JSON config
[2025-11-27T20:28:05.033764] [DEBUG] [MAG       ] Building data for symbol: SIRI with lookback: 0
[2025-11-27T20:28:05.034595] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:05.034715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:05.035108] [DEBUG] [MAG       ] LXP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.036496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:05.037088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:05.037537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:05.039958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:05.041981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:05.042783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.065897] [DEBUG] [MAG       ] ABM: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.112312] [INFO ] [LOCAL     ] LXP: Saved forecast.
[2025-11-27T20:28:05.112397] [INFO ] [main      ] LXP: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=45.4322%)
[2025-11-27T20:28:05.112553] [INFO ] [main      ] Fetching symbol history for DINO...
[2025-11-27T20:28:05.112615] [DEBUG] [REMOTE    ] DINO: Fetching historical data.
[2025-11-27T20:28:05.113654] [INFO ] [main      ] Progress: 775/1001 forecasts completed (77.4%). LXP finished in 0.6s. ETA: 37.3s. Rate: 363.59 forecasts/min
[2025-11-27T20:28:05.123663] [DEBUG] [REMOTE    ] DINO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.124727] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 7 features, N/A% accuracy
[2025-11-27T20:28:05.124788] [INFO ] [LOCAL     ] DINO: Loaded 7 optimal features with 58.97% confidence from JSON config
[2025-11-27T20:28:05.124822] [DEBUG] [MAG       ] Building data for symbol: DINO with lookback: 0
[2025-11-27T20:28:05.125591] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:05.125698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:05.128801] [DEBUG] [MAG       ] PRDO: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.130434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:05.132186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:05.132688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:05.133128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:05.133508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:05.135090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:05.137679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.251485] [DEBUG] [MAG       ] ABM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.298059] [DEBUG] [MAG       ] PRDO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.338690] [INFO ] [LOCAL     ] ABM: Saved forecast.
[2025-11-27T20:28:05.338780] [INFO ] [main      ] ABM: Signal=1 (Conf=80.0%), Magnitude=-2.83% (Conf=61.8407%)
[2025-11-27T20:28:05.338939] [INFO ] [main      ] Fetching symbol history for UVE...
[2025-11-27T20:28:05.339005] [DEBUG] [REMOTE    ] UVE: Fetching historical data.
[2025-11-27T20:28:05.340141] [INFO ] [main      ] Progress: 776/1001 forecasts completed (77.5%). ABM finished in 0.7s. ETA: 37.1s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:05.351132] [DEBUG] [REMOTE    ] UVE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.352229] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 5 features, N/A% accuracy
[2025-11-27T20:28:05.352345] [INFO ] [LOCAL     ] UVE: Loaded 5 optimal features with 60.41% confidence from JSON config
[2025-11-27T20:28:05.352438] [DEBUG] [MAG       ] Building data for symbol: UVE with lookback: 0
[2025-11-27T20:28:05.353318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:05.353445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:05.358393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:05.359284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:05.372099] [DEBUG] [MAG       ] SIRI: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.380962] [INFO ] [LOCAL     ] PRDO: Saved forecast.
[2025-11-27T20:28:05.381049] [INFO ] [main      ] PRDO: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=48.6318%)
[2025-11-27T20:28:05.381419] [INFO ] [main      ] Fetching symbol history for HWKN...
[2025-11-27T20:28:05.381474] [DEBUG] [REMOTE    ] HWKN: Fetching historical data.
[2025-11-27T20:28:05.381728] [INFO ] [main      ] Progress: 777/1001 forecasts completed (77.6%). PRDO finished in 0.7s. ETA: 36.9s. Rate: 363.76 forecasts/min
[2025-11-27T20:28:05.393177] [DEBUG] [REMOTE    ] HWKN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.394310] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 4 features, N/A% accuracy
[2025-11-27T20:28:05.394375] [INFO ] [LOCAL     ] HWKN: Loaded 4 optimal features with 59.90% confidence from JSON config
[2025-11-27T20:28:05.394413] [DEBUG] [MAG       ] Building data for symbol: HWKN with lookback: 0
[2025-11-27T20:28:05.395237] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:05.395308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:05.399499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:05.400337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:05.400968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:05.402917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:05.403735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:05.404055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.405406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.462262] [DEBUG] [MAG       ] DINO: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.535193] [DEBUG] [MAG       ] SIRI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.615835] [INFO ] [LOCAL     ] SIRI: Saved forecast.
[2025-11-27T20:28:05.616049] [INFO ] [main      ] SIRI: Signal=1 (Conf=80.0%), Magnitude=1.17% (Conf=54.2994%)
[2025-11-27T20:28:05.616612] [INFO ] [main      ] Fetching symbol history for CACI...
[2025-11-27T20:28:05.616721] [DEBUG] [REMOTE    ] CACI: Fetching historical data.
[2025-11-27T20:28:05.616723] [INFO ] [main      ] Progress: 778/1001 forecasts completed (77.7%). SIRI finished in 0.6s. ETA: 36.8s. Rate: 363.56 forecasts/min
[2025-11-27T20:28:05.623786] [DEBUG] [MAG       ] DINO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.628041] [DEBUG] [REMOTE    ] CACI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.629181] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 3 features, N/A% accuracy
[2025-11-27T20:28:05.629296] [INFO ] [LOCAL     ] CACI: Loaded 3 optimal features with 62.98% confidence from JSON config
[2025-11-27T20:28:05.629385] [DEBUG] [MAG       ] Building data for symbol: CACI with lookback: 0
[2025-11-27T20:28:05.630222] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:05.630342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:05.635137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:05.636017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:05.637622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.716050] [INFO ] [LOCAL     ] DINO: Saved forecast.
[2025-11-27T20:28:05.716140] [INFO ] [main      ] DINO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=58.9684%)
[2025-11-27T20:28:05.716317] [INFO ] [main      ] Fetching symbol history for CRNX...
[2025-11-27T20:28:05.716364] [DEBUG] [REMOTE    ] CRNX: Fetching historical data.
[2025-11-27T20:28:05.716842] [INFO ] [main      ] Progress: 779/1001 forecasts completed (77.8%). DINO finished in 0.6s. ETA: 36.6s. Rate: 363.75 forecasts/min
[2025-11-27T20:28:05.728031] [DEBUG] [REMOTE    ] CRNX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:05.728795] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 6 features, N/A% accuracy
[2025-11-27T20:28:05.728856] [INFO ] [LOCAL     ] CRNX: Loaded 6 optimal features with 45.26% confidence from JSON config
[2025-11-27T20:28:05.728891] [DEBUG] [MAG       ] Building data for symbol: CRNX with lookback: 0
[2025-11-27T20:28:05.729652] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:05.729730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:05.734418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:05.736189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:05.736688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:05.737082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:05.739394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:05.740183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:05.749810] [DEBUG] [MAG       ] UVE: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.768287] [DEBUG] [MAG       ] HWKN: Last date is validated at 2025-11-26
[2025-11-27T20:28:05.919649] [DEBUG] [MAG       ] UVE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.942946] [DEBUG] [MAG       ] HWKN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:05.965157] [DEBUG] [MAG       ] CACI: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.002562] [INFO ] [LOCAL     ] UVE: Saved forecast.
[2025-11-27T20:28:06.002666] [INFO ] [main      ] UVE: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=60.4054%)
[2025-11-27T20:28:06.003016] [INFO ] [main      ] Fetching symbol history for GWRE...
[2025-11-27T20:28:06.003070] [DEBUG] [REMOTE    ] GWRE: Fetching historical data.
[2025-11-27T20:28:06.003738] [INFO ] [main      ] Progress: 780/1001 forecasts completed (77.9%). UVE finished in 0.7s. ETA: 36.5s. Rate: 363.40 forecasts/min
[2025-11-27T20:28:06.014426] [DEBUG] [REMOTE    ] GWRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.015514] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 4 features, N/A% accuracy
[2025-11-27T20:28:06.015648] [INFO ] [LOCAL     ] GWRE: Loaded 4 optimal features with 64.62% confidence from JSON config
[2025-11-27T20:28:06.015744] [DEBUG] [MAG       ] Building data for symbol: GWRE with lookback: 0
[2025-11-27T20:28:06.016607] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:06.016728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:06.053056] [INFO ] [LOCAL     ] HWKN: Saved forecast.
[2025-11-27T20:28:06.053147] [INFO ] [main      ] HWKN: Signal=1 (Conf=80.0%), Magnitude=-3.08% (Conf=59.9022%)
[2025-11-27T20:28:06.053617] [INFO ] [main      ] Progress: 781/1001 forecasts completed (78.0%). HWKN finished in 0.7s. ETA: 36.3s. Rate: 363.73 forecasts/min
[2025-11-27T20:28:06.053639] [INFO ] [main      ] Fetching symbol history for SPFI...
[2025-11-27T20:28:06.053722] [DEBUG] [REMOTE    ] SPFI: Fetching historical data.
[2025-11-27T20:28:06.063709] [DEBUG] [MAG       ] CRNX: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.065245] [DEBUG] [REMOTE    ] SPFI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.066225] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 6 features, N/A% accuracy
[2025-11-27T20:28:06.066340] [INFO ] [LOCAL     ] SPFI: Loaded 6 optimal features with 59.44% confidence from JSON config
[2025-11-27T20:28:06.066431] [DEBUG] [MAG       ] Building data for symbol: SPFI with lookback: 0
[2025-11-27T20:28:06.067300] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:06.067428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:06.072162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:06.074071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:06.074637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:06.075089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:06.077490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:06.078538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.093940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:06.095206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:06.096654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:06.098339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.128065] [DEBUG] [MAG       ] CACI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:06.225606] [DEBUG] [MAG       ] CRNX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:06.282546] [INFO ] [LOCAL     ] CACI: Saved forecast.
[2025-11-27T20:28:06.282646] [INFO ] [main      ] CACI: Signal=1 (Conf=80.0%), Magnitude=-2.85% (Conf=62.9779%)
[2025-11-27T20:28:06.283006] [INFO ] [main      ] Progress: 782/1001 forecasts completed (78.1%). CACI finished in 0.7s. ETA: 36.1s. Rate: 363.55 forecasts/min
[2025-11-27T20:28:06.283132] [INFO ] [main      ] Fetching symbol history for IBTG...
[2025-11-27T20:28:06.283177] [DEBUG] [REMOTE    ] IBTG: Fetching historical data.
[2025-11-27T20:28:06.294215] [DEBUG] [REMOTE    ] IBTG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.295426] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 53 features, N/A% accuracy
[2025-11-27T20:28:06.295494] [INFO ] [LOCAL     ] IBTG: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:28:06.295530] [DEBUG] [MAG       ] Building data for symbol: IBTG with lookback: 0
[2025-11-27T20:28:06.296335] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:28:06.296439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:06.301247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:06.302999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:06.303490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:06.303940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:06.304372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:06.305124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:06.305927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:06.308328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:06.329285] [INFO ] [LOCAL     ] CRNX: Saved forecast.
[2025-11-27T20:28:06.329369] [INFO ] [main      ] CRNX: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=45.2602%)
[2025-11-27T20:28:06.329539] [INFO ] [main      ] Fetching symbol history for URI...
[2025-11-27T20:28:06.329608] [DEBUG] [REMOTE    ] URI: Fetching historical data.
[2025-11-27T20:28:06.330696] [INFO ] [main      ] Progress: 783/1001 forecasts completed (78.2%). CRNX finished in 0.6s. ETA: 35.9s. Rate: 363.88 forecasts/min
[2025-11-27T20:28:06.340863] [DEBUG] [REMOTE    ] URI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.341883] [DEBUG] [LOCAL     ] Loaded configuration for URI: 6 features, N/A% accuracy
[2025-11-27T20:28:06.341943] [INFO ] [LOCAL     ] URI: Loaded 6 optimal features with 55.95% confidence from JSON config
[2025-11-27T20:28:06.341978] [DEBUG] [MAG       ] Building data for symbol: URI with lookback: 0
[2025-11-27T20:28:06.342758] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:06.342822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:06.347656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:06.349461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:06.349975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:06.350380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:06.352711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:06.353762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.417650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:06.419375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:06.431189] [DEBUG] [MAG       ] SPFI: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.436840] [DEBUG] [MAG       ] GWRE: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.458078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:06.459135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:06.499945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:06.500781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:06.501985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:06.576083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:06.576781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:06.578607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:06.581169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:06.582224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:06.584139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:06.584893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:06.589085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:06.590239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:06.591532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:06.593164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:06.595957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:06.596618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:06.597331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:06.599306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:06.600382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:06.601084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:06.601289] [DEBUG] [MAG       ] SPFI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:06.601782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:28:06.602453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:06.605105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:06.606673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:06.608787] [DEBUG] [MAG       ] GWRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:06.609037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:06.611181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:06.614903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:06.632216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:06.633330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:06.634955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:06.635692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:06.637277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:06.638860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:06.639775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:06.640932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:06.642125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:06.644179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:06.645672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:06.648441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:06.650174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:06.655796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.680040] [DEBUG] [MAG       ] URI: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.684140] [INFO ] [LOCAL     ] SPFI: Saved forecast.
[2025-11-27T20:28:06.684227] [INFO ] [main      ] SPFI: Signal=1 (Conf=80.0%), Magnitude=-0.53% (Conf=59.4433%)
[2025-11-27T20:28:06.684611] [INFO ] [main      ] Fetching symbol history for IOSP...
[2025-11-27T20:28:06.684680] [DEBUG] [REMOTE    ] IOSP: Fetching historical data.
[2025-11-27T20:28:06.684649] [INFO ] [main      ] Progress: 784/1001 forecasts completed (78.3%). SPFI finished in 0.6s. ETA: 35.8s. Rate: 363.35 forecasts/min
[2025-11-27T20:28:06.696480] [DEBUG] [REMOTE    ] IOSP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.697368] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 1 features, N/A% accuracy
[2025-11-27T20:28:06.697427] [INFO ] [LOCAL     ] IOSP: Loaded 1 optimal features with 52.29% confidence from JSON config
[2025-11-27T20:28:06.697467] [DEBUG] [MAG       ] Building data for symbol: IOSP with lookback: 0
[2025-11-27T20:28:06.698324] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:06.698394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:06.703253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.737931] [INFO ] [LOCAL     ] GWRE: Saved forecast.
[2025-11-27T20:28:06.738124] [INFO ] [main      ] GWRE: Signal=1 (Conf=80.0%), Magnitude=0.92% (Conf=64.6234%)
[2025-11-27T20:28:06.738621] [INFO ] [main      ] Progress: 785/1001 forecasts completed (78.4%). GWRE finished in 0.7s. ETA: 35.6s. Rate: 363.66 forecasts/min
[2025-11-27T20:28:06.738566] [INFO ] [main      ] Fetching symbol history for SPH...
[2025-11-27T20:28:06.738726] [DEBUG] [REMOTE    ] SPH: Fetching historical data.
[2025-11-27T20:28:06.750306] [DEBUG] [REMOTE    ] SPH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.751309] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 5 features, N/A% accuracy
[2025-11-27T20:28:06.751424] [INFO ] [LOCAL     ] SPH: Loaded 5 optimal features with 54.23% confidence from JSON config
[2025-11-27T20:28:06.751520] [DEBUG] [MAG       ] Building data for symbol: SPH with lookback: 0
[2025-11-27T20:28:06.752371] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:06.752495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:06.757483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:06.759371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:06.759936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:06.808600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:06.811633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:06.843068] [DEBUG] [MAG       ] URI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:06.984000] [DEBUG] [MAG       ] IBTG: Last date is validated at 2025-11-26
[2025-11-27T20:28:06.986790] [INFO ] [LOCAL     ] URI: Saved forecast.
[2025-11-27T20:28:06.986874] [INFO ] [main      ] URI: Signal=1 (Conf=80.0%), Magnitude=-3.21% (Conf=55.9471%)
[2025-11-27T20:28:06.987246] [INFO ] [main      ] Fetching symbol history for AMC...
[2025-11-27T20:28:06.987298] [DEBUG] [REMOTE    ] AMC: Fetching historical data.
[2025-11-27T20:28:06.987720] [INFO ] [main      ] Progress: 786/1001 forecasts completed (78.5%). URI finished in 0.7s. ETA: 35.5s. Rate: 363.42 forecasts/min
[2025-11-27T20:28:06.998348] [DEBUG] [REMOTE    ] AMC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:06.999386] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 5 features, N/A% accuracy
[2025-11-27T20:28:06.999448] [INFO ] [LOCAL     ] AMC: Loaded 5 optimal features with 53.35% confidence from JSON config
[2025-11-27T20:28:06.999483] [DEBUG] [MAG       ] Building data for symbol: AMC with lookback: 0
[2025-11-27T20:28:07.000265] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:07.000335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:07.002026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:07.002529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:07.002945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:07.003830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:07.055687] [DEBUG] [MAG       ] IOSP: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.110034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.147558] [DEBUG] [MAG       ] SPH: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.150648] [DEBUG] [MAG       ] IBTG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.220492] [DEBUG] [MAG       ] IOSP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.315363] [INFO ] [LOCAL     ] IOSP: Saved forecast.
[2025-11-27T20:28:07.315594] [INFO ] [main      ] IOSP: Signal=1 (Conf=80.0%), Magnitude=2.71% (Conf=52.2936%)
[2025-11-27T20:28:07.316027] [INFO ] [main      ] Fetching symbol history for ALK...
[2025-11-27T20:28:07.316178] [DEBUG] [REMOTE    ] ALK: Fetching historical data.
[2025-11-27T20:28:07.316212] [INFO ] [main      ] Progress: 787/1001 forecasts completed (78.6%). IOSP finished in 0.6s. ETA: 35.4s. Rate: 362.97 forecasts/min
[2025-11-27T20:28:07.316630] [DEBUG] [MAG       ] SPH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.328283] [DEBUG] [REMOTE    ] ALK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:07.329240] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 4 features, N/A% accuracy
[2025-11-27T20:28:07.329302] [INFO ] [LOCAL     ] ALK: Loaded 4 optimal features with 52.02% confidence from JSON config
[2025-11-27T20:28:07.329345] [DEBUG] [MAG       ] Building data for symbol: ALK with lookback: 0
[2025-11-27T20:28:07.330127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:07.330194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:07.331857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:07.332354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:07.332760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:07.333874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.389707] [INFO ] [LOCAL     ] SPH: Saved forecast.
[2025-11-27T20:28:07.389796] [INFO ] [main      ] SPH: Signal=1 (Conf=80.0%), Magnitude=0.95% (Conf=54.2349%)
[2025-11-27T20:28:07.389971] [INFO ] [main      ] Fetching symbol history for TQQQ...
[2025-11-27T20:28:07.390022] [DEBUG] [REMOTE    ] TQQQ: Fetching historical data.
[2025-11-27T20:28:07.391183] [INFO ] [main      ] Progress: 788/1001 forecasts completed (78.7%). SPH finished in 0.7s. ETA: 35.2s. Rate: 363.22 forecasts/min
[2025-11-27T20:28:07.401514] [DEBUG] [REMOTE    ] TQQQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:07.402367] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, N/A% accuracy
[2025-11-27T20:28:07.402428] [INFO ] [LOCAL     ] TQQQ: Loaded 6 optimal features with 52.49% confidence from JSON config
[2025-11-27T20:28:07.402470] [DEBUG] [MAG       ] Building data for symbol: TQQQ with lookback: 0
[2025-11-27T20:28:07.403262] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:07.403335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:07.408504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:07.409325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:07.411669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:07.413376] [INFO ] [LOCAL     ] IBTG: Saved forecast.
[2025-11-27T20:28:07.413515] [INFO ] [main      ] IBTG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:28:07.413974] [INFO ] [main      ] Progress: 789/1001 forecasts completed (78.8%). IBTG finished in 1.1s. ETA: 35.0s. Rate: 363.61 forecasts/min
[2025-11-27T20:28:07.414158] [INFO ] [main      ] Fetching symbol history for ADTN...
[2025-11-27T20:28:07.414257] [DEBUG] [REMOTE    ] ADTN: Fetching historical data.
[2025-11-27T20:28:07.414344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:07.415469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:07.417932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.425774] [DEBUG] [REMOTE    ] ADTN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:07.426890] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 2 features, N/A% accuracy
[2025-11-27T20:28:07.427014] [INFO ] [LOCAL     ] ADTN: Loaded 2 optimal features with 56.19% confidence from JSON config
[2025-11-27T20:28:07.427106] [DEBUG] [MAG       ] Building data for symbol: ADTN with lookback: 0
[2025-11-27T20:28:07.427945] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:07.428064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:07.428893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:07.429642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.440046] [DEBUG] [MAG       ] AMC: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.607370] [DEBUG] [MAG       ] AMC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.664174] [INFO ] [LOCAL     ] AMC: Saved forecast.
[2025-11-27T20:28:07.664259] [INFO ] [main      ] AMC: Signal=1 (Conf=80.0%), Magnitude=-0.32% (Conf=53.348%)
[2025-11-27T20:28:07.664420] [INFO ] [main      ] Fetching symbol history for CASY...
[2025-11-27T20:28:07.664466] [DEBUG] [REMOTE    ] CASY: Fetching historical data.
[2025-11-27T20:28:07.664951] [DEBUG] [MAG       ] ALK: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.665026] [INFO ] [main      ] Progress: 790/1001 forecasts completed (78.9%). AMC finished in 0.7s. ETA: 34.8s. Rate: 363.37 forecasts/min
[2025-11-27T20:28:07.675517] [DEBUG] [REMOTE    ] CASY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:07.676562] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, N/A% accuracy
[2025-11-27T20:28:07.676637] [INFO ] [LOCAL     ] CASY: Loaded 1 optimal features with 47.50% confidence from JSON config
[2025-11-27T20:28:07.676672] [DEBUG] [MAG       ] Building data for symbol: CASY with lookback: 0
[2025-11-27T20:28:07.677428] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:07.677488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:07.678524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.755257] [DEBUG] [MAG       ] TQQQ: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.763798] [DEBUG] [MAG       ] ADTN: Last date is validated at 2025-11-26
[2025-11-27T20:28:07.830053] [DEBUG] [MAG       ] ALK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.920507] [INFO ] [LOCAL     ] ALK: Saved forecast.
[2025-11-27T20:28:07.920614] [INFO ] [main      ] ALK: Signal=1 (Conf=80.0%), Magnitude=3.41% (Conf=52.0213%)
[2025-11-27T20:28:07.920994] [INFO ] [main      ] Progress: 791/1001 forecasts completed (79.0%). ALK finished in 0.6s. ETA: 34.7s. Rate: 363.12 forecasts/min
[2025-11-27T20:28:07.921136] [INFO ] [main      ] Fetching symbol history for CENTA...
[2025-11-27T20:28:07.921192] [DEBUG] [REMOTE    ] CENTA: Fetching historical data.
[2025-11-27T20:28:07.922869] [DEBUG] [MAG       ] TQQQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.928189] [DEBUG] [MAG       ] ADTN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:07.933127] [DEBUG] [REMOTE    ] CENTA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:07.934055] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 6 features, N/A% accuracy
[2025-11-27T20:28:07.934115] [INFO ] [LOCAL     ] CENTA: Loaded 6 optimal features with 69.30% confidence from JSON config
[2025-11-27T20:28:07.934152] [DEBUG] [MAG       ] Building data for symbol: CENTA with lookback: 0
[2025-11-27T20:28:07.934915] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:07.934982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:07.939702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:07.941391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:07.941876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:07.942256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:07.943084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:07.944816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:07.992101] [INFO ] [LOCAL     ] ADTN: Saved forecast.
[2025-11-27T20:28:07.992213] [INFO ] [main      ] ADTN: Signal=1 (Conf=80.0%), Magnitude=2.04% (Conf=56.1913%)
[2025-11-27T20:28:07.992614] [INFO ] [main      ] Fetching symbol history for GWH...
[2025-11-27T20:28:07.992701] [DEBUG] [REMOTE    ] GWH: Fetching historical data.
[2025-11-27T20:28:07.992769] [INFO ] [main      ] Progress: 792/1001 forecasts completed (79.1%). ADTN finished in 0.6s. ETA: 34.5s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:08.003920] [DEBUG] [REMOTE    ] GWH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.005037] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 5 features, N/A% accuracy
[2025-11-27T20:28:08.005109] [INFO ] [LOCAL     ] GWH: Loaded 5 optimal features with 55.73% confidence from JSON config
[2025-11-27T20:28:08.005148] [DEBUG] [MAG       ] Building data for symbol: GWH with lookback: 0
[2025-11-27T20:28:08.005923] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:08.005991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:08.008334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:08.009157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:08.009534] [DEBUG] [MAG       ] CASY: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.010990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:08.013592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:08.014711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.026159] [INFO ] [LOCAL     ] TQQQ: Saved forecast.
[2025-11-27T20:28:08.026243] [INFO ] [main      ] TQQQ: Signal=1 (Conf=80.0%), Magnitude=5.89% (Conf=52.4945%)
[2025-11-27T20:28:08.026566] [INFO ] [main      ] Fetching symbol history for GDDY...
[2025-11-27T20:28:08.026635] [DEBUG] [REMOTE    ] GDDY: Fetching historical data.
[2025-11-27T20:28:08.027549] [INFO ] [main      ] Progress: 793/1001 forecasts completed (79.2%). TQQQ finished in 0.6s. ETA: 34.3s. Rate: 363.74 forecasts/min
[2025-11-27T20:28:08.038399] [DEBUG] [REMOTE    ] GDDY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.039267] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 5 features, N/A% accuracy
[2025-11-27T20:28:08.039326] [INFO ] [LOCAL     ] GDDY: Loaded 5 optimal features with 58.09% confidence from JSON config
[2025-11-27T20:28:08.039360] [DEBUG] [MAG       ] Building data for symbol: GDDY with lookback: 0
[2025-11-27T20:28:08.040178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:08.040247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:08.041913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:08.042411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:08.116283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:08.117081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:08.119919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.172261] [DEBUG] [MAG       ] CASY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:08.273653] [DEBUG] [MAG       ] CENTA: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.342432] [DEBUG] [MAG       ] GWH: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.436503] [INFO ] [LOCAL     ] CASY: Saved forecast.
[2025-11-27T20:28:08.436608] [INFO ] [main      ] CASY: Signal=1 (Conf=80.0%), Magnitude=0.66% (Conf=47.4954%)
[2025-11-27T20:28:08.436970] [INFO ] [main      ] Fetching symbol history for KARO...
[2025-11-27T20:28:08.437023] [DEBUG] [REMOTE    ] KARO: Fetching historical data.
[2025-11-27T20:28:08.437657] [INFO ] [main      ] Progress: 794/1001 forecasts completed (79.3%). CASY finished in 0.8s. ETA: 34.2s. Rate: 363.06 forecasts/min
[2025-11-27T20:28:08.442026] [DEBUG] [MAG       ] CENTA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:08.448472] [DEBUG] [REMOTE    ] KARO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.449303] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 6 features, N/A% accuracy
[2025-11-27T20:28:08.449362] [INFO ] [LOCAL     ] KARO: Loaded 6 optimal features with 49.34% confidence from JSON config
[2025-11-27T20:28:08.449397] [DEBUG] [MAG       ] Building data for symbol: KARO with lookback: 0
[2025-11-27T20:28:08.449775] [DEBUG] [MAG       ] GDDY: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.450221] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:08.450299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:08.451990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:08.452502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:08.452969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:08.455328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:08.493268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:08.496041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.506364] [DEBUG] [MAG       ] GWH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:08.524257] [INFO ] [LOCAL     ] CENTA: Saved forecast.
[2025-11-27T20:28:08.524353] [INFO ] [main      ] CENTA: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=69.2994%)
[2025-11-27T20:28:08.524827] [INFO ] [main      ] Fetching symbol history for VRSN...
[2025-11-27T20:28:08.524889] [DEBUG] [REMOTE    ] VRSN: Fetching historical data.
[2025-11-27T20:28:08.525645] [INFO ] [main      ] Progress: 795/1001 forecasts completed (79.4%). CENTA finished in 0.6s. ETA: 34.0s. Rate: 363.28 forecasts/min
[2025-11-27T20:28:08.536671] [DEBUG] [REMOTE    ] VRSN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.537635] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 4 features, N/A% accuracy
[2025-11-27T20:28:08.537713] [INFO ] [LOCAL     ] VRSN: Loaded 4 optimal features with 48.55% confidence from JSON config
[2025-11-27T20:28:08.537771] [DEBUG] [MAG       ] Building data for symbol: VRSN with lookback: 0
[2025-11-27T20:28:08.538681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:08.538761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:08.543474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:08.544311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:08.545931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:08.586302] [INFO ] [LOCAL     ] GWH: Saved forecast.
[2025-11-27T20:28:08.586385] [INFO ] [main      ] GWH: Signal=1 (Conf=80.0%), Magnitude=1.57% (Conf=55.7286%)
[2025-11-27T20:28:08.586758] [INFO ] [main      ] Fetching symbol history for CHSCM...
[2025-11-27T20:28:08.586826] [DEBUG] [REMOTE    ] CHSCM: Fetching historical data.
[2025-11-27T20:28:08.588649] [INFO ] [main      ] Progress: 796/1001 forecasts completed (79.5%). GWH finished in 0.6s. ETA: 33.8s. Rate: 363.56 forecasts/min
[2025-11-27T20:28:08.597826] [DEBUG] [REMOTE    ] CHSCM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.598913] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, N/A% accuracy
[2025-11-27T20:28:08.598974] [INFO ] [LOCAL     ] CHSCM: Loaded 3 optimal features with 47.44% confidence from JSON config
[2025-11-27T20:28:08.599008] [DEBUG] [MAG       ] Building data for symbol: CHSCM with lookback: 0
[2025-11-27T20:28:08.599834] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:08.599900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:08.601606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:08.602136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:08.603059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.614804] [DEBUG] [MAG       ] GDDY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:08.620406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.742704] [INFO ] [LOCAL     ] GDDY: Saved forecast.
[2025-11-27T20:28:08.742789] [INFO ] [main      ] GDDY: Signal=1 (Conf=80.0%), Magnitude=-0.71% (Conf=58.0854%)
[2025-11-27T20:28:08.743155] [INFO ] [main      ] Progress: 797/1001 forecasts completed (79.6%). GDDY finished in 0.7s. ETA: 33.7s. Rate: 363.59 forecasts/min
[2025-11-27T20:28:08.743285] [INFO ] [main      ] Fetching symbol history for VRTS...
[2025-11-27T20:28:08.743331] [DEBUG] [REMOTE    ] VRTS: Fetching historical data.
[2025-11-27T20:28:08.754706] [DEBUG] [REMOTE    ] VRTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:08.755694] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 4 features, N/A% accuracy
[2025-11-27T20:28:08.755758] [INFO ] [LOCAL     ] VRTS: Loaded 4 optimal features with 52.71% confidence from JSON config
[2025-11-27T20:28:08.755793] [DEBUG] [MAG       ] Building data for symbol: VRTS with lookback: 0
[2025-11-27T20:28:08.756569] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:08.756694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:08.761613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:08.763506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:08.764020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:08.766042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:08.824794] [DEBUG] [MAG       ] KARO: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.928885] [DEBUG] [MAG       ] CHSCM: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.952410] [DEBUG] [MAG       ] VRSN: Last date is validated at 2025-11-26
[2025-11-27T20:28:08.986709] [DEBUG] [MAG       ] KARO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.090740] [INFO ] [LOCAL     ] KARO: Saved forecast.
[2025-11-27T20:28:09.090827] [INFO ] [main      ] KARO: Signal=1 (Conf=80.0%), Magnitude=-2.22% (Conf=49.3362%)
[2025-11-27T20:28:09.091210] [INFO ] [main      ] Fetching symbol history for ISTB...
[2025-11-27T20:28:09.091263] [DEBUG] [REMOTE    ] ISTB: Fetching historical data.
[2025-11-27T20:28:09.091650] [INFO ] [main      ] Progress: 798/1001 forecasts completed (79.7%). KARO finished in 0.7s. ETA: 33.5s. Rate: 363.08 forecasts/min
[2025-11-27T20:28:09.096181] [DEBUG] [MAG       ] CHSCM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.102357] [DEBUG] [REMOTE    ] ISTB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.103370] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 14 features, N/A% accuracy
[2025-11-27T20:28:09.103429] [INFO ] [LOCAL     ] ISTB: Loaded 14 optimal features with 36.93% confidence from JSON config
[2025-11-27T20:28:09.103464] [DEBUG] [MAG       ] Building data for symbol: ISTB with lookback: 0
[2025-11-27T20:28:09.104242] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-27T20:28:09.104317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:09.105987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:09.106493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:09.106895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:09.107654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:09.108469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:09.113123] [DEBUG] [MAG       ] VRTS: Last date is validated at 2025-11-26
[2025-11-27T20:28:09.129231] [DEBUG] [MAG       ] VRSN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.149166] [INFO ] [LOCAL     ] CHSCM: Saved forecast.
[2025-11-27T20:28:09.149252] [INFO ] [main      ] CHSCM: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=47.4447%)
[2025-11-27T20:28:09.149780] [INFO ] [main      ] Progress: 799/1001 forecasts completed (79.8%). CHSCM finished in 0.6s. ETA: 33.4s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:09.149730] [INFO ] [main      ] Fetching symbol history for KFS...
[2025-11-27T20:28:09.149934] [DEBUG] [REMOTE    ] KFS: Fetching historical data.
[2025-11-27T20:28:09.161749] [DEBUG] [REMOTE    ] KFS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.162599] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 5 features, N/A% accuracy
[2025-11-27T20:28:09.162711] [INFO ] [LOCAL     ] KFS: Loaded 5 optimal features with 53.07% confidence from JSON config
[2025-11-27T20:28:09.162801] [DEBUG] [MAG       ] Building data for symbol: KFS with lookback: 0
[2025-11-27T20:28:09.163652] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:09.163771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:09.214410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:09.248725] [INFO ] [LOCAL     ] VRSN: Saved forecast.
[2025-11-27T20:28:09.248924] [INFO ] [main      ] VRSN: Signal=1 (Conf=80.0%), Magnitude=1.58% (Conf=48.5545%)
[2025-11-27T20:28:09.249359] [INFO ] [main      ] Fetching symbol history for SWX...
[2025-11-27T20:28:09.249467] [DEBUG] [REMOTE    ] SWX: Fetching historical data.
[2025-11-27T20:28:09.249512] [INFO ] [main      ] Progress: 800/1001 forecasts completed (79.9%). VRSN finished in 0.7s. ETA: 33.2s. Rate: 363.56 forecasts/min
[2025-11-27T20:28:09.251819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:09.254514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:09.255616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:09.256121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:09.257117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:09.258724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:09.259778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:09.260449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.260687] [DEBUG] [REMOTE    ] SWX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.261567] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 4 features, N/A% accuracy
[2025-11-27T20:28:09.261694] [INFO ] [LOCAL     ] SWX: Loaded 4 optimal features with 54.44% confidence from JSON config
[2025-11-27T20:28:09.261784] [DEBUG] [MAG       ] Building data for symbol: SWX with lookback: 0
[2025-11-27T20:28:09.262608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:09.262725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:09.267472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:09.272072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:09.273499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:09.273963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:09.274646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:09.275113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.275337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:09.276890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:09.277650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.283543] [DEBUG] [MAG       ] VRTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.419663] [INFO ] [LOCAL     ] VRTS: Saved forecast.
[2025-11-27T20:28:09.419758] [INFO ] [main      ] VRTS: Signal=1 (Conf=80.0%), Magnitude=-1.82% (Conf=52.71%)
[2025-11-27T20:28:09.419921] [INFO ] [main      ] Fetching symbol history for FCAL...
[2025-11-27T20:28:09.419972] [DEBUG] [REMOTE    ] FCAL: Fetching historical data.
[2025-11-27T20:28:09.420918] [INFO ] [main      ] Progress: 801/1001 forecasts completed (80.0%). VRTS finished in 0.7s. ETA: 33.0s. Rate: 363.54 forecasts/min
[2025-11-27T20:28:09.431304] [DEBUG] [REMOTE    ] FCAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.432541] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 5 features, N/A% accuracy
[2025-11-27T20:28:09.432676] [INFO ] [LOCAL     ] FCAL: Loaded 5 optimal features with 43.85% confidence from JSON config
[2025-11-27T20:28:09.432786] [DEBUG] [MAG       ] Building data for symbol: FCAL with lookback: 0
[2025-11-27T20:28:09.433657] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:09.433795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:09.438903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:09.441538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:09.442902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:09.444870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:09.447040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.588710] [DEBUG] [MAG       ] ISTB: Last date is validated at 2025-11-26
[2025-11-27T20:28:09.600588] [DEBUG] [MAG       ] SWX: Last date is validated at 2025-11-26
[2025-11-27T20:28:09.604221] [DEBUG] [MAG       ] KFS: Last date is validated at 2025-11-26
[2025-11-27T20:28:09.751711] [DEBUG] [MAG       ] ISTB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.764270] [DEBUG] [MAG       ] SWX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.769077] [DEBUG] [MAG       ] KFS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:09.782762] [DEBUG] [MAG       ] FCAL: Last date is validated at 2025-11-26
[2025-11-27T20:28:09.818146] [INFO ] [LOCAL     ] ISTB: Saved forecast.
[2025-11-27T20:28:09.818244] [INFO ] [main      ] ISTB: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=36.9344%)
[2025-11-27T20:28:09.818611] [INFO ] [main      ] Fetching symbol history for JAKK...
[2025-11-27T20:28:09.818670] [DEBUG] [REMOTE    ] JAKK: Fetching historical data.
[2025-11-27T20:28:09.818688] [INFO ] [main      ] Progress: 802/1001 forecasts completed (80.1%). ISTB finished in 0.7s. ETA: 32.9s. Rate: 362.90 forecasts/min
[2025-11-27T20:28:09.829809] [DEBUG] [REMOTE    ] JAKK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.830920] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, N/A% accuracy
[2025-11-27T20:28:09.830982] [INFO ] [LOCAL     ] JAKK: Loaded 5 optimal features with 60.66% confidence from JSON config
[2025-11-27T20:28:09.831017] [DEBUG] [MAG       ] Building data for symbol: JAKK with lookback: 0
[2025-11-27T20:28:09.831826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:09.831893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:09.833549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:09.834094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:09.834490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:09.835377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:09.835803] [INFO ] [LOCAL     ] KFS: Saved forecast.
[2025-11-27T20:28:09.835885] [INFO ] [main      ] KFS: Signal=1 (Conf=80.0%), Magnitude=-3.28% (Conf=53.069%)
[2025-11-27T20:28:09.836040] [INFO ] [main      ] Fetching symbol history for IEI...
[2025-11-27T20:28:09.836087] [DEBUG] [REMOTE    ] IEI: Fetching historical data.
[2025-11-27T20:28:09.836380] [INFO ] [main      ] Progress: 803/1001 forecasts completed (80.2%). KFS finished in 0.7s. ETA: 32.7s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:09.836090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.847488] [DEBUG] [REMOTE    ] IEI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.848628] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 4 features, N/A% accuracy
[2025-11-27T20:28:09.848689] [INFO ] [LOCAL     ] IEI: Loaded 4 optimal features with 50.48% confidence from JSON config
[2025-11-27T20:28:09.848724] [DEBUG] [MAG       ] Building data for symbol: IEI with lookback: 0
[2025-11-27T20:28:09.849480] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:09.849543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:09.852179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:09.854185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:09.855279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:09.857966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.861646] [INFO ] [LOCAL     ] SWX: Saved forecast.
[2025-11-27T20:28:09.861741] [INFO ] [main      ] SWX: Signal=1 (Conf=80.0%), Magnitude=1.37% (Conf=54.4409%)
[2025-11-27T20:28:09.861911] [INFO ] [main      ] Fetching symbol history for KRRO...
[2025-11-27T20:28:09.861958] [DEBUG] [REMOTE    ] KRRO: Fetching historical data.
[2025-11-27T20:28:09.862789] [INFO ] [main      ] Progress: 804/1001 forecasts completed (80.3%). SWX finished in 0.6s. ETA: 32.5s. Rate: 363.69 forecasts/min
[2025-11-27T20:28:09.872973] [DEBUG] [REMOTE    ] KRRO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:09.874075] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 5 features, N/A% accuracy
[2025-11-27T20:28:09.874135] [INFO ] [LOCAL     ] KRRO: Loaded 5 optimal features with 36.70% confidence from JSON config
[2025-11-27T20:28:09.874172] [DEBUG] [MAG       ] Building data for symbol: KRRO with lookback: 0
[2025-11-27T20:28:09.874939] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:09.875006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:09.876666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:09.877161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:09.877544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:09.879153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:09.916422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:09.949764] [DEBUG] [MAG       ] FCAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.011403] [INFO ] [LOCAL     ] FCAL: Saved forecast.
[2025-11-27T20:28:10.011614] [INFO ] [main      ] FCAL: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=43.8528%)
[2025-11-27T20:28:10.011860] [INFO ] [main      ] Fetching symbol history for GH...
[2025-11-27T20:28:10.011962] [DEBUG] [REMOTE    ] GH: Fetching historical data.
[2025-11-27T20:28:10.012212] [INFO ] [main      ] Progress: 805/1001 forecasts completed (80.4%). FCAL finished in 0.6s. ETA: 32.3s. Rate: 363.73 forecasts/min
[2025-11-27T20:28:10.024647] [DEBUG] [REMOTE    ] GH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.025683] [DEBUG] [LOCAL     ] Loaded configuration for GH: 2 features, N/A% accuracy
[2025-11-27T20:28:10.025820] [INFO ] [LOCAL     ] GH: Loaded 2 optimal features with 53.74% confidence from JSON config
[2025-11-27T20:28:10.025936] [DEBUG] [MAG       ] Building data for symbol: GH with lookback: 0
[2025-11-27T20:28:10.027012] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:10.027154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:10.032674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:10.110788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:10.161656] [DEBUG] [MAG       ] JAKK: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.184117] [DEBUG] [MAG       ] IEI: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.242280] [DEBUG] [MAG       ] KRRO: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.324271] [DEBUG] [MAG       ] JAKK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.346997] [DEBUG] [MAG       ] IEI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.402000] [INFO ] [LOCAL     ] JAKK: Saved forecast.
[2025-11-27T20:28:10.402086] [INFO ] [main      ] JAKK: Signal=1 (Conf=80.0%), Magnitude=3.95% (Conf=60.6588%)
[2025-11-27T20:28:10.402460] [INFO ] [main      ] Progress: 806/1001 forecasts completed (80.5%). JAKK finished in 0.6s. ETA: 32.2s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:10.402614] [INFO ] [main      ] Fetching symbol history for AVO...
[2025-11-27T20:28:10.402664] [DEBUG] [REMOTE    ] AVO: Fetching historical data.
[2025-11-27T20:28:10.404695] [DEBUG] [MAG       ] KRRO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.414455] [DEBUG] [REMOTE    ] AVO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.415433] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, N/A% accuracy
[2025-11-27T20:28:10.415491] [INFO ] [LOCAL     ] AVO: Loaded 2 optimal features with 53.02% confidence from JSON config
[2025-11-27T20:28:10.415526] [DEBUG] [MAG       ] Building data for symbol: AVO with lookback: 0
[2025-11-27T20:28:10.416253] [INFO ] [LOCAL     ] IEI: Saved forecast.
[2025-11-27T20:28:10.416297] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:10.416340] [INFO ] [main      ] IEI: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=50.4765%)
[2025-11-27T20:28:10.416360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:10.416828] [INFO ] [main      ] Fetching symbol history for BSCP...
[2025-11-27T20:28:10.416957] [DEBUG] [REMOTE    ] BSCP: Fetching historical data.
[2025-11-27T20:28:10.416993] [INFO ] [main      ] Progress: 807/1001 forecasts completed (80.6%). IEI finished in 0.6s. ETA: 32.0s. Rate: 363.52 forecasts/min
[2025-11-27T20:28:10.417446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:10.420535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:10.429351] [DEBUG] [REMOTE    ] BSCP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.430613] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 53 features, N/A% accuracy
[2025-11-27T20:28:10.430732] [INFO ] [LOCAL     ] BSCP: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-11-27T20:28:10.430823] [DEBUG] [MAG       ] Building data for symbol: BSCP with lookback: 0
[2025-11-27T20:28:10.431649] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-11-27T20:28:10.431805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:10.436646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:10.438502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:10.439068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:10.439599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:10.440063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:10.440883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:10.441738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:10.442757] [DEBUG] [MAG       ] GH: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.444184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:10.549111] [INFO ] [LOCAL     ] KRRO: Saved forecast.
[2025-11-27T20:28:10.549203] [INFO ] [main      ] KRRO: Signal=1 (Conf=80.0%), Magnitude=5.96% (Conf=36.7002%)
[2025-11-27T20:28:10.549587] [INFO ] [main      ] Fetching symbol history for TENX...
[2025-11-27T20:28:10.549642] [DEBUG] [REMOTE    ] TENX: Fetching historical data.
[2025-11-27T20:28:10.549656] [INFO ] [main      ] Progress: 808/1001 forecasts completed (80.7%). KRRO finished in 0.7s. ETA: 31.8s. Rate: 363.61 forecasts/min
[2025-11-27T20:28:10.551669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:10.553418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:10.560321] [DEBUG] [REMOTE    ] TENX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.561351] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, N/A% accuracy
[2025-11-27T20:28:10.561410] [INFO ] [LOCAL     ] TENX: Loaded 3 optimal features with 57.60% confidence from JSON config
[2025-11-27T20:28:10.561443] [DEBUG] [MAG       ] Building data for symbol: TENX with lookback: 0
[2025-11-27T20:28:10.562214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:10.562280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:10.563952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:10.564442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:10.565782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:10.592115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:10.593214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:10.611171] [DEBUG] [MAG       ] GH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.634899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:10.635817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:10.637144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:10.714200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:10.715067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:10.717059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:10.719993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:10.721187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:10.723244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:10.724083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:10.728460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:10.729757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:10.730321] [INFO ] [LOCAL     ] GH: Saved forecast.
[2025-11-27T20:28:10.730408] [INFO ] [main      ] GH: Signal=1 (Conf=80.0%), Magnitude=5.30% (Conf=53.7446%)
[2025-11-27T20:28:10.730810] [INFO ] [main      ] Fetching symbol history for VBNK...
[2025-11-27T20:28:10.730866] [DEBUG] [REMOTE    ] VBNK: Fetching historical data.
[2025-11-27T20:28:10.731246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:10.731542] [INFO ] [main      ] Progress: 809/1001 forecasts completed (80.8%). GH finished in 0.7s. ETA: 31.7s. Rate: 363.57 forecasts/min
[2025-11-27T20:28:10.733110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:10.736104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:10.736916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:10.737717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:10.739880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:10.741079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:10.741873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:10.742482] [DEBUG] [REMOTE    ] VBNK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.742726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:28:10.743497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:10.743620] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 3 features, N/A% accuracy
[2025-11-27T20:28:10.743680] [INFO ] [LOCAL     ] VBNK: Loaded 3 optimal features with 54.20% confidence from JSON config
[2025-11-27T20:28:10.743715] [DEBUG] [MAG       ] Building data for symbol: VBNK with lookback: 0
[2025-11-27T20:28:10.744501] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:10.744563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:10.745279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:10.746442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:10.746564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:10.747187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:10.748241] [DEBUG] [MAG       ] AVO: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.748495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:10.751147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:10.753721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:10.757733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:10.775940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:10.777226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:10.779018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:10.779840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:10.781600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:10.783271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:10.784323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:10.785618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:10.786936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:10.789150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:10.790832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:10.793876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:10.796236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:10.802832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:10.899803] [DEBUG] [MAG       ] TENX: Last date is validated at 2025-11-26
[2025-11-27T20:28:10.912548] [DEBUG] [MAG       ] AVO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:10.980269] [INFO ] [LOCAL     ] AVO: Saved forecast.
[2025-11-27T20:28:10.980355] [INFO ] [main      ] AVO: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=53.0234%)
[2025-11-27T20:28:10.980692] [INFO ] [main      ] Fetching symbol history for FROG...
[2025-11-27T20:28:10.980763] [DEBUG] [REMOTE    ] FROG: Fetching historical data.
[2025-11-27T20:28:10.981678] [INFO ] [main      ] Progress: 810/1001 forecasts completed (80.9%). AVO finished in 0.6s. ETA: 31.5s. Rate: 363.34 forecasts/min
[2025-11-27T20:28:10.992108] [DEBUG] [REMOTE    ] FROG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:10.993091] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 9 features, N/A% accuracy
[2025-11-27T20:28:10.993163] [INFO ] [LOCAL     ] FROG: Loaded 9 optimal features with 63.37% confidence from JSON config
[2025-11-27T20:28:10.993208] [DEBUG] [MAG       ] Building data for symbol: FROG with lookback: 0
[2025-11-27T20:28:10.994022] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:10.994106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:10.998812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:11.001206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:11.048282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:11.068892] [DEBUG] [MAG       ] TENX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.080048] [DEBUG] [MAG       ] VBNK: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.120725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:11.121843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:11.123838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:11.124973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:11.127707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:11.128217] [INFO ] [LOCAL     ] TENX: Saved forecast.
[2025-11-27T20:28:11.128306] [INFO ] [main      ] TENX: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=57.5954%)
[2025-11-27T20:28:11.128692] [INFO ] [main      ] Fetching symbol history for JAGX...
[2025-11-27T20:28:11.128750] [DEBUG] [REMOTE    ] JAGX: Fetching historical data.
[2025-11-27T20:28:11.128723] [INFO ] [main      ] Progress: 811/1001 forecasts completed (81.0%). TENX finished in 0.6s. ETA: 31.4s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:11.130351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.139589] [DEBUG] [REMOTE    ] JAGX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.140308] [DEBUG] [MAG       ] BSCP: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.140460] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 2 features, N/A% accuracy
[2025-11-27T20:28:11.140519] [INFO ] [LOCAL     ] JAGX: Loaded 2 optimal features with 57.40% confidence from JSON config
[2025-11-27T20:28:11.140559] [DEBUG] [MAG       ] Building data for symbol: JAGX with lookback: 0
[2025-11-27T20:28:11.141347] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:11.141413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:11.189624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:11.191540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.244680] [DEBUG] [MAG       ] VBNK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.309352] [INFO ] [LOCAL     ] VBNK: Saved forecast.
[2025-11-27T20:28:11.309481] [INFO ] [main      ] VBNK: Signal=1 (Conf=80.0%), Magnitude=2.87% (Conf=54.2016%)
[2025-11-27T20:28:11.309648] [INFO ] [main      ] Fetching symbol history for VICI...
[2025-11-27T20:28:11.309718] [DEBUG] [REMOTE    ] VICI: Fetching historical data.
[2025-11-27T20:28:11.310465] [DEBUG] [MAG       ] BSCP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.311695] [INFO ] [main      ] Progress: 812/1001 forecasts completed (81.1%). VBNK finished in 0.6s. ETA: 31.2s. Rate: 363.34 forecasts/min
[2025-11-27T20:28:11.321026] [DEBUG] [REMOTE    ] VICI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.321960] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 6 features, N/A% accuracy
[2025-11-27T20:28:11.322021] [INFO ] [LOCAL     ] VICI: Loaded 6 optimal features with 47.95% confidence from JSON config
[2025-11-27T20:28:11.322055] [DEBUG] [MAG       ] Building data for symbol: VICI with lookback: 0
[2025-11-27T20:28:11.322835] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:11.322903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:11.327633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:11.329434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:11.329937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:11.378552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:11.379707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:11.381368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.456654] [DEBUG] [MAG       ] FROG: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.518081] [DEBUG] [MAG       ] JAGX: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.566990] [INFO ] [LOCAL     ] BSCP: Saved forecast.
[2025-11-27T20:28:11.567082] [INFO ] [main      ] BSCP: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-11-27T20:28:11.567421] [INFO ] [main      ] Fetching symbol history for PRI...
[2025-11-27T20:28:11.567473] [DEBUG] [REMOTE    ] PRI: Fetching historical data.
[2025-11-27T20:28:11.567695] [INFO ] [main      ] Progress: 813/1001 forecasts completed (81.2%). BSCP finished in 1.1s. ETA: 31.1s. Rate: 363.09 forecasts/min
[2025-11-27T20:28:11.578876] [DEBUG] [REMOTE    ] PRI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.580179] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 5 features, N/A% accuracy
[2025-11-27T20:28:11.580243] [INFO ] [LOCAL     ] PRI: Loaded 5 optimal features with 64.26% confidence from JSON config
[2025-11-27T20:28:11.580278] [DEBUG] [MAG       ] Building data for symbol: PRI with lookback: 0
[2025-11-27T20:28:11.581060] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:11.581122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:11.583475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:11.584862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:11.589045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:11.589896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:11.591546] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.619862] [DEBUG] [MAG       ] FROG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.683660] [DEBUG] [MAG       ] JAGX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.713092] [DEBUG] [MAG       ] VICI: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.741152] [INFO ] [LOCAL     ] FROG: Saved forecast.
[2025-11-27T20:28:11.741237] [INFO ] [main      ] FROG: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=63.3696%)
[2025-11-27T20:28:11.741390] [INFO ] [main      ] Fetching symbol history for HOOD...
[2025-11-27T20:28:11.741446] [DEBUG] [REMOTE    ] HOOD: Fetching historical data.
[2025-11-27T20:28:11.742144] [INFO ] [main      ] Progress: 814/1001 forecasts completed (81.3%). FROG finished in 0.8s. ETA: 30.9s. Rate: 363.07 forecasts/min
[2025-11-27T20:28:11.752819] [DEBUG] [REMOTE    ] HOOD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.753922] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 6 features, N/A% accuracy
[2025-11-27T20:28:11.753989] [INFO ] [LOCAL     ] HOOD: Loaded 6 optimal features with 45.76% confidence from JSON config
[2025-11-27T20:28:11.754023] [DEBUG] [MAG       ] Building data for symbol: HOOD with lookback: 0
[2025-11-27T20:28:11.754814] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:11.754883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:11.756670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:11.759532] [INFO ] [LOCAL     ] JAGX: Saved forecast.
[2025-11-27T20:28:11.759667] [INFO ] [main      ] JAGX: Signal=1 (Conf=80.0%), Magnitude=-1.69% (Conf=57.4037%)
[2025-11-27T20:28:11.760047] [INFO ] [main      ] Progress: 815/1001 forecasts completed (81.4%). JAGX finished in 0.6s. ETA: 30.7s. Rate: 363.46 forecasts/min
[2025-11-27T20:28:11.760182] [INFO ] [main      ] Fetching symbol history for RSG...
[2025-11-27T20:28:11.760229] [DEBUG] [REMOTE    ] RSG: Fetching historical data.
[2025-11-27T20:28:11.760928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:11.762082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:11.764011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-11-27T20:28:11.764767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:11.766372] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.771426] [DEBUG] [REMOTE    ] RSG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.772503] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 2 features, N/A% accuracy
[2025-11-27T20:28:11.772564] [INFO ] [LOCAL     ] RSG: Loaded 2 optimal features with 49.79% confidence from JSON config
[2025-11-27T20:28:11.772629] [DEBUG] [MAG       ] Building data for symbol: RSG with lookback: 0
[2025-11-27T20:28:11.773402] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:11.773470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:11.778383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:11.818417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:11.879225] [DEBUG] [MAG       ] VICI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:11.918770] [DEBUG] [MAG       ] PRI: Last date is validated at 2025-11-26
[2025-11-27T20:28:11.950441] [INFO ] [LOCAL     ] VICI: Saved forecast.
[2025-11-27T20:28:11.950527] [INFO ] [main      ] VICI: Signal=1 (Conf=80.0%), Magnitude=-0.67% (Conf=47.9537%)
[2025-11-27T20:28:11.950939] [INFO ] [main      ] Fetching symbol history for DECK...
[2025-11-27T20:28:11.951111] [DEBUG] [REMOTE    ] DECK: Fetching historical data.
[2025-11-27T20:28:11.952641] [INFO ] [main      ] Progress: 816/1001 forecasts completed (81.5%). VICI finished in 0.6s. ETA: 30.5s. Rate: 363.39 forecasts/min
[2025-11-27T20:28:11.963628] [DEBUG] [REMOTE    ] DECK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:11.964824] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 3 features, N/A% accuracy
[2025-11-27T20:28:11.964940] [INFO ] [LOCAL     ] DECK: Loaded 3 optimal features with 42.34% confidence from JSON config
[2025-11-27T20:28:11.965033] [DEBUG] [MAG       ] Building data for symbol: DECK with lookback: 0
[2025-11-27T20:28:11.965882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:11.966006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:12.005919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:12.007264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:12.008397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.083834] [DEBUG] [MAG       ] PRI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.091450] [DEBUG] [MAG       ] HOOD: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.150839] [DEBUG] [MAG       ] RSG: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.221064] [INFO ] [LOCAL     ] PRI: Saved forecast.
[2025-11-27T20:28:12.221248] [INFO ] [main      ] PRI: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=64.2561%)
[2025-11-27T20:28:12.221774] [INFO ] [main      ] Fetching symbol history for MODL...
[2025-11-27T20:28:12.221885] [DEBUG] [REMOTE    ] MODL: Fetching historical data.
[2025-11-27T20:28:12.222662] [INFO ] [main      ] Progress: 817/1001 forecasts completed (81.6%). PRI finished in 0.7s. ETA: 30.4s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:12.232683] [DEBUG] [REMOTE    ] MODL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:12.233861] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, N/A% accuracy
[2025-11-27T20:28:12.233973] [INFO ] [LOCAL     ] MODL: Loaded 4 optimal features with 62.22% confidence from JSON config
[2025-11-27T20:28:12.234063] [DEBUG] [MAG       ] Building data for symbol: MODL with lookback: 0
[2025-11-27T20:28:12.234901] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:12.235023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:12.239808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:12.240824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:12.243219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:12.245904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.255397] [DEBUG] [MAG       ] HOOD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.318219] [DEBUG] [MAG       ] RSG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.353621] [DEBUG] [MAG       ] DECK: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.372141] [INFO ] [LOCAL     ] HOOD: Saved forecast.
[2025-11-27T20:28:12.372241] [INFO ] [main      ] HOOD: Signal=1 (Conf=80.0%), Magnitude=16.49% (Conf=45.7571%)
[2025-11-27T20:28:12.372415] [INFO ] [main      ] Fetching symbol history for KMPB...
[2025-11-27T20:28:12.372465] [DEBUG] [REMOTE    ] KMPB: Fetching historical data.
[2025-11-27T20:28:12.372885] [INFO ] [main      ] Progress: 818/1001 forecasts completed (81.7%). HOOD finished in 0.6s. ETA: 30.2s. Rate: 363.15 forecasts/min
[2025-11-27T20:28:12.384475] [DEBUG] [REMOTE    ] KMPB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:12.385645] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 1 features, N/A% accuracy
[2025-11-27T20:28:12.385706] [INFO ] [LOCAL     ] KMPB: Loaded 1 optimal features with 43.34% confidence from JSON config
[2025-11-27T20:28:12.385745] [DEBUG] [MAG       ] Building data for symbol: KMPB with lookback: 0
[2025-11-27T20:28:12.386525] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:12.386612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:12.387273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.423358] [INFO ] [LOCAL     ] RSG: Saved forecast.
[2025-11-27T20:28:12.423560] [INFO ] [main      ] RSG: Signal=1 (Conf=80.0%), Magnitude=2.40% (Conf=49.7873%)
[2025-11-27T20:28:12.424019] [INFO ] [main      ] Progress: 819/1001 forecasts completed (81.8%). RSG finished in 0.7s. ETA: 30.0s. Rate: 363.45 forecasts/min
[2025-11-27T20:28:12.424211] [INFO ] [main      ] Fetching symbol history for FALN...
[2025-11-27T20:28:12.424311] [DEBUG] [REMOTE    ] FALN: Fetching historical data.
[2025-11-27T20:28:12.436504] [DEBUG] [REMOTE    ] FALN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:12.437515] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 6 features, N/A% accuracy
[2025-11-27T20:28:12.437646] [INFO ] [LOCAL     ] FALN: Loaded 6 optimal features with 57.76% confidence from JSON config
[2025-11-27T20:28:12.437742] [DEBUG] [MAG       ] Building data for symbol: FALN with lookback: 0
[2025-11-27T20:28:12.438570] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:12.438714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:12.440424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:12.441018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:12.441528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:12.442074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:12.443113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:12.444504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.521648] [DEBUG] [MAG       ] DECK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.572940] [DEBUG] [MAG       ] MODL: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.647516] [INFO ] [LOCAL     ] DECK: Saved forecast.
[2025-11-27T20:28:12.647618] [INFO ] [main      ] DECK: Signal=1 (Conf=80.0%), Magnitude=-1.37% (Conf=42.3391%)
[2025-11-27T20:28:12.648033] [INFO ] [main      ] Fetching symbol history for NFE...
[2025-11-27T20:28:12.648089] [DEBUG] [REMOTE    ] NFE: Fetching historical data.
[2025-11-27T20:28:12.649648] [INFO ] [main      ] Progress: 820/1001 forecasts completed (81.9%). DECK finished in 0.7s. ETA: 29.9s. Rate: 363.29 forecasts/min
[2025-11-27T20:28:12.660364] [DEBUG] [REMOTE    ] NFE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:12.661338] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 4 features, N/A% accuracy
[2025-11-27T20:28:12.661457] [INFO ] [LOCAL     ] NFE: Loaded 4 optimal features with 57.01% confidence from JSON config
[2025-11-27T20:28:12.661548] [DEBUG] [MAG       ] Building data for symbol: NFE with lookback: 0
[2025-11-27T20:28:12.662414] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:12.662538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:12.667505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:12.669429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:12.670006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:12.720390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.735755] [DEBUG] [MAG       ] MODL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.747916] [DEBUG] [MAG       ] KMPB: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.779364] [DEBUG] [MAG       ] FALN: Last date is validated at 2025-11-26
[2025-11-27T20:28:12.809317] [INFO ] [LOCAL     ] MODL: Saved forecast.
[2025-11-27T20:28:12.809401] [INFO ] [main      ] MODL: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=62.2206%)
[2025-11-27T20:28:12.809763] [INFO ] [main      ] Fetching symbol history for CCB...
[2025-11-27T20:28:12.809820] [DEBUG] [REMOTE    ] CCB: Fetching historical data.
[2025-11-27T20:28:12.811659] [INFO ] [main      ] Progress: 821/1001 forecasts completed (82.0%). MODL finished in 0.6s. ETA: 29.7s. Rate: 363.30 forecasts/min
[2025-11-27T20:28:12.820874] [DEBUG] [REMOTE    ] CCB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:12.821887] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, N/A% accuracy
[2025-11-27T20:28:12.821948] [INFO ] [LOCAL     ] CCB: Loaded 2 optimal features with 59.64% confidence from JSON config
[2025-11-27T20:28:12.821984] [DEBUG] [MAG       ] Building data for symbol: CCB with lookback: 0
[2025-11-27T20:28:12.822774] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:12.822835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:12.827042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:12.829443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:12.935749] [DEBUG] [MAG       ] KMPB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.949138] [DEBUG] [MAG       ] FALN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:12.990629] [INFO ] [LOCAL     ] KMPB: Saved forecast.
[2025-11-27T20:28:12.990723] [INFO ] [main      ] KMPB: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=43.3449%)
[2025-11-27T20:28:12.991096] [INFO ] [main      ] Fetching symbol history for EWCZ...
[2025-11-27T20:28:12.991148] [DEBUG] [REMOTE    ] EWCZ: Fetching historical data.
[2025-11-27T20:28:12.991157] [INFO ] [main      ] Progress: 822/1001 forecasts completed (82.1%). KMPB finished in 0.6s. ETA: 29.6s. Rate: 363.26 forecasts/min
[2025-11-27T20:28:13.002463] [DEBUG] [REMOTE    ] EWCZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.003650] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 1 features, N/A% accuracy
[2025-11-27T20:28:13.003718] [INFO ] [LOCAL     ] EWCZ: Loaded 1 optimal features with 53.76% confidence from JSON config
[2025-11-27T20:28:13.003755] [DEBUG] [MAG       ] Building data for symbol: EWCZ with lookback: 0
[2025-11-27T20:28:13.004610] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:13.004692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:13.004750] [INFO ] [LOCAL     ] FALN: Saved forecast.
[2025-11-27T20:28:13.004824] [INFO ] [main      ] FALN: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=57.7609%)
[2025-11-27T20:28:13.005201] [INFO ] [main      ] Progress: 823/1001 forecasts completed (82.2%). FALN finished in 0.6s. ETA: 29.4s. Rate: 363.67 forecasts/min
[2025-11-27T20:28:13.005392] [INFO ] [main      ] Fetching symbol history for SPGI...
[2025-11-27T20:28:13.005442] [DEBUG] [REMOTE    ] SPGI: Fetching historical data.
[2025-11-27T20:28:13.005632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.017223] [DEBUG] [REMOTE    ] SPGI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.018095] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 5 features, N/A% accuracy
[2025-11-27T20:28:13.018195] [INFO ] [LOCAL     ] SPGI: Loaded 5 optimal features with 39.92% confidence from JSON config
[2025-11-27T20:28:13.018245] [DEBUG] [MAG       ] Building data for symbol: SPGI with lookback: 0
[2025-11-27T20:28:13.019126] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:13.019212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:13.021007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:13.021547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:13.022037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:13.022454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:13.023364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.055452] [DEBUG] [MAG       ] NFE: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.155598] [DEBUG] [MAG       ] CCB: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.221679] [DEBUG] [MAG       ] NFE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:13.294885] [INFO ] [LOCAL     ] NFE: Saved forecast.
[2025-11-27T20:28:13.294981] [INFO ] [main      ] NFE: Signal=1 (Conf=80.0%), Magnitude=0.60% (Conf=57.0135%)
[2025-11-27T20:28:13.295353] [INFO ] [main      ] Fetching symbol history for MELI...
[2025-11-27T20:28:13.295405] [DEBUG] [REMOTE    ] MELI: Fetching historical data.
[2025-11-27T20:28:13.296653] [INFO ] [main      ] Progress: 824/1001 forecasts completed (82.3%). NFE finished in 0.6s. ETA: 29.2s. Rate: 363.33 forecasts/min
[2025-11-27T20:28:13.306791] [DEBUG] [REMOTE    ] MELI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.307926] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 6 features, N/A% accuracy
[2025-11-27T20:28:13.308043] [INFO ] [LOCAL     ] MELI: Loaded 6 optimal features with 58.78% confidence from JSON config
[2025-11-27T20:28:13.308133] [DEBUG] [MAG       ] Building data for symbol: MELI with lookback: 0
[2025-11-27T20:28:13.309014] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:13.309135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:13.313946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:13.315752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:13.316285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:13.316763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:13.318417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:13.319508] [DEBUG] [MAG       ] CCB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:13.361400] [DEBUG] [MAG       ] SPGI: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.366141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.406933] [DEBUG] [MAG       ] EWCZ: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.413990] [INFO ] [LOCAL     ] CCB: Saved forecast.
[2025-11-27T20:28:13.414073] [INFO ] [main      ] CCB: Signal=1 (Conf=80.0%), Magnitude=-3.72% (Conf=59.636%)
[2025-11-27T20:28:13.414419] [INFO ] [main      ] Fetching symbol history for UL...
[2025-11-27T20:28:13.414472] [DEBUG] [REMOTE    ] UL: Fetching historical data.
[2025-11-27T20:28:13.414658] [INFO ] [main      ] Progress: 825/1001 forecasts completed (82.4%). CCB finished in 0.6s. ETA: 29.1s. Rate: 363.45 forecasts/min
[2025-11-27T20:28:13.425412] [DEBUG] [REMOTE    ] UL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.426407] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, N/A% accuracy
[2025-11-27T20:28:13.426467] [INFO ] [LOCAL     ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config
[2025-11-27T20:28:13.426502] [DEBUG] [MAG       ] Building data for symbol: UL with lookback: 0
[2025-11-27T20:28:13.427264] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:13.427330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:13.441743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.529134] [DEBUG] [MAG       ] SPGI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:13.575481] [DEBUG] [MAG       ] EWCZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:13.633637] [INFO ] [LOCAL     ] EWCZ: Saved forecast.
[2025-11-27T20:28:13.633722] [INFO ] [main      ] EWCZ: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=53.7629%)
[2025-11-27T20:28:13.633877] [INFO ] [main      ] Fetching symbol history for CHKP...
[2025-11-27T20:28:13.633933] [DEBUG] [REMOTE    ] CHKP: Fetching historical data.
[2025-11-27T20:28:13.634889] [INFO ] [main      ] Progress: 826/1001 forecasts completed (82.5%). EWCZ finished in 0.6s. ETA: 28.9s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:13.645189] [DEBUG] [REMOTE    ] CHKP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.646233] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 2 features, N/A% accuracy
[2025-11-27T20:28:13.646302] [INFO ] [LOCAL     ] CHKP: Loaded 2 optimal features with 60.24% confidence from JSON config
[2025-11-27T20:28:13.646340] [DEBUG] [MAG       ] Building data for symbol: CHKP with lookback: 0
[2025-11-27T20:28:13.647131] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:13.647197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:13.686172] [INFO ] [LOCAL     ] SPGI: Saved forecast.
[2025-11-27T20:28:13.686381] [INFO ] [main      ] SPGI: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=39.9188%)
[2025-11-27T20:28:13.686856] [INFO ] [main      ] Progress: 827/1001 forecasts completed (82.6%). SPGI finished in 0.7s. ETA: 28.7s. Rate: 363.61 forecasts/min
[2025-11-27T20:28:13.687039] [INFO ] [main      ] Fetching symbol history for APEI...
[2025-11-27T20:28:13.687137] [DEBUG] [REMOTE    ] APEI: Fetching historical data.
[2025-11-27T20:28:13.699658] [DEBUG] [REMOTE    ] APEI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:13.700706] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, N/A% accuracy
[2025-11-27T20:28:13.700829] [INFO ] [LOCAL     ] APEI: Loaded 3 optimal features with 53.98% confidence from JSON config
[2025-11-27T20:28:13.700924] [DEBUG] [MAG       ] Building data for symbol: APEI with lookback: 0
[2025-11-27T20:28:13.701805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:13.701926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:13.707053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:13.708930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:13.710000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.712611] [DEBUG] [MAG       ] MELI: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.767505] [DEBUG] [MAG       ] UL: Last date is validated at 2025-11-26
[2025-11-27T20:28:13.770922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:13.772114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:13.876701] [DEBUG] [MAG       ] MELI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:13.929725] [DEBUG] [MAG       ] UL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.012343] [INFO ] [LOCAL     ] UL: Saved forecast.
[2025-11-27T20:28:14.012427] [INFO ] [main      ] UL: Signal=1 (Conf=80.0%), Magnitude=0.29% (Conf=54.9547%)
[2025-11-27T20:28:14.012902] [INFO ] [main      ] Fetching symbol history for AVNS...
[2025-11-27T20:28:14.013057] [DEBUG] [REMOTE    ] AVNS: Fetching historical data.
[2025-11-27T20:28:14.013671] [INFO ] [main      ] Progress: 828/1001 forecasts completed (82.7%). UL finished in 0.6s. ETA: 28.6s. Rate: 363.18 forecasts/min
[2025-11-27T20:28:14.025083] [DEBUG] [REMOTE    ] AVNS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.026230] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 5 features, N/A% accuracy
[2025-11-27T20:28:14.026345] [INFO ] [LOCAL     ] AVNS: Loaded 5 optimal features with 45.79% confidence from JSON config
[2025-11-27T20:28:14.026435] [DEBUG] [MAG       ] Building data for symbol: AVNS with lookback: 0
[2025-11-27T20:28:14.027259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:14.027380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:14.032137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:14.033957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:14.034522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:14.034988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:14.037735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.053357] [DEBUG] [MAG       ] APEI: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.087451] [INFO ] [LOCAL     ] MELI: Saved forecast.
[2025-11-27T20:28:14.087537] [INFO ] [main      ] MELI: Signal=1 (Conf=80.0%), Magnitude=-3.52% (Conf=58.7809%)
[2025-11-27T20:28:14.087707] [INFO ] [main      ] Fetching symbol history for DMRC...
[2025-11-27T20:28:14.087758] [DEBUG] [REMOTE    ] DMRC: Fetching historical data.
[2025-11-27T20:28:14.089675] [INFO ] [main      ] Progress: 829/1001 forecasts completed (82.8%). MELI finished in 0.8s. ETA: 28.4s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:14.098928] [DEBUG] [REMOTE    ] DMRC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.099843] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 6 features, N/A% accuracy
[2025-11-27T20:28:14.099907] [INFO ] [LOCAL     ] DMRC: Loaded 6 optimal features with 62.48% confidence from JSON config
[2025-11-27T20:28:14.099943] [DEBUG] [MAG       ] Building data for symbol: DMRC with lookback: 0
[2025-11-27T20:28:14.100726] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:14.100791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:14.102430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:14.102972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:14.103435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:14.103477] [DEBUG] [MAG       ] CHKP: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.103875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:14.104566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:14.107245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.228928] [DEBUG] [MAG       ] APEI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.270520] [DEBUG] [MAG       ] CHKP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.305903] [INFO ] [LOCAL     ] APEI: Saved forecast.
[2025-11-27T20:28:14.305985] [INFO ] [main      ] APEI: Signal=1 (Conf=80.0%), Magnitude=2.05% (Conf=53.9841%)
[2025-11-27T20:28:14.306335] [INFO ] [main      ] Progress: 830/1001 forecasts completed (82.9%). APEI finished in 0.6s. ETA: 28.2s. Rate: 363.28 forecasts/min
[2025-11-27T20:28:14.306459] [INFO ] [main      ] Fetching symbol history for SNPS...
[2025-11-27T20:28:14.306503] [DEBUG] [REMOTE    ] SNPS: Fetching historical data.
[2025-11-27T20:28:14.318429] [DEBUG] [REMOTE    ] SNPS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.319753] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 1 features, N/A% accuracy
[2025-11-27T20:28:14.319817] [INFO ] [LOCAL     ] SNPS: Loaded 1 optimal features with 50.59% confidence from JSON config
[2025-11-27T20:28:14.319854] [DEBUG] [MAG       ] Building data for symbol: SNPS with lookback: 0
[2025-11-27T20:28:14.320666] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:14.320732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:14.322174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.368564] [DEBUG] [MAG       ] AVNS: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.395654] [INFO ] [LOCAL     ] CHKP: Saved forecast.
[2025-11-27T20:28:14.395742] [INFO ] [main      ] CHKP: Signal=1 (Conf=80.0%), Magnitude=-3.13% (Conf=60.2408%)
[2025-11-27T20:28:14.395901] [INFO ] [main      ] Fetching symbol history for MORN...
[2025-11-27T20:28:14.395964] [DEBUG] [REMOTE    ] MORN: Fetching historical data.
[2025-11-27T20:28:14.396834] [INFO ] [main      ] Progress: 831/1001 forecasts completed (83.0%). CHKP finished in 0.8s. ETA: 28.1s. Rate: 363.48 forecasts/min
[2025-11-27T20:28:14.407308] [DEBUG] [REMOTE    ] MORN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.408473] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 8 features, N/A% accuracy
[2025-11-27T20:28:14.408534] [INFO ] [LOCAL     ] MORN: Loaded 8 optimal features with 45.06% confidence from JSON config
[2025-11-27T20:28:14.408568] [DEBUG] [MAG       ] Building data for symbol: MORN with lookback: 0
[2025-11-27T20:28:14.409682] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:14.409770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:14.414703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:14.416693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:14.417182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:14.417847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:14.418262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:14.419142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:14.421762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:14.422744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.438090] [DEBUG] [MAG       ] DMRC: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.534264] [DEBUG] [MAG       ] AVNS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.600877] [DEBUG] [MAG       ] DMRC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.609011] [INFO ] [LOCAL     ] AVNS: Saved forecast.
[2025-11-27T20:28:14.609096] [INFO ] [main      ] AVNS: Signal=1 (Conf=80.0%), Magnitude=-2.46% (Conf=45.7916%)
[2025-11-27T20:28:14.609471] [INFO ] [main      ] Fetching symbol history for NVGS...
[2025-11-27T20:28:14.609523] [DEBUG] [REMOTE    ] NVGS: Fetching historical data.
[2025-11-27T20:28:14.609652] [INFO ] [main      ] Progress: 832/1001 forecasts completed (83.1%). AVNS finished in 0.6s. ETA: 27.9s. Rate: 363.35 forecasts/min
[2025-11-27T20:28:14.620663] [DEBUG] [REMOTE    ] NVGS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.621769] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 5 features, N/A% accuracy
[2025-11-27T20:28:14.621832] [INFO ] [LOCAL     ] NVGS: Loaded 5 optimal features with 58.74% confidence from JSON config
[2025-11-27T20:28:14.621867] [DEBUG] [MAG       ] Building data for symbol: NVGS with lookback: 0
[2025-11-27T20:28:14.622663] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:14.622731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:14.624400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:14.624946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:14.625344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:14.626238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:14.653480] [DEBUG] [MAG       ] SNPS: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.695772] [INFO ] [LOCAL     ] DMRC: Saved forecast.
[2025-11-27T20:28:14.695928] [INFO ] [main      ] DMRC: Signal=1 (Conf=80.0%), Magnitude=10.19% (Conf=62.4771%)
[2025-11-27T20:28:14.696177] [INFO ] [main      ] Fetching symbol history for WFG...
[2025-11-27T20:28:14.696282] [DEBUG] [REMOTE    ] WFG: Fetching historical data.
[2025-11-27T20:28:14.697652] [INFO ] [main      ] Progress: 833/1001 forecasts completed (83.2%). DMRC finished in 0.6s. ETA: 27.7s. Rate: 363.55 forecasts/min
[2025-11-27T20:28:14.707900] [DEBUG] [REMOTE    ] WFG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:14.708792] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 6 features, N/A% accuracy
[2025-11-27T20:28:14.708907] [INFO ] [LOCAL     ] WFG: Loaded 6 optimal features with 51.25% confidence from JSON config
[2025-11-27T20:28:14.708999] [DEBUG] [MAG       ] Building data for symbol: WFG with lookback: 0
[2025-11-27T20:28:14.709852] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:14.709972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:14.711709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:14.712281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:14.712758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:14.735015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.750950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:14.751628] [DEBUG] [MAG       ] MORN: Last date is validated at 2025-11-26
[2025-11-27T20:28:14.752923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:14.754525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:14.820202] [DEBUG] [MAG       ] SNPS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:14.920470] [DEBUG] [MAG       ] MORN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.011832] [INFO ] [LOCAL     ] SNPS: Saved forecast.
[2025-11-27T20:28:15.011920] [INFO ] [main      ] SNPS: Signal=1 (Conf=80.0%), Magnitude=1.73% (Conf=50.59%)
[2025-11-27T20:28:15.012279] [INFO ] [main      ] Progress: 834/1001 forecasts completed (83.3%). SNPS finished in 0.7s. ETA: 27.6s. Rate: 363.16 forecasts/min
[2025-11-27T20:28:15.012434] [INFO ] [main      ] Fetching symbol history for LDP...
[2025-11-27T20:28:15.012486] [DEBUG] [REMOTE    ] LDP: Fetching historical data.
[2025-11-27T20:28:15.024137] [DEBUG] [REMOTE    ] LDP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.024954] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, N/A% accuracy
[2025-11-27T20:28:15.025015] [INFO ] [LOCAL     ] LDP: Loaded 4 optimal features with 52.53% confidence from JSON config
[2025-11-27T20:28:15.025051] [DEBUG] [MAG       ] Building data for symbol: LDP with lookback: 0
[2025-11-27T20:28:15.025855] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:15.025923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:15.027684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:15.028229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:15.051533] [INFO ] [LOCAL     ] MORN: Saved forecast.
[2025-11-27T20:28:15.051642] [INFO ] [main      ] MORN: Signal=1 (Conf=80.0%), Magnitude=0.49% (Conf=45.0594%)
[2025-11-27T20:28:15.051835] [INFO ] [main      ] Fetching symbol history for CASH...
[2025-11-27T20:28:15.051884] [DEBUG] [REMOTE    ] CASH: Fetching historical data.
[2025-11-27T20:28:15.052907] [INFO ] [main      ] Progress: 835/1001 forecasts completed (83.4%). MORN finished in 0.7s. ETA: 27.4s. Rate: 363.49 forecasts/min
[2025-11-27T20:28:15.063166] [DEBUG] [REMOTE    ] CASH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.064212] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 4 features, N/A% accuracy
[2025-11-27T20:28:15.064275] [INFO ] [LOCAL     ] CASH: Loaded 4 optimal features with 41.58% confidence from JSON config
[2025-11-27T20:28:15.064311] [DEBUG] [MAG       ] Building data for symbol: CASH with lookback: 0
[2025-11-27T20:28:15.065166] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:15.065243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:15.065429] [DEBUG] [MAG       ] NVGS: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.068626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:15.070447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:15.072929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:15.074087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:15.075624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.084193] [DEBUG] [MAG       ] WFG: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.116902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.232310] [DEBUG] [MAG       ] NVGS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.249068] [DEBUG] [MAG       ] WFG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.297264] [INFO ] [LOCAL     ] NVGS: Saved forecast.
[2025-11-27T20:28:15.297350] [INFO ] [main      ] NVGS: Signal=1 (Conf=80.0%), Magnitude=-1.10% (Conf=58.7359%)
[2025-11-27T20:28:15.297734] [INFO ] [main      ] Fetching symbol history for ADSE...
[2025-11-27T20:28:15.297793] [DEBUG] [REMOTE    ] ADSE: Fetching historical data.
[2025-11-27T20:28:15.298663] [INFO ] [main      ] Progress: 836/1001 forecasts completed (83.5%). NVGS finished in 0.7s. ETA: 27.3s. Rate: 363.27 forecasts/min
[2025-11-27T20:28:15.308865] [DEBUG] [REMOTE    ] ADSE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.309831] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 5 features, N/A% accuracy
[2025-11-27T20:28:15.309891] [INFO ] [LOCAL     ] ADSE: Loaded 5 optimal features with 47.88% confidence from JSON config
[2025-11-27T20:28:15.309931] [DEBUG] [MAG       ] Building data for symbol: ADSE with lookback: 0
[2025-11-27T20:28:15.310736] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:15.310814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:15.312492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:15.313038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:15.313519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:15.314874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:15.315554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.341992] [INFO ] [LOCAL     ] WFG: Saved forecast.
[2025-11-27T20:28:15.342146] [INFO ] [main      ] WFG: Signal=1 (Conf=80.0%), Magnitude=0.60% (Conf=51.2502%)
[2025-11-27T20:28:15.342391] [INFO ] [main      ] Fetching symbol history for DAL...
[2025-11-27T20:28:15.342493] [DEBUG] [REMOTE    ] DAL: Fetching historical data.
[2025-11-27T20:28:15.343783] [INFO ] [main      ] Progress: 837/1001 forecasts completed (83.6%). WFG finished in 0.6s. ETA: 27.1s. Rate: 363.59 forecasts/min
[2025-11-27T20:28:15.354177] [DEBUG] [REMOTE    ] DAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.354971] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 1 features, N/A% accuracy
[2025-11-27T20:28:15.355035] [INFO ] [LOCAL     ] DAL: Loaded 1 optimal features with 57.24% confidence from JSON config
[2025-11-27T20:28:15.355071] [DEBUG] [MAG       ] Building data for symbol: DAL with lookback: 0
[2025-11-27T20:28:15.355889] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:15.355956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:15.357509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.409626] [DEBUG] [MAG       ] CASH: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.448818] [DEBUG] [MAG       ] LDP: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.576068] [DEBUG] [MAG       ] CASH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.618818] [DEBUG] [MAG       ] LDP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.648266] [DEBUG] [MAG       ] ADSE: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.671769] [INFO ] [LOCAL     ] CASH: Saved forecast.
[2025-11-27T20:28:15.671867] [INFO ] [main      ] CASH: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=41.5827%)
[2025-11-27T20:28:15.672029] [INFO ] [main      ] Fetching symbol history for CC...
[2025-11-27T20:28:15.672077] [DEBUG] [REMOTE    ] CC: Fetching historical data.
[2025-11-27T20:28:15.672898] [INFO ] [main      ] Progress: 838/1001 forecasts completed (83.7%). CASH finished in 0.6s. ETA: 26.9s. Rate: 363.16 forecasts/min
[2025-11-27T20:28:15.678437] [INFO ] [LOCAL     ] LDP: Saved forecast.
[2025-11-27T20:28:15.678587] [INFO ] [main      ] LDP: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=52.5301%)
[2025-11-27T20:28:15.679013] [INFO ] [main      ] Progress: 839/1001 forecasts completed (83.8%). LDP finished in 0.7s. ETA: 26.7s. Rate: 363.58 forecasts/min
[2025-11-27T20:28:15.679189] [INFO ] [main      ] Fetching symbol history for EXFY...
[2025-11-27T20:28:15.679297] [DEBUG] [REMOTE    ] EXFY: Fetching historical data.
[2025-11-27T20:28:15.684558] [DEBUG] [REMOTE    ] CC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.685543] [DEBUG] [LOCAL     ] Loaded configuration for CC: 4 features, N/A% accuracy
[2025-11-27T20:28:15.685629] [INFO ] [LOCAL     ] CC: Loaded 4 optimal features with 57.53% confidence from JSON config
[2025-11-27T20:28:15.685669] [DEBUG] [MAG       ] Building data for symbol: CC with lookback: 0
[2025-11-27T20:28:15.686416] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:15.686485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:15.686631] [DEBUG] [MAG       ] DAL: Last date is validated at 2025-11-26
[2025-11-27T20:28:15.688184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:15.688708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:15.691634] [DEBUG] [REMOTE    ] EXFY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.692669] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 1 features, N/A% accuracy
[2025-11-27T20:28:15.692788] [INFO ] [LOCAL     ] EXFY: Loaded 1 optimal features with 46.36% confidence from JSON config
[2025-11-27T20:28:15.692900] [DEBUG] [MAG       ] Building data for symbol: EXFY with lookback: 0
[2025-11-27T20:28:15.693779] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:15.693898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:15.694736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.761690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:15.764350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.814302] [DEBUG] [MAG       ] ADSE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.850295] [DEBUG] [MAG       ] DAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:15.884643] [INFO ] [LOCAL     ] ADSE: Saved forecast.
[2025-11-27T20:28:15.884730] [INFO ] [main      ] ADSE: Signal=1 (Conf=80.0%), Magnitude=6.59% (Conf=47.8832%)
[2025-11-27T20:28:15.885175] [INFO ] [main      ] Fetching symbol history for ONEQ...
[2025-11-27T20:28:15.885230] [DEBUG] [REMOTE    ] ONEQ: Fetching historical data.
[2025-11-27T20:28:15.885767] [INFO ] [main      ] Progress: 840/1001 forecasts completed (83.9%). ADSE finished in 0.6s. ETA: 26.6s. Rate: 363.47 forecasts/min
[2025-11-27T20:28:15.896253] [DEBUG] [REMOTE    ] ONEQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.897226] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 6 features, N/A% accuracy
[2025-11-27T20:28:15.897292] [INFO ] [LOCAL     ] ONEQ: Loaded 6 optimal features with 50.98% confidence from JSON config
[2025-11-27T20:28:15.897331] [DEBUG] [MAG       ] Building data for symbol: ONEQ with lookback: 0
[2025-11-27T20:28:15.898125] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:15.898215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:15.903013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:15.903864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:15.904700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:15.941252] [INFO ] [LOCAL     ] DAL: Saved forecast.
[2025-11-27T20:28:15.941333] [INFO ] [main      ] DAL: Signal=1 (Conf=80.0%), Magnitude=4.47% (Conf=57.2434%)
[2025-11-27T20:28:15.941505] [INFO ] [main      ] Fetching symbol history for VGM...
[2025-11-27T20:28:15.941551] [DEBUG] [REMOTE    ] VGM: Fetching historical data.
[2025-11-27T20:28:15.942634] [INFO ] [main      ] Progress: 841/1001 forecasts completed (84.0%). DAL finished in 0.6s. ETA: 26.4s. Rate: 363.75 forecasts/min
[2025-11-27T20:28:15.952645] [DEBUG] [REMOTE    ] VGM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:15.953632] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 10 features, N/A% accuracy
[2025-11-27T20:28:15.953704] [INFO ] [LOCAL     ] VGM: Loaded 10 optimal features with 38.74% confidence from JSON config
[2025-11-27T20:28:15.953740] [DEBUG] [MAG       ] Building data for symbol: VGM with lookback: 0
[2025-11-27T20:28:15.954244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:15.954527] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:28:15.954610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:15.955121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:15.955883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:15.959412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:15.960246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:15.962524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:15.964167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:15.965395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:15.967197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:15.969838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:15.970903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:15.972855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:15.978587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.025543] [DEBUG] [MAG       ] EXFY: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.093693] [DEBUG] [MAG       ] CC: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.189516] [DEBUG] [MAG       ] EXFY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:16.240440] [INFO ] [LOCAL     ] EXFY: Saved forecast.
[2025-11-27T20:28:16.240657] [INFO ] [main      ] EXFY: Signal=1 (Conf=80.0%), Magnitude=-0.58% (Conf=46.3596%)
[2025-11-27T20:28:16.241090] [INFO ] [main      ] Progress: 842/1001 forecasts completed (84.1%). EXFY finished in 0.6s. ETA: 26.3s. Rate: 363.40 forecasts/min
[2025-11-27T20:28:16.241271] [INFO ] [main      ] Fetching symbol history for TRTX...
[2025-11-27T20:28:16.241373] [DEBUG] [REMOTE    ] TRTX: Fetching historical data.
[2025-11-27T20:28:16.252274] [DEBUG] [REMOTE    ] TRTX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:16.253541] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 5 features, N/A% accuracy
[2025-11-27T20:28:16.253678] [INFO ] [LOCAL     ] TRTX: Loaded 5 optimal features with 59.52% confidence from JSON config
[2025-11-27T20:28:16.253770] [DEBUG] [MAG       ] Building data for symbol: TRTX with lookback: 0
[2025-11-27T20:28:16.254589] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:16.254710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:16.258748] [DEBUG] [MAG       ] CC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:16.259472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:16.260790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:16.263915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:16.268046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:16.269465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.302628] [DEBUG] [MAG       ] ONEQ: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.308071] [DEBUG] [MAG       ] VGM: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.331526] [INFO ] [LOCAL     ] CC: Saved forecast.
[2025-11-27T20:28:16.331626] [INFO ] [main      ] CC: Signal=1 (Conf=80.0%), Magnitude=-4.60% (Conf=57.5321%)
[2025-11-27T20:28:16.331784] [INFO ] [main      ] Fetching symbol history for PESI...
[2025-11-27T20:28:16.331849] [DEBUG] [REMOTE    ] PESI: Fetching historical data.
[2025-11-27T20:28:16.332915] [INFO ] [main      ] Progress: 843/1001 forecasts completed (84.2%). CC finished in 0.7s. ETA: 26.1s. Rate: 363.59 forecasts/min
[2025-11-27T20:28:16.345413] [DEBUG] [REMOTE    ] PESI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:16.346436] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 9 features, N/A% accuracy
[2025-11-27T20:28:16.346510] [INFO ] [LOCAL     ] PESI: Loaded 9 optimal features with 51.93% confidence from JSON config
[2025-11-27T20:28:16.346568] [DEBUG] [MAG       ] Building data for symbol: PESI with lookback: 0
[2025-11-27T20:28:16.347648] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:16.347739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:16.350079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:16.350771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:16.351362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:16.351893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:16.399274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:16.446894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:16.448195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:16.449325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:16.451341] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.473689] [DEBUG] [MAG       ] ONEQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:16.474024] [DEBUG] [MAG       ] VGM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:16.542340] [INFO ] [LOCAL     ] VGM: Saved forecast.
[2025-11-27T20:28:16.542423] [INFO ] [main      ] VGM: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=38.7352%)
[2025-11-27T20:28:16.542826] [INFO ] [main      ] Fetching symbol history for SHG...
[2025-11-27T20:28:16.542992] [DEBUG] [REMOTE    ] SHG: Fetching historical data.
[2025-11-27T20:28:16.543646] [INFO ] [main      ] Progress: 844/1001 forecasts completed (84.3%). VGM finished in 0.6s. ETA: 25.9s. Rate: 363.47 forecasts/min
[2025-11-27T20:28:16.553935] [DEBUG] [REMOTE    ] SHG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:16.555071] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 3 features, N/A% accuracy
[2025-11-27T20:28:16.555184] [INFO ] [LOCAL     ] SHG: Loaded 3 optimal features with 51.08% confidence from JSON config
[2025-11-27T20:28:16.555273] [DEBUG] [MAG       ] Building data for symbol: SHG with lookback: 0
[2025-11-27T20:28:16.556103] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:16.556222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:16.561048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:16.561940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:16.576826] [INFO ] [LOCAL     ] ONEQ: Saved forecast.
[2025-11-27T20:28:16.576939] [INFO ] [main      ] ONEQ: Signal=1 (Conf=80.0%), Magnitude=2.05% (Conf=50.9839%)
[2025-11-27T20:28:16.577421] [INFO ] [main      ] Fetching symbol history for MAS...
[2025-11-27T20:28:16.577488] [DEBUG] [REMOTE    ] MAS: Fetching historical data.
[2025-11-27T20:28:16.578634] [INFO ] [main      ] Progress: 845/1001 forecasts completed (84.4%). ONEQ finished in 0.7s. ETA: 25.7s. Rate: 363.81 forecasts/min
[2025-11-27T20:28:16.591603] [DEBUG] [REMOTE    ] MAS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:16.592541] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 2 features, N/A% accuracy
[2025-11-27T20:28:16.592620] [INFO ] [LOCAL     ] MAS: Loaded 2 optimal features with 60.71% confidence from JSON config
[2025-11-27T20:28:16.592661] [DEBUG] [MAG       ] Building data for symbol: MAS with lookback: 0
[2025-11-27T20:28:16.593492] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:16.593555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:16.594446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:16.595542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.599058] [DEBUG] [MAG       ] TRTX: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.600558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.762156] [DEBUG] [MAG       ] TRTX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:16.787900] [DEBUG] [MAG       ] PESI: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.824389] [INFO ] [LOCAL     ] TRTX: Saved forecast.
[2025-11-27T20:28:16.824472] [INFO ] [main      ] TRTX: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=59.5208%)
[2025-11-27T20:28:16.824863] [INFO ] [main      ] Progress: 846/1001 forecasts completed (84.5%). TRTX finished in 0.6s. ETA: 25.6s. Rate: 363.60 forecasts/min
[2025-11-27T20:28:16.824991] [INFO ] [main      ] Fetching symbol history for SGRY...
[2025-11-27T20:28:16.825036] [DEBUG] [REMOTE    ] SGRY: Fetching historical data.
[2025-11-27T20:28:16.836139] [DEBUG] [REMOTE    ] SGRY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:16.837344] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, N/A% accuracy
[2025-11-27T20:28:16.837403] [INFO ] [LOCAL     ] SGRY: Loaded 3 optimal features with 51.97% confidence from JSON config
[2025-11-27T20:28:16.837436] [DEBUG] [MAG       ] Building data for symbol: SGRY with lookback: 0
[2025-11-27T20:28:16.838246] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:16.838326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:16.843080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:16.845455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:16.892659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:16.928069] [DEBUG] [MAG       ] SHG: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.933792] [DEBUG] [MAG       ] MAS: Last date is validated at 2025-11-26
[2025-11-27T20:28:16.959544] [DEBUG] [MAG       ] PESI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.037162] [INFO ] [LOCAL     ] PESI: Saved forecast.
[2025-11-27T20:28:17.037249] [INFO ] [main      ] PESI: Signal=1 (Conf=80.0%), Magnitude=3.23% (Conf=51.9316%)
[2025-11-27T20:28:17.037410] [INFO ] [main      ] Fetching symbol history for PYXS...
[2025-11-27T20:28:17.037474] [DEBUG] [REMOTE    ] PYXS: Fetching historical data.
[2025-11-27T20:28:17.037837] [INFO ] [main      ] Progress: 847/1001 forecasts completed (84.6%). PESI finished in 0.7s. ETA: 25.4s. Rate: 363.48 forecasts/min
[2025-11-27T20:28:17.049310] [DEBUG] [REMOTE    ] PYXS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.050372] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 4 features, N/A% accuracy
[2025-11-27T20:28:17.050435] [INFO ] [LOCAL     ] PYXS: Loaded 4 optimal features with 59.58% confidence from JSON config
[2025-11-27T20:28:17.050471] [DEBUG] [MAG       ] Building data for symbol: PYXS with lookback: 0
[2025-11-27T20:28:17.051316] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:17.051390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:17.053130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:17.053679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:17.054082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:17.055327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.091686] [DEBUG] [MAG       ] SHG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.100012] [DEBUG] [MAG       ] MAS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.172048] [INFO ] [LOCAL     ] SHG: Saved forecast.
[2025-11-27T20:28:17.172270] [INFO ] [main      ] SHG: Signal=1 (Conf=80.0%), Magnitude=0.24% (Conf=51.0819%)
[2025-11-27T20:28:17.172518] [INFO ] [main      ] Fetching symbol history for BCYC...
[2025-11-27T20:28:17.172633] [DEBUG] [REMOTE    ] BCYC: Fetching historical data.
[2025-11-27T20:28:17.174687] [INFO ] [main      ] Progress: 848/1001 forecasts completed (84.7%). SHG finished in 0.6s. ETA: 25.3s. Rate: 363.55 forecasts/min
[2025-11-27T20:28:17.183814] [DEBUG] [REMOTE    ] BCYC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.184788] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 3 features, N/A% accuracy
[2025-11-27T20:28:17.184902] [INFO ] [LOCAL     ] BCYC: Loaded 3 optimal features with 40.72% confidence from JSON config
[2025-11-27T20:28:17.184991] [DEBUG] [MAG       ] Building data for symbol: BCYC with lookback: 0
[2025-11-27T20:28:17.185827] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:17.185945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:17.187192] [INFO ] [LOCAL     ] MAS: Saved forecast.
[2025-11-27T20:28:17.187274] [INFO ] [main      ] MAS: Signal=1 (Conf=80.0%), Magnitude=4.29% (Conf=60.7078%)
[2025-11-27T20:28:17.187674] [INFO ] [main      ] Fetching symbol history for METD...
[2025-11-27T20:28:17.187733] [DEBUG] [REMOTE    ] METD: Fetching historical data.
[2025-11-27T20:28:17.188614] [INFO ] [main      ] Progress: 849/1001 forecasts completed (84.8%). MAS finished in 0.6s. ETA: 25.1s. Rate: 363.94 forecasts/min
[2025-11-27T20:28:17.190932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:17.192771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:17.193309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.199127] [DEBUG] [REMOTE    ] METD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.200134] [DEBUG] [LOCAL     ] Loaded configuration for METD: 7 features, N/A% accuracy
[2025-11-27T20:28:17.200195] [INFO ] [LOCAL     ] METD: Loaded 7 optimal features with 57.34% confidence from JSON config
[2025-11-27T20:28:17.200229] [DEBUG] [MAG       ] Building data for symbol: METD with lookback: 0
[2025-11-27T20:28:17.201035] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:17.201106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:17.201846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:17.202698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:17.203696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:17.204455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:17.205694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:17.206727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:17.210608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.219761] [DEBUG] [MAG       ] SGRY: Last date is validated at 2025-11-26
[2025-11-27T20:28:17.382021] [DEBUG] [MAG       ] SGRY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.386644] [DEBUG] [MAG       ] PYXS: Last date is validated at 2025-11-26
[2025-11-27T20:28:17.467747] [INFO ] [LOCAL     ] SGRY: Saved forecast.
[2025-11-27T20:28:17.467841] [INFO ] [main      ] SGRY: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=51.9667%)
[2025-11-27T20:28:17.468231] [INFO ] [main      ] Fetching symbol history for KHC...
[2025-11-27T20:28:17.468284] [DEBUG] [REMOTE    ] KHC: Fetching historical data.
[2025-11-27T20:28:17.469090] [INFO ] [main      ] Progress: 850/1001 forecasts completed (84.9%). SGRY finished in 0.6s. ETA: 24.9s. Rate: 363.64 forecasts/min
[2025-11-27T20:28:17.479402] [DEBUG] [REMOTE    ] KHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.480263] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 8 features, N/A% accuracy
[2025-11-27T20:28:17.480322] [INFO ] [LOCAL     ] KHC: Loaded 8 optimal features with 64.39% confidence from JSON config
[2025-11-27T20:28:17.480360] [DEBUG] [MAG       ] Building data for symbol: KHC with lookback: 0
[2025-11-27T20:28:17.481132] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:17.481202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:17.482859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:17.483351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:17.483799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:17.484182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:17.484944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:17.527047] [DEBUG] [MAG       ] BCYC: Last date is validated at 2025-11-26
[2025-11-27T20:28:17.539093] [DEBUG] [MAG       ] METD: Last date is validated at 2025-11-26
[2025-11-27T20:28:17.552399] [DEBUG] [MAG       ] PYXS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.590662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:17.610485] [INFO ] [LOCAL     ] PYXS: Saved forecast.
[2025-11-27T20:28:17.610585] [INFO ] [main      ] PYXS: Signal=1 (Conf=80.0%), Magnitude=-2.05% (Conf=59.5846%)
[2025-11-27T20:28:17.610761] [INFO ] [main      ] Fetching symbol history for GLNG...
[2025-11-27T20:28:17.610812] [DEBUG] [REMOTE    ] GLNG: Fetching historical data.
[2025-11-27T20:28:17.611844] [INFO ] [main      ] Progress: 851/1001 forecasts completed (85.0%). PYXS finished in 0.6s. ETA: 24.7s. Rate: 363.70 forecasts/min
[2025-11-27T20:28:17.622160] [DEBUG] [REMOTE    ] GLNG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.623005] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 1 features, N/A% accuracy
[2025-11-27T20:28:17.623065] [INFO ] [LOCAL     ] GLNG: Loaded 1 optimal features with 64.18% confidence from JSON config
[2025-11-27T20:28:17.623099] [DEBUG] [MAG       ] Building data for symbol: GLNG with lookback: 0
[2025-11-27T20:28:17.623868] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:17.623933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:17.626651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.628968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:17.691675] [DEBUG] [MAG       ] BCYC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.701302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.704062] [DEBUG] [MAG       ] METD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:17.769639] [INFO ] [LOCAL     ] BCYC: Saved forecast.
[2025-11-27T20:28:17.769835] [INFO ] [main      ] BCYC: Signal=1 (Conf=80.0%), Magnitude=5.00% (Conf=40.7198%)
[2025-11-27T20:28:17.770084] [INFO ] [main      ] Fetching symbol history for ABVC...
[2025-11-27T20:28:17.770261] [DEBUG] [REMOTE    ] ABVC: Fetching historical data.
[2025-11-27T20:28:17.771664] [INFO ] [main      ] Progress: 852/1001 forecasts completed (85.1%). BCYC finished in 0.6s. ETA: 24.6s. Rate: 363.71 forecasts/min
[2025-11-27T20:28:17.777128] [INFO ] [LOCAL     ] METD: Saved forecast.
[2025-11-27T20:28:17.777218] [INFO ] [main      ] METD: Signal=1 (Conf=80.0%), Magnitude=4.17% (Conf=57.3354%)
[2025-11-27T20:28:17.777638] [INFO ] [main      ] Fetching symbol history for CDP...
[2025-11-27T20:28:17.777697] [DEBUG] [REMOTE    ] CDP: Fetching historical data.
[2025-11-27T20:28:17.777651] [INFO ] [main      ] Progress: 853/1001 forecasts completed (85.2%). METD finished in 0.6s. ETA: 24.4s. Rate: 364.12 forecasts/min
[2025-11-27T20:28:17.781538] [DEBUG] [REMOTE    ] ABVC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.782422] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 4 features, N/A% accuracy
[2025-11-27T20:28:17.782534] [INFO ] [LOCAL     ] ABVC: Loaded 4 optimal features with 55.97% confidence from JSON config
[2025-11-27T20:28:17.782651] [DEBUG] [MAG       ] Building data for symbol: ABVC with lookback: 0
[2025-11-27T20:28:17.783456] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:17.783595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:17.788353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:17.788992] [DEBUG] [REMOTE    ] CDP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:17.789896] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 7 features, N/A% accuracy
[2025-11-27T20:28:17.789933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:17.789955] [INFO ] [LOCAL     ] CDP: Loaded 7 optimal features with 48.81% confidence from JSON config
[2025-11-27T20:28:17.789993] [DEBUG] [MAG       ] Building data for symbol: CDP with lookback: 0
[2025-11-27T20:28:17.790782] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:17.790845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:17.790945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:17.792032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.795549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:17.797345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:17.797867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:17.798297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:17.799322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:17.800461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:17.803220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:17.971096] [DEBUG] [MAG       ] GLNG: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.030337] [DEBUG] [MAG       ] KHC: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.119810] [DEBUG] [MAG       ] ABVC: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.132921] [DEBUG] [MAG       ] CDP: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.139001] [DEBUG] [MAG       ] GLNG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.195839] [DEBUG] [MAG       ] KHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.224721] [INFO ] [LOCAL     ] GLNG: Saved forecast.
[2025-11-27T20:28:18.224813] [INFO ] [main      ] GLNG: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=64.1848%)
[2025-11-27T20:28:18.224995] [INFO ] [main      ] Fetching symbol history for NVRI...
[2025-11-27T20:28:18.225060] [DEBUG] [REMOTE    ] NVRI: Fetching historical data.
[2025-11-27T20:28:18.226325] [INFO ] [main      ] Progress: 854/1001 forecasts completed (85.3%). GLNG finished in 0.6s. ETA: 24.3s. Rate: 363.39 forecasts/min
[2025-11-27T20:28:18.237448] [DEBUG] [REMOTE    ] NVRI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.238697] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 4 features, N/A% accuracy
[2025-11-27T20:28:18.238816] [INFO ] [LOCAL     ] NVRI: Loaded 4 optimal features with 59.31% confidence from JSON config
[2025-11-27T20:28:18.238917] [DEBUG] [MAG       ] Building data for symbol: NVRI with lookback: 0
[2025-11-27T20:28:18.239916] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:18.240045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:18.245258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:18.246354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:18.270965] [INFO ] [LOCAL     ] KHC: Saved forecast.
[2025-11-27T20:28:18.271053] [INFO ] [main      ] KHC: Signal=1 (Conf=80.0%), Magnitude=-0.63% (Conf=64.3854%)
[2025-11-27T20:28:18.271403] [INFO ] [main      ] Fetching symbol history for SLGN...
[2025-11-27T20:28:18.271471] [DEBUG] [REMOTE    ] SLGN: Fetching historical data.
[2025-11-27T20:28:18.271951] [INFO ] [main      ] Progress: 855/1001 forecasts completed (85.4%). KHC finished in 0.8s. ETA: 24.1s. Rate: 363.70 forecasts/min
[2025-11-27T20:28:18.283228] [DEBUG] [REMOTE    ] SLGN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.284152] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 4 features, N/A% accuracy
[2025-11-27T20:28:18.284213] [INFO ] [LOCAL     ] SLGN: Loaded 4 optimal features with 47.64% confidence from JSON config
[2025-11-27T20:28:18.284248] [DEBUG] [MAG       ] Building data for symbol: SLGN with lookback: 0
[2025-11-27T20:28:18.285028] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:18.285095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:18.285631] [DEBUG] [MAG       ] ABVC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.289968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:18.291816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:18.292302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:18.292715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:18.298380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:18.300524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:18.300799] [DEBUG] [MAG       ] CDP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.345505] [INFO ] [LOCAL     ] ABVC: Saved forecast.
[2025-11-27T20:28:18.345605] [INFO ] [main      ] ABVC: Signal=1 (Conf=80.0%), Magnitude=8.60% (Conf=55.9659%)
[2025-11-27T20:28:18.345766] [INFO ] [main      ] Fetching symbol history for PAM...
[2025-11-27T20:28:18.345817] [DEBUG] [REMOTE    ] PAM: Fetching historical data.
[2025-11-27T20:28:18.347670] [INFO ] [main      ] Progress: 856/1001 forecasts completed (85.5%). ABVC finished in 0.6s. ETA: 23.9s. Rate: 363.93 forecasts/min
[2025-11-27T20:28:18.356815] [DEBUG] [REMOTE    ] PAM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.357905] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 10 features, N/A% accuracy
[2025-11-27T20:28:18.357967] [INFO ] [LOCAL     ] PAM: Loaded 10 optimal features with 54.39% confidence from JSON config
[2025-11-27T20:28:18.358001] [DEBUG] [MAG       ] Building data for symbol: PAM with lookback: 0
[2025-11-27T20:28:18.358813] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:28:18.358884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:18.360561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:18.361087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:18.361522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:18.361931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:18.445461] [INFO ] [LOCAL     ] CDP: Saved forecast.
[2025-11-27T20:28:18.445693] [INFO ] [main      ] CDP: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=48.8144%)
[2025-11-27T20:28:18.446147] [INFO ] [main      ] Progress: 857/1001 forecasts completed (85.6%). CDP finished in 0.7s. ETA: 23.7s. Rate: 364.10 forecasts/min
[2025-11-27T20:28:18.446331] [INFO ] [main      ] Fetching symbol history for BYSI...
[2025-11-27T20:28:18.446434] [DEBUG] [REMOTE    ] BYSI: Fetching historical data.
[2025-11-27T20:28:18.457481] [DEBUG] [REMOTE    ] BYSI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.458595] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 5 features, N/A% accuracy
[2025-11-27T20:28:18.458708] [INFO ] [LOCAL     ] BYSI: Loaded 5 optimal features with 54.14% confidence from JSON config
[2025-11-27T20:28:18.458799] [DEBUG] [MAG       ] Building data for symbol: BYSI with lookback: 0
[2025-11-27T20:28:18.459647] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:18.459765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:18.461518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:18.462104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:18.462552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:18.465039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:18.466800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:18.468912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:18.470483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:18.471502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:18.473091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:18.474099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:18.474784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:18.619115] [DEBUG] [MAG       ] SLGN: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.662926] [DEBUG] [MAG       ] NVRI: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.784587] [DEBUG] [MAG       ] SLGN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.801062] [DEBUG] [MAG       ] PAM: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.812640] [DEBUG] [MAG       ] BYSI: Last date is validated at 2025-11-26
[2025-11-27T20:28:18.845431] [DEBUG] [MAG       ] NVRI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.876972] [INFO ] [LOCAL     ] SLGN: Saved forecast.
[2025-11-27T20:28:18.877057] [INFO ] [main      ] SLGN: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=47.6436%)
[2025-11-27T20:28:18.877515] [INFO ] [main      ] Fetching symbol history for UI...
[2025-11-27T20:28:18.877585] [DEBUG] [REMOTE    ] UI: Fetching historical data.
[2025-11-27T20:28:18.877775] [INFO ] [main      ] Progress: 858/1001 forecasts completed (85.7%). SLGN finished in 0.6s. ETA: 23.6s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:18.888960] [DEBUG] [REMOTE    ] UI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.889948] [DEBUG] [LOCAL     ] Loaded configuration for UI: 11 features, N/A% accuracy
[2025-11-27T20:28:18.890008] [INFO ] [LOCAL     ] UI: Loaded 11 optimal features with 50.09% confidence from JSON config
[2025-11-27T20:28:18.890047] [DEBUG] [MAG       ] Building data for symbol: UI with lookback: 0
[2025-11-27T20:28:18.890842] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:28:18.890913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:18.895642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:18.897357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:18.897844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:18.898260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:18.924776] [INFO ] [LOCAL     ] NVRI: Saved forecast.
[2025-11-27T20:28:18.925010] [INFO ] [main      ] NVRI: Signal=1 (Conf=80.0%), Magnitude=0.49% (Conf=59.3098%)
[2025-11-27T20:28:18.925224] [INFO ] [main      ] Fetching symbol history for OKYO...
[2025-11-27T20:28:18.925327] [DEBUG] [REMOTE    ] OKYO: Fetching historical data.
[2025-11-27T20:28:18.926646] [INFO ] [main      ] Progress: 859/1001 forecasts completed (85.8%). NVRI finished in 0.7s. ETA: 23.4s. Rate: 363.71 forecasts/min
[2025-11-27T20:28:18.938563] [DEBUG] [REMOTE    ] OKYO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:18.939494] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 8 features, N/A% accuracy
[2025-11-27T20:28:18.939622] [INFO ] [LOCAL     ] OKYO: Loaded 8 optimal features with 51.03% confidence from JSON config
[2025-11-27T20:28:18.939722] [DEBUG] [MAG       ] Building data for symbol: OKYO with lookback: 0
[2025-11-27T20:28:18.940680] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:18.940802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:18.942493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:18.943068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:18.943519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:18.945947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:18.965408] [DEBUG] [MAG       ] PAM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.972525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:18.976949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:18.977456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:18.978469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:18.980026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:18.981006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:18.981936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:18.991271] [DEBUG] [MAG       ] BYSI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:18.992966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:18.993847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:19.011071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:19.013870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.051031] [INFO ] [LOCAL     ] BYSI: Saved forecast.
[2025-11-27T20:28:19.051130] [INFO ] [main      ] BYSI: Signal=1 (Conf=80.0%), Magnitude=9.70% (Conf=54.1368%)
[2025-11-27T20:28:19.051539] [INFO ] [main      ] Progress: 860/1001 forecasts completed (85.9%). BYSI finished in 0.6s. ETA: 23.3s. Rate: 363.81 forecasts/min
[2025-11-27T20:28:19.051695] [INFO ] [main      ] Fetching symbol history for AIQ...
[2025-11-27T20:28:19.051805] [DEBUG] [REMOTE    ] AIQ: Fetching historical data.
[2025-11-27T20:28:19.063709] [DEBUG] [REMOTE    ] AIQ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.064815] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 5 features, N/A% accuracy
[2025-11-27T20:28:19.064894] [INFO ] [LOCAL     ] AIQ: Loaded 5 optimal features with 52.40% confidence from JSON config
[2025-11-27T20:28:19.064949] [DEBUG] [MAG       ] Building data for symbol: AIQ with lookback: 0
[2025-11-27T20:28:19.065891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:19.065961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:19.071133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:19.073065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:19.073598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:19.074049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:19.076269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.080050] [INFO ] [LOCAL     ] PAM: Saved forecast.
[2025-11-27T20:28:19.080131] [INFO ] [main      ] PAM: Signal=1 (Conf=80.0%), Magnitude=4.06% (Conf=54.3903%)
[2025-11-27T20:28:19.080311] [INFO ] [main      ] Fetching symbol history for RFM...
[2025-11-27T20:28:19.080358] [DEBUG] [REMOTE    ] RFM: Fetching historical data.
[2025-11-27T20:28:19.080915] [INFO ] [main      ] Progress: 861/1001 forecasts completed (86.0%). PAM finished in 0.7s. ETA: 23.1s. Rate: 364.16 forecasts/min
[2025-11-27T20:28:19.091365] [DEBUG] [REMOTE    ] RFM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.092388] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 7 features, N/A% accuracy
[2025-11-27T20:28:19.092449] [INFO ] [LOCAL     ] RFM: Loaded 7 optimal features with 50.50% confidence from JSON config
[2025-11-27T20:28:19.092484] [DEBUG] [MAG       ] Building data for symbol: RFM with lookback: 0
[2025-11-27T20:28:19.093267] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:19.093338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:19.098514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:19.100253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:19.100747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:19.101135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:19.206963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:19.209224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:19.210316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.313728] [DEBUG] [MAG       ] UI: Last date is validated at 2025-11-26
[2025-11-27T20:28:19.354802] [DEBUG] [MAG       ] OKYO: Last date is validated at 2025-11-26
[2025-11-27T20:28:19.434068] [DEBUG] [MAG       ] AIQ: Last date is validated at 2025-11-26
[2025-11-27T20:28:19.478595] [DEBUG] [MAG       ] UI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:19.526994] [DEBUG] [MAG       ] OKYO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:19.536072] [DEBUG] [MAG       ] RFM: Last date is validated at 2025-11-26
[2025-11-27T20:28:19.591488] [INFO ] [LOCAL     ] OKYO: Saved forecast.
[2025-11-27T20:28:19.591714] [INFO ] [main      ] OKYO: Signal=1 (Conf=80.0%), Magnitude=-0.56% (Conf=51.0305%)
[2025-11-27T20:28:19.591977] [INFO ] [main      ] Fetching symbol history for WABC...
[2025-11-27T20:28:19.592095] [DEBUG] [REMOTE    ] WABC: Fetching historical data.
[2025-11-27T20:28:19.592390] [INFO ] [main      ] Progress: 862/1001 forecasts completed (86.1%). OKYO finished in 0.7s. ETA: 23.0s. Rate: 363.28 forecasts/min
[2025-11-27T20:28:19.604761] [DEBUG] [REMOTE    ] WABC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.605623] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 4 features, N/A% accuracy
[2025-11-27T20:28:19.605735] [INFO ] [LOCAL     ] WABC: Loaded 4 optimal features with 58.15% confidence from JSON config
[2025-11-27T20:28:19.605827] [DEBUG] [MAG       ] Building data for symbol: WABC with lookback: 0
[2025-11-27T20:28:19.606701] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:19.606822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:19.608670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:19.609245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:19.609795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:19.612313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.612932] [DEBUG] [MAG       ] AIQ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:19.677344] [INFO ] [LOCAL     ] UI: Saved forecast.
[2025-11-27T20:28:19.677429] [INFO ] [main      ] UI: Signal=1 (Conf=80.0%), Magnitude=7.57% (Conf=50.0863%)
[2025-11-27T20:28:19.677712] [INFO ] [main      ] Fetching symbol history for CMG...
[2025-11-27T20:28:19.677892] [DEBUG] [REMOTE    ] CMG: Fetching historical data.
[2025-11-27T20:28:19.678918] [INFO ] [main      ] Progress: 863/1001 forecasts completed (86.2%). UI finished in 0.8s. ETA: 22.8s. Rate: 363.48 forecasts/min
[2025-11-27T20:28:19.690134] [DEBUG] [REMOTE    ] CMG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.691172] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 2 features, N/A% accuracy
[2025-11-27T20:28:19.691292] [INFO ] [LOCAL     ] CMG: Loaded 2 optimal features with 51.98% confidence from JSON config
[2025-11-27T20:28:19.691392] [DEBUG] [MAG       ] Building data for symbol: CMG with lookback: 0
[2025-11-27T20:28:19.692274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:19.692414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:19.695853] [INFO ] [LOCAL     ] AIQ: Saved forecast.
[2025-11-27T20:28:19.695959] [INFO ] [main      ] AIQ: Signal=1 (Conf=80.0%), Magnitude=2.11% (Conf=52.4036%)
[2025-11-27T20:28:19.696354] [INFO ] [main      ] Progress: 864/1001 forecasts completed (86.3%). AIQ finished in 0.6s. ETA: 22.6s. Rate: 363.85 forecasts/min
[2025-11-27T20:28:19.696489] [INFO ] [main      ] Fetching symbol history for MSCI...
[2025-11-27T20:28:19.696534] [DEBUG] [REMOTE    ] MSCI: Fetching historical data.
[2025-11-27T20:28:19.697464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:19.699478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.700047] [DEBUG] [MAG       ] RFM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:19.708794] [DEBUG] [REMOTE    ] MSCI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.709776] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 6 features, N/A% accuracy
[2025-11-27T20:28:19.709849] [INFO ] [LOCAL     ] MSCI: Loaded 6 optimal features with 50.83% confidence from JSON config
[2025-11-27T20:28:19.709893] [DEBUG] [MAG       ] Building data for symbol: MSCI with lookback: 0
[2025-11-27T20:28:19.710783] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:19.710854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:19.712665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:19.713210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:19.713626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:19.715292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:19.716544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:19.717406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.761202] [INFO ] [LOCAL     ] RFM: Saved forecast.
[2025-11-27T20:28:19.761284] [INFO ] [main      ] RFM: Signal=1 (Conf=80.0%), Magnitude=0.32% (Conf=50.4953%)
[2025-11-27T20:28:19.761664] [INFO ] [main      ] Fetching symbol history for ASIX...
[2025-11-27T20:28:19.761723] [DEBUG] [REMOTE    ] ASIX: Fetching historical data.
[2025-11-27T20:28:19.761877] [INFO ] [main      ] Progress: 865/1001 forecasts completed (86.4%). RFM finished in 0.7s. ETA: 22.4s. Rate: 364.11 forecasts/min
[2025-11-27T20:28:19.773092] [DEBUG] [REMOTE    ] ASIX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:19.774174] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, N/A% accuracy
[2025-11-27T20:28:19.774234] [INFO ] [LOCAL     ] ASIX: Loaded 4 optimal features with 39.06% confidence from JSON config
[2025-11-27T20:28:19.774270] [DEBUG] [MAG       ] Building data for symbol: ASIX with lookback: 0
[2025-11-27T20:28:19.775074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:19.775142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:19.779955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:19.781765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:19.782257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:19.783009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:19.956206] [DEBUG] [MAG       ] WABC: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.031611] [DEBUG] [MAG       ] CMG: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.065334] [DEBUG] [MAG       ] MSCI: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.116900] [DEBUG] [MAG       ] ASIX: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.143948] [DEBUG] [MAG       ] WABC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:20.202605] [DEBUG] [MAG       ] CMG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:20.241790] [DEBUG] [MAG       ] MSCI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:20.250461] [INFO ] [LOCAL     ] WABC: Saved forecast.
[2025-11-27T20:28:20.250690] [INFO ] [main      ] WABC: Signal=1 (Conf=80.0%), Magnitude=-1.52% (Conf=58.1477%)
[2025-11-27T20:28:20.251134] [INFO ] [main      ] Fetching symbol history for DE...
[2025-11-27T20:28:20.251245] [DEBUG] [REMOTE    ] DE: Fetching historical data.
[2025-11-27T20:28:20.251444] [INFO ] [main      ] Progress: 866/1001 forecasts completed (86.5%). WABC finished in 0.7s. ETA: 22.3s. Rate: 363.28 forecasts/min
[2025-11-27T20:28:20.263832] [DEBUG] [REMOTE    ] DE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:20.264943] [DEBUG] [LOCAL     ] Loaded configuration for DE: 5 features, N/A% accuracy
[2025-11-27T20:28:20.265065] [INFO ] [LOCAL     ] DE: Loaded 5 optimal features with 60.07% confidence from JSON config
[2025-11-27T20:28:20.265158] [DEBUG] [MAG       ] Building data for symbol: DE with lookback: 0
[2025-11-27T20:28:20.266061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:20.266187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:20.272095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:20.274181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:20.274722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:20.275246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:20.276233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:20.287875] [DEBUG] [MAG       ] ASIX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:20.297995] [INFO ] [LOCAL     ] CMG: Saved forecast.
[2025-11-27T20:28:20.298080] [INFO ] [main      ] CMG: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=51.9837%)
[2025-11-27T20:28:20.298260] [INFO ] [main      ] Fetching symbol history for ECX...
[2025-11-27T20:28:20.298325] [DEBUG] [REMOTE    ] ECX: Fetching historical data.
[2025-11-27T20:28:20.299002] [INFO ] [main      ] Progress: 867/1001 forecasts completed (86.6%). CMG finished in 0.6s. ETA: 22.1s. Rate: 363.58 forecasts/min
[2025-11-27T20:28:20.309813] [DEBUG] [REMOTE    ] ECX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:20.310933] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 14 features, N/A% accuracy
[2025-11-27T20:28:20.310993] [INFO ] [LOCAL     ] ECX: Loaded 14 optimal features with 59.98% confidence from JSON config
[2025-11-27T20:28:20.311028] [DEBUG] [MAG       ] Building data for symbol: ECX with lookback: 0
[2025-11-27T20:28:20.311826] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-11-27T20:28:20.311900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:20.313625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:20.314141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:20.314527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:20.364312] [INFO ] [LOCAL     ] ASIX: Saved forecast.
[2025-11-27T20:28:20.364402] [INFO ] [main      ] ASIX: Signal=1 (Conf=80.0%), Magnitude=-7.31% (Conf=39.0635%)
[2025-11-27T20:28:20.364604] [INFO ] [main      ] Fetching symbol history for UNM...
[2025-11-27T20:28:20.364655] [DEBUG] [REMOTE    ] UNM: Fetching historical data.
[2025-11-27T20:28:20.364973] [INFO ] [main      ] Progress: 868/1001 forecasts completed (86.7%). ASIX finished in 0.6s. ETA: 21.9s. Rate: 363.83 forecasts/min
[2025-11-27T20:28:20.376168] [DEBUG] [REMOTE    ] UNM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:20.377273] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 3 features, N/A% accuracy
[2025-11-27T20:28:20.377344] [INFO ] [LOCAL     ] UNM: Loaded 3 optimal features with 39.23% confidence from JSON config
[2025-11-27T20:28:20.377392] [DEBUG] [MAG       ] Building data for symbol: UNM with lookback: 0
[2025-11-27T20:28:20.378267] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:20.378337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:20.380036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:20.380558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:20.381960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:20.421864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:20.423186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:20.425342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:20.425902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:20.426927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:20.428679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:20.429837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:20.430513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:20.431255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:20.432354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:20.434326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:20.678292] [INFO ] [LOCAL     ] MSCI: Saved forecast.
[2025-11-27T20:28:20.678595] [INFO ] [main      ] MSCI: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=50.8292%)
[2025-11-27T20:28:20.678973] [INFO ] [main      ] Fetching symbol history for BK...
[2025-11-27T20:28:20.679323] [DEBUG] [REMOTE    ] BK: Fetching historical data.
[2025-11-27T20:28:20.680740] [INFO ] [main      ] Progress: 869/1001 forecasts completed (86.8%). MSCI finished in 1.0s. ETA: 21.8s. Rate: 363.45 forecasts/min
[2025-11-27T20:28:20.697892] [DEBUG] [REMOTE    ] BK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:20.699636] [DEBUG] [LOCAL     ] Loaded configuration for BK: 5 features, N/A% accuracy
[2025-11-27T20:28:20.699815] [INFO ] [LOCAL     ] BK: Loaded 5 optimal features with 54.82% confidence from JSON config
[2025-11-27T20:28:20.699952] [DEBUG] [MAG       ] Building data for symbol: BK with lookback: 0
[2025-11-27T20:28:20.701375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:20.701534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:20.703929] [DEBUG] [MAG       ] DE: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.704226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:20.705094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:20.705772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:20.708364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:20.710162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:20.781828] [DEBUG] [MAG       ] UNM: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.893872] [DEBUG] [MAG       ] ECX: Last date is validated at 2025-11-26
[2025-11-27T20:28:20.934335] [DEBUG] [MAG       ] DE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:20.989775] [DEBUG] [MAG       ] UNM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.106629] [DEBUG] [MAG       ] ECX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.112005] [INFO ] [LOCAL     ] UNM: Saved forecast.
[2025-11-27T20:28:21.112095] [INFO ] [main      ] UNM: Signal=1 (Conf=80.0%), Magnitude=4.38% (Conf=39.2329%)
[2025-11-27T20:28:21.112487] [INFO ] [main      ] Fetching symbol history for FMAO...
[2025-11-27T20:28:21.112546] [DEBUG] [REMOTE    ] FMAO: Fetching historical data.
[2025-11-27T20:28:21.112673] [INFO ] [main      ] Progress: 870/1001 forecasts completed (86.9%). UNM finished in 0.7s. ETA: 21.7s. Rate: 362.77 forecasts/min
[2025-11-27T20:28:21.124817] [DEBUG] [REMOTE    ] FMAO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.126104] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 3 features, N/A% accuracy
[2025-11-27T20:28:21.126169] [INFO ] [LOCAL     ] FMAO: Loaded 3 optimal features with 53.58% confidence from JSON config
[2025-11-27T20:28:21.126206] [DEBUG] [MAG       ] Building data for symbol: FMAO with lookback: 0
[2025-11-27T20:28:21.127052] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:21.127123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:21.137918] [DEBUG] [MAG       ] BK: Last date is validated at 2025-11-26
[2025-11-27T20:28:21.142455] [INFO ] [LOCAL     ] DE: Saved forecast.
[2025-11-27T20:28:21.142600] [INFO ] [main      ] DE: Signal=1 (Conf=80.0%), Magnitude=-2.84% (Conf=60.0706%)
[2025-11-27T20:28:21.142869] [INFO ] [main      ] Fetching symbol history for GIFI...
[2025-11-27T20:28:21.142945] [DEBUG] [REMOTE    ] GIFI: Fetching historical data.
[2025-11-27T20:28:21.144663] [INFO ] [main      ] Progress: 871/1001 forecasts completed (87.0%). DE finished in 0.9s. ETA: 21.5s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:21.158670] [DEBUG] [REMOTE    ] GIFI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.160030] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 7 features, N/A% accuracy
[2025-11-27T20:28:21.160122] [INFO ] [LOCAL     ] GIFI: Loaded 7 optimal features with 19.42% confidence from JSON config
[2025-11-27T20:28:21.160183] [DEBUG] [MAG       ] Building data for symbol: GIFI with lookback: 0
[2025-11-27T20:28:21.161441] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:21.161535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:21.164149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:21.164883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:21.165518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:21.166100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:21.167260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:21.170973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:21.186765] [INFO ] [LOCAL     ] ECX: Saved forecast.
[2025-11-27T20:28:21.186991] [INFO ] [main      ] ECX: Signal=1 (Conf=80.0%), Magnitude=-3.64% (Conf=59.9827%)
[2025-11-27T20:28:21.187423] [INFO ] [main      ] Fetching symbol history for LRHC...
[2025-11-27T20:28:21.187533] [DEBUG] [REMOTE    ] LRHC: Fetching historical data.
[2025-11-27T20:28:21.187685] [INFO ] [main      ] Progress: 872/1001 forecasts completed (87.1%). ECX finished in 0.9s. ETA: 21.3s. Rate: 363.42 forecasts/min
[2025-11-27T20:28:21.200077] [DEBUG] [REMOTE    ] LRHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.201362] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 8 features, N/A% accuracy
[2025-11-27T20:28:21.201495] [INFO ] [LOCAL     ] LRHC: Loaded 8 optimal features with 44.61% confidence from JSON config
[2025-11-27T20:28:21.201606] [DEBUG] [MAG       ] Building data for symbol: LRHC with lookback: 0
[2025-11-27T20:28:21.202524] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:21.202672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:21.207904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:21.210049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:21.210589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:21.211120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:21.211613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:21.214180] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.242195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:21.244300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:21.246245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.251311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:21.252466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:21.253618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.339979] [DEBUG] [MAG       ] BK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.430555] [INFO ] [LOCAL     ] BK: Saved forecast.
[2025-11-27T20:28:21.430656] [INFO ] [main      ] BK: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=54.8158%)
[2025-11-27T20:28:21.431022] [INFO ] [main      ] Progress: 873/1001 forecasts completed (87.2%). BK finished in 0.8s. ETA: 21.1s. Rate: 363.22 forecasts/min
[2025-11-27T20:28:21.431143] [INFO ] [main      ] Fetching symbol history for JGLO...
[2025-11-27T20:28:21.431188] [DEBUG] [REMOTE    ] JGLO: Fetching historical data.
[2025-11-27T20:28:21.442146] [DEBUG] [REMOTE    ] JGLO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.443222] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 3 features, N/A% accuracy
[2025-11-27T20:28:21.443336] [INFO ] [LOCAL     ] JGLO: Loaded 3 optimal features with 52.93% confidence from JSON config
[2025-11-27T20:28:21.443427] [DEBUG] [MAG       ] Building data for symbol: JGLO with lookback: 0
[2025-11-27T20:28:21.444266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:21.444389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:21.449196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:21.450338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:21.453211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.577801] [DEBUG] [MAG       ] GIFI: Last date is validated at 2025-11-26
[2025-11-27T20:28:21.597632] [DEBUG] [MAG       ] FMAO: Last date is validated at 2025-11-26
[2025-11-27T20:28:21.603711] [DEBUG] [MAG       ] LRHC: Last date is validated at 2025-11-26
[2025-11-27T20:28:21.741394] [DEBUG] [MAG       ] GIFI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.767632] [DEBUG] [MAG       ] LRHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.771628] [DEBUG] [MAG       ] FMAO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:21.796035] [DEBUG] [MAG       ] JGLO: Last date is validated at 2025-11-26
[2025-11-27T20:28:21.808316] [INFO ] [LOCAL     ] GIFI: Saved forecast.
[2025-11-27T20:28:21.808405] [INFO ] [main      ] GIFI: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=19.4219%)
[2025-11-27T20:28:21.808563] [INFO ] [main      ] Fetching symbol history for FWONK...
[2025-11-27T20:28:21.808655] [DEBUG] [REMOTE    ] FWONK: Fetching historical data.
[2025-11-27T20:28:21.810643] [INFO ] [main      ] Progress: 874/1001 forecasts completed (87.3%). GIFI finished in 0.7s. ETA: 21.0s. Rate: 362.68 forecasts/min
[2025-11-27T20:28:21.820271] [DEBUG] [REMOTE    ] FWONK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.821087] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 7 features, N/A% accuracy
[2025-11-27T20:28:21.821154] [INFO ] [LOCAL     ] FWONK: Loaded 7 optimal features with 66.10% confidence from JSON config
[2025-11-27T20:28:21.821194] [DEBUG] [MAG       ] Building data for symbol: FWONK with lookback: 0
[2025-11-27T20:28:21.821980] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:21.822050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:21.823720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:21.824213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:21.825008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:21.826792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:21.827449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:21.828601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:21.831239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.849599] [INFO ] [LOCAL     ] FMAO: Saved forecast.
[2025-11-27T20:28:21.849690] [INFO ] [main      ] FMAO: Signal=1 (Conf=80.0%), Magnitude=-2.20% (Conf=53.5813%)
[2025-11-27T20:28:21.850091] [INFO ] [main      ] Fetching symbol history for GRWG...
[2025-11-27T20:28:21.850150] [DEBUG] [REMOTE    ] GRWG: Fetching historical data.
[2025-11-27T20:28:21.850626] [INFO ] [main      ] Progress: 875/1001 forecasts completed (87.4%). FMAO finished in 0.7s. ETA: 20.8s. Rate: 363.00 forecasts/min
[2025-11-27T20:28:21.861786] [DEBUG] [REMOTE    ] GRWG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.862769] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 4 features, N/A% accuracy
[2025-11-27T20:28:21.862832] [INFO ] [LOCAL     ] GRWG: Loaded 4 optimal features with 48.34% confidence from JSON config
[2025-11-27T20:28:21.862884] [DEBUG] [MAG       ] Building data for symbol: GRWG with lookback: 0
[2025-11-27T20:28:21.863720] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:21.863788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:21.865504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:21.866083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:21.866502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:21.868993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:21.930838] [INFO ] [LOCAL     ] LRHC: Saved forecast.
[2025-11-27T20:28:21.931054] [INFO ] [main      ] LRHC: Signal=1 (Conf=80.0%), Magnitude=25.46% (Conf=44.6067%)
[2025-11-27T20:28:21.931643] [INFO ] [main      ] Progress: 876/1001 forecasts completed (87.5%). LRHC finished in 0.7s. ETA: 20.6s. Rate: 363.21 forecasts/min
[2025-11-27T20:28:21.931613] [INFO ] [main      ] Fetching symbol history for SOFI...
[2025-11-27T20:28:21.931771] [DEBUG] [REMOTE    ] SOFI: Fetching historical data.
[2025-11-27T20:28:21.944923] [DEBUG] [REMOTE    ] SOFI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:21.945987] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 5 features, N/A% accuracy
[2025-11-27T20:28:21.946116] [INFO ] [LOCAL     ] SOFI: Loaded 5 optimal features with 52.18% confidence from JSON config
[2025-11-27T20:28:21.946235] [DEBUG] [MAG       ] Building data for symbol: SOFI with lookback: 0
[2025-11-27T20:28:21.947135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:21.947260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:21.953241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:21.955377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:21.955901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:21.961406] [DEBUG] [MAG       ] JGLO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.038241] [INFO ] [LOCAL     ] JGLO: Saved forecast.
[2025-11-27T20:28:22.038328] [INFO ] [main      ] JGLO: Signal=1 (Conf=80.0%), Magnitude=0.50% (Conf=52.9327%)
[2025-11-27T20:28:22.038734] [INFO ] [main      ] Progress: 877/1001 forecasts completed (87.6%). JGLO finished in 0.6s. ETA: 20.5s. Rate: 363.35 forecasts/min
[2025-11-27T20:28:22.038919] [INFO ] [main      ] Fetching symbol history for CMCM...
[2025-11-27T20:28:22.038969] [DEBUG] [REMOTE    ] CMCM: Fetching historical data.
[2025-11-27T20:28:22.049682] [DEBUG] [REMOTE    ] CMCM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:22.050895] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 6 features, N/A% accuracy
[2025-11-27T20:28:22.050963] [INFO ] [LOCAL     ] CMCM: Loaded 6 optimal features with 50.70% confidence from JSON config
[2025-11-27T20:28:22.051000] [DEBUG] [MAG       ] Building data for symbol: CMCM with lookback: 0
[2025-11-27T20:28:22.051774] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:22.051844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:22.053533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:22.054048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:22.054439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:22.056876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:22.062304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:22.064555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.160152] [DEBUG] [MAG       ] FWONK: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.164969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:22.166104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.206486] [DEBUG] [MAG       ] GRWG: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.323807] [DEBUG] [MAG       ] FWONK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.374412] [DEBUG] [MAG       ] GRWG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.396083] [DEBUG] [MAG       ] SOFI: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.419294] [INFO ] [LOCAL     ] FWONK: Saved forecast.
[2025-11-27T20:28:22.419383] [INFO ] [main      ] FWONK: Signal=1 (Conf=80.0%), Magnitude=2.96% (Conf=66.0975%)
[2025-11-27T20:28:22.419537] [INFO ] [main      ] Fetching symbol history for PGZ...
[2025-11-27T20:28:22.419688] [DEBUG] [REMOTE    ] PGZ: Fetching historical data.
[2025-11-27T20:28:22.419959] [INFO ] [main      ] Progress: 878/1001 forecasts completed (87.7%). FWONK finished in 0.6s. ETA: 20.3s. Rate: 362.81 forecasts/min
[2025-11-27T20:28:22.430236] [INFO ] [LOCAL     ] GRWG: Saved forecast.
[2025-11-27T20:28:22.430318] [INFO ] [main      ] GRWG: Signal=1 (Conf=80.0%), Magnitude=3.40% (Conf=48.3378%)
[2025-11-27T20:28:22.430698] [INFO ] [main      ] Progress: 879/1001 forecasts completed (87.8%). GRWG finished in 0.6s. ETA: 20.2s. Rate: 363.20 forecasts/min
[2025-11-27T20:28:22.430828] [INFO ] [main      ] Fetching symbol history for BUFC...
[2025-11-27T20:28:22.430873] [DEBUG] [REMOTE    ] BUFC: Fetching historical data.
[2025-11-27T20:28:22.430991] [DEBUG] [REMOTE    ] PGZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:22.432013] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 11 features, N/A% accuracy
[2025-11-27T20:28:22.432079] [INFO ] [LOCAL     ] PGZ: Loaded 11 optimal features with 32.49% confidence from JSON config
[2025-11-27T20:28:22.432116] [DEBUG] [MAG       ] Building data for symbol: PGZ with lookback: 0
[2025-11-27T20:28:22.432911] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:28:22.432983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:22.438012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:22.439863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:22.440342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:22.440805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:22.440927] [DEBUG] [REMOTE    ] BUFC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:22.441202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:22.441895] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 4 features, N/A% accuracy
[2025-11-27T20:28:22.441969] [INFO ] [LOCAL     ] BUFC: Loaded 4 optimal features with 49.38% confidence from JSON config
[2025-11-27T20:28:22.442014] [DEBUG] [MAG       ] Building data for symbol: BUFC with lookback: 0
[2025-11-27T20:28:22.442921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:22.443001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:22.443541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:22.444731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:22.445245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:22.445735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:22.446140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.446219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:22.447279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:22.448009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:22.449658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:22.455328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.503558] [DEBUG] [MAG       ] CMCM: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.564178] [DEBUG] [MAG       ] SOFI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.650228] [INFO ] [LOCAL     ] SOFI: Saved forecast.
[2025-11-27T20:28:22.650307] [INFO ] [main      ] SOFI: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=52.1752%)
[2025-11-27T20:28:22.650776] [INFO ] [main      ] Fetching symbol history for PCYO...
[2025-11-27T20:28:22.650834] [DEBUG] [REMOTE    ] PCYO: Fetching historical data.
[2025-11-27T20:28:22.652660] [INFO ] [main      ] Progress: 880/1001 forecasts completed (87.9%). SOFI finished in 0.7s. ETA: 20.0s. Rate: 363.06 forecasts/min
[2025-11-27T20:28:22.662068] [DEBUG] [REMOTE    ] PCYO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:22.663002] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 3 features, N/A% accuracy
[2025-11-27T20:28:22.663070] [INFO ] [LOCAL     ] PCYO: Loaded 3 optimal features with 50.02% confidence from JSON config
[2025-11-27T20:28:22.663105] [DEBUG] [MAG       ] Building data for symbol: PCYO with lookback: 0
[2025-11-27T20:28:22.663894] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:22.663961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:22.668801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:22.669613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:22.672299] [DEBUG] [MAG       ] CMCM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.740036] [INFO ] [LOCAL     ] CMCM: Saved forecast.
[2025-11-27T20:28:22.740125] [INFO ] [main      ] CMCM: Signal=1 (Conf=80.0%), Magnitude=-2.43% (Conf=50.7045%)
[2025-11-27T20:28:22.740322] [INFO ] [main      ] Fetching symbol history for VNO...
[2025-11-27T20:28:22.740385] [DEBUG] [REMOTE    ] VNO: Fetching historical data.
[2025-11-27T20:28:22.741633] [INFO ] [main      ] Progress: 881/1001 forecasts completed (88.0%). CMCM finished in 0.7s. ETA: 19.8s. Rate: 363.25 forecasts/min
[2025-11-27T20:28:22.751752] [DEBUG] [REMOTE    ] VNO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:22.752824] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 7 features, N/A% accuracy
[2025-11-27T20:28:22.752884] [INFO ] [LOCAL     ] VNO: Loaded 7 optimal features with 47.12% confidence from JSON config
[2025-11-27T20:28:22.752918] [DEBUG] [MAG       ] Building data for symbol: VNO with lookback: 0
[2025-11-27T20:28:22.753703] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:22.753772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:22.758543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:22.759409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:22.760377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:22.761427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:22.764188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:22.765748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:22.767311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.776826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:22.777935] [DEBUG] [MAG       ] BUFC: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.783806] [DEBUG] [MAG       ] PGZ: Last date is validated at 2025-11-26
[2025-11-27T20:28:22.944640] [DEBUG] [MAG       ] BUFC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:22.948290] [DEBUG] [MAG       ] PGZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.000298] [INFO ] [LOCAL     ] BUFC: Saved forecast.
[2025-11-27T20:28:23.000503] [INFO ] [main      ] BUFC: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=49.3815%)
[2025-11-27T20:28:23.000766] [INFO ] [main      ] Fetching symbol history for GIB...
[2025-11-27T20:28:23.000871] [DEBUG] [REMOTE    ] GIB: Fetching historical data.
[2025-11-27T20:28:23.002079] [INFO ] [main      ] Progress: 882/1001 forecasts completed (88.1%). BUFC finished in 0.6s. ETA: 19.7s. Rate: 363.01 forecasts/min
[2025-11-27T20:28:23.012978] [DEBUG] [REMOTE    ] GIB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.013410] [INFO ] [LOCAL     ] PGZ: Saved forecast.
[2025-11-27T20:28:23.013494] [INFO ] [main      ] PGZ: Signal=1 (Conf=80.0%), Magnitude=0.38% (Conf=32.4938%)
[2025-11-27T20:28:23.013675] [INFO ] [main      ] Fetching symbol history for AEE...
[2025-11-27T20:28:23.013727] [DEBUG] [REMOTE    ] AEE: Fetching historical data.
[2025-11-27T20:28:23.014304] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 6 features, N/A% accuracy
[2025-11-27T20:28:23.014418] [INFO ] [LOCAL     ] GIB: Loaded 6 optimal features with 57.79% confidence from JSON config
[2025-11-27T20:28:23.014513] [DEBUG] [MAG       ] Building data for symbol: GIB with lookback: 0
[2025-11-27T20:28:23.016072] [INFO ] [main      ] Progress: 883/1001 forecasts completed (88.2%). PGZ finished in 0.6s. ETA: 19.5s. Rate: 363.39 forecasts/min
[2025-11-27T20:28:23.015369] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:23.016257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:23.021226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:23.022119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:23.025130] [DEBUG] [REMOTE    ] AEE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.026050] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, N/A% accuracy
[2025-11-27T20:28:23.026110] [INFO ] [LOCAL     ] AEE: Loaded 1 optimal features with 46.41% confidence from JSON config
[2025-11-27T20:28:23.026144] [DEBUG] [MAG       ] Building data for symbol: AEE with lookback: 0
[2025-11-27T20:28:23.026933] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:23.026999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:23.031721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.062359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:23.103393] [DEBUG] [MAG       ] VNO: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.106290] [DEBUG] [MAG       ] PCYO: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.138808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:23.141703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:23.142539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.270743] [DEBUG] [MAG       ] PCYO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.271654] [DEBUG] [MAG       ] VNO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.330507] [INFO ] [LOCAL     ] PCYO: Saved forecast.
[2025-11-27T20:28:23.330611] [INFO ] [main      ] PCYO: Signal=1 (Conf=80.0%), Magnitude=0.65% (Conf=50.0166%)
[2025-11-27T20:28:23.331000] [INFO ] [main      ] Fetching symbol history for MHF...
[2025-11-27T20:28:23.331175] [DEBUG] [REMOTE    ] MHF: Fetching historical data.
[2025-11-27T20:28:23.331323] [INFO ] [main      ] Progress: 884/1001 forecasts completed (88.3%). PCYO finished in 0.7s. ETA: 19.3s. Rate: 363.01 forecasts/min
[2025-11-27T20:28:23.341845] [DEBUG] [REMOTE    ] MHF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.343053] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 8 features, N/A% accuracy
[2025-11-27T20:28:23.343166] [INFO ] [LOCAL     ] MHF: Loaded 8 optimal features with 44.56% confidence from JSON config
[2025-11-27T20:28:23.343256] [DEBUG] [MAG       ] Building data for symbol: MHF with lookback: 0
[2025-11-27T20:28:23.344088] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:23.344211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:23.345929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:23.346494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:23.346964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:23.347895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:23.356959] [DEBUG] [MAG       ] AEE: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.386927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:23.389400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:23.392252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:23.394685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.452116] [INFO ] [LOCAL     ] VNO: Saved forecast.
[2025-11-27T20:28:23.452205] [INFO ] [main      ] VNO: Signal=1 (Conf=80.0%), Magnitude=1.53% (Conf=47.1196%)
[2025-11-27T20:28:23.452686] [INFO ] [main      ] Fetching symbol history for FID...
[2025-11-27T20:28:23.452747] [DEBUG] [REMOTE    ] FID: Fetching historical data.
[2025-11-27T20:28:23.452887] [INFO ] [main      ] Progress: 885/1001 forecasts completed (88.4%). VNO finished in 0.7s. ETA: 19.2s. Rate: 363.12 forecasts/min
[2025-11-27T20:28:23.465212] [DEBUG] [REMOTE    ] FID: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.466434] [DEBUG] [LOCAL     ] Loaded configuration for FID: 6 features, N/A% accuracy
[2025-11-27T20:28:23.466495] [INFO ] [LOCAL     ] FID: Loaded 6 optimal features with 58.28% confidence from JSON config
[2025-11-27T20:28:23.466529] [DEBUG] [MAG       ] Building data for symbol: FID with lookback: 0
[2025-11-27T20:28:23.467324] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:23.467403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:23.472219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:23.475139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:23.475841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:23.477471] [DEBUG] [MAG       ] GIB: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.478152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:23.479506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:23.480863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.530685] [DEBUG] [MAG       ] AEE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.620567] [INFO ] [LOCAL     ] AEE: Saved forecast.
[2025-11-27T20:28:23.620687] [INFO ] [main      ] AEE: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=46.4129%)
[2025-11-27T20:28:23.620868] [INFO ] [main      ] Fetching symbol history for SIGI...
[2025-11-27T20:28:23.620932] [DEBUG] [REMOTE    ] SIGI: Fetching historical data.
[2025-11-27T20:28:23.621890] [INFO ] [main      ] Progress: 886/1001 forecasts completed (88.5%). AEE finished in 0.6s. ETA: 19.0s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:23.634457] [DEBUG] [REMOTE    ] SIGI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.635376] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 2 features, N/A% accuracy
[2025-11-27T20:28:23.635442] [INFO ] [LOCAL     ] SIGI: Loaded 2 optimal features with 64.35% confidence from JSON config
[2025-11-27T20:28:23.635478] [DEBUG] [MAG       ] Building data for symbol: SIGI with lookback: 0
[2025-11-27T20:28:23.636396] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:23.636479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:23.641935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:23.646396] [DEBUG] [MAG       ] GIB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.646552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.732213] [DEBUG] [MAG       ] MHF: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.740891] [INFO ] [LOCAL     ] GIB: Saved forecast.
[2025-11-27T20:28:23.741089] [INFO ] [main      ] GIB: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=57.7936%)
[2025-11-27T20:28:23.741501] [INFO ] [main      ] Progress: 887/1001 forecasts completed (88.6%). GIB finished in 0.7s. ETA: 18.8s. Rate: 363.23 forecasts/min
[2025-11-27T20:28:23.741694] [INFO ] [main      ] Fetching symbol history for CNTY...
[2025-11-27T20:28:23.741796] [DEBUG] [REMOTE    ] CNTY: Fetching historical data.
[2025-11-27T20:28:23.753253] [DEBUG] [REMOTE    ] CNTY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.754304] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 7 features, N/A% accuracy
[2025-11-27T20:28:23.754425] [INFO ] [LOCAL     ] CNTY: Loaded 7 optimal features with 57.68% confidence from JSON config
[2025-11-27T20:28:23.754519] [DEBUG] [MAG       ] Building data for symbol: CNTY with lookback: 0
[2025-11-27T20:28:23.755384] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:23.755509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:23.760498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:23.762399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:23.762972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:23.763465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:23.764412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:23.766165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:23.813073] [DEBUG] [MAG       ] FID: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.814697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:23.897409] [DEBUG] [MAG       ] MHF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:23.962913] [INFO ] [LOCAL     ] MHF: Saved forecast.
[2025-11-27T20:28:23.962996] [INFO ] [main      ] MHF: Signal=1 (Conf=80.0%), Magnitude=0.97% (Conf=44.5634%)
[2025-11-27T20:28:23.963147] [INFO ] [main      ] Fetching symbol history for HMN...
[2025-11-27T20:28:23.963193] [DEBUG] [REMOTE    ] HMN: Fetching historical data.
[2025-11-27T20:28:23.964067] [INFO ] [main      ] Progress: 888/1001 forecasts completed (88.7%). MHF finished in 0.6s. ETA: 18.7s. Rate: 363.08 forecasts/min
[2025-11-27T20:28:23.975039] [DEBUG] [REMOTE    ] HMN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:23.976093] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 5 features, N/A% accuracy
[2025-11-27T20:28:23.976206] [INFO ] [LOCAL     ] HMN: Loaded 5 optimal features with 55.27% confidence from JSON config
[2025-11-27T20:28:23.976294] [DEBUG] [MAG       ] Building data for symbol: HMN with lookback: 0
[2025-11-27T20:28:23.977119] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:23.977240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:23.978023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:23.979063] [DEBUG] [MAG       ] SIGI: Last date is validated at 2025-11-26
[2025-11-27T20:28:23.980507] [DEBUG] [MAG       ] FID: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.018020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:24.019140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:24.021069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:24.021874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.046528] [INFO ] [LOCAL     ] FID: Saved forecast.
[2025-11-27T20:28:24.046628] [INFO ] [main      ] FID: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=58.2757%)
[2025-11-27T20:28:24.046988] [INFO ] [main      ] Fetching symbol history for CDIO...
[2025-11-27T20:28:24.047042] [DEBUG] [REMOTE    ] CDIO: Fetching historical data.
[2025-11-27T20:28:24.047660] [INFO ] [main      ] Progress: 889/1001 forecasts completed (88.8%). FID finished in 0.6s. ETA: 18.5s. Rate: 363.29 forecasts/min
[2025-11-27T20:28:24.059112] [DEBUG] [REMOTE    ] CDIO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.060077] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, N/A% accuracy
[2025-11-27T20:28:24.060143] [INFO ] [LOCAL     ] CDIO: Loaded 2 optimal features with 68.20% confidence from JSON config
[2025-11-27T20:28:24.060182] [DEBUG] [MAG       ] Building data for symbol: CDIO with lookback: 0
[2025-11-27T20:28:24.061160] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:24.061235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:24.062412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:24.063880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.145267] [DEBUG] [MAG       ] SIGI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.155399] [DEBUG] [MAG       ] CNTY: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.244449] [INFO ] [LOCAL     ] SIGI: Saved forecast.
[2025-11-27T20:28:24.244534] [INFO ] [main      ] SIGI: Signal=1 (Conf=80.0%), Magnitude=-2.37% (Conf=64.3455%)
[2025-11-27T20:28:24.244704] [INFO ] [main      ] Fetching symbol history for ADX...
[2025-11-27T20:28:24.244771] [DEBUG] [REMOTE    ] ADX: Fetching historical data.
[2025-11-27T20:28:24.246420] [INFO ] [main      ] Progress: 890/1001 forecasts completed (88.9%). SIGI finished in 0.6s. ETA: 18.3s. Rate: 363.20 forecasts/min
[2025-11-27T20:28:24.256271] [DEBUG] [REMOTE    ] ADX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.257422] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, N/A% accuracy
[2025-11-27T20:28:24.257540] [INFO ] [LOCAL     ] ADX: Loaded 2 optimal features with 41.78% confidence from JSON config
[2025-11-27T20:28:24.257649] [DEBUG] [MAG       ] Building data for symbol: ADX with lookback: 0
[2025-11-27T20:28:24.258486] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:24.258620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:24.259383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:24.329250] [DEBUG] [MAG       ] CNTY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.360049] [DEBUG] [MAG       ] HMN: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.364818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.395740] [INFO ] [LOCAL     ] CNTY: Saved forecast.
[2025-11-27T20:28:24.395835] [INFO ] [main      ] CNTY: Signal=1 (Conf=80.0%), Magnitude=-5.68% (Conf=57.6822%)
[2025-11-27T20:28:24.396009] [INFO ] [main      ] Fetching symbol history for JPM...
[2025-11-27T20:28:24.396062] [DEBUG] [REMOTE    ] JPM: Fetching historical data.
[2025-11-27T20:28:24.397688] [DEBUG] [MAG       ] CDIO: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.397668] [INFO ] [main      ] Progress: 891/1001 forecasts completed (89.0%). CNTY finished in 0.7s. ETA: 18.2s. Rate: 363.24 forecasts/min
[2025-11-27T20:28:24.407676] [DEBUG] [REMOTE    ] JPM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.408626] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 5 features, N/A% accuracy
[2025-11-27T20:28:24.408688] [INFO ] [LOCAL     ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config
[2025-11-27T20:28:24.408723] [DEBUG] [MAG       ] Building data for symbol: JPM with lookback: 0
[2025-11-27T20:28:24.409528] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:24.409654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:24.411414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:24.412014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:24.412511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:24.413299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:24.414316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.527154] [DEBUG] [MAG       ] HMN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.564414] [DEBUG] [MAG       ] CDIO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.603919] [INFO ] [LOCAL     ] HMN: Saved forecast.
[2025-11-27T20:28:24.604005] [INFO ] [main      ] HMN: Signal=1 (Conf=80.0%), Magnitude=0.66% (Conf=55.2712%)
[2025-11-27T20:28:24.604369] [INFO ] [main      ] Fetching symbol history for ATO...
[2025-11-27T20:28:24.604425] [DEBUG] [REMOTE    ] ATO: Fetching historical data.
[2025-11-27T20:28:24.604826] [INFO ] [main      ] Progress: 892/1001 forecasts completed (89.1%). HMN finished in 0.6s. ETA: 18.0s. Rate: 363.13 forecasts/min
[2025-11-27T20:28:24.616824] [DEBUG] [REMOTE    ] ATO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.617821] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 8 features, N/A% accuracy
[2025-11-27T20:28:24.617880] [INFO ] [LOCAL     ] ATO: Loaded 8 optimal features with 45.46% confidence from JSON config
[2025-11-27T20:28:24.617914] [DEBUG] [MAG       ] Building data for symbol: ATO with lookback: 0
[2025-11-27T20:28:24.618736] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:24.618804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:24.623715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:24.625502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:24.626023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:24.626432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:24.627183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:24.628001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:24.629681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:24.631284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.712514] [DEBUG] [MAG       ] ADX: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.751308] [INFO ] [LOCAL     ] CDIO: Saved forecast.
[2025-11-27T20:28:24.751390] [INFO ] [main      ] CDIO: Signal=1 (Conf=80.0%), Magnitude=-22.15% (Conf=68.1954%)
[2025-11-27T20:28:24.751855] [INFO ] [main      ] Fetching symbol history for TAK...
[2025-11-27T20:28:24.751915] [DEBUG] [REMOTE    ] TAK: Fetching historical data.
[2025-11-27T20:28:24.752659] [INFO ] [main      ] Progress: 893/1001 forecasts completed (89.2%). CDIO finished in 0.7s. ETA: 17.8s. Rate: 363.18 forecasts/min
[2025-11-27T20:28:24.763594] [DEBUG] [REMOTE    ] TAK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.764447] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 7 features, N/A% accuracy
[2025-11-27T20:28:24.764502] [INFO ] [LOCAL     ] TAK: Loaded 7 optimal features with 44.42% confidence from JSON config
[2025-11-27T20:28:24.764537] [DEBUG] [MAG       ] Building data for symbol: TAK with lookback: 0
[2025-11-27T20:28:24.765303] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:24.765374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:24.769916] [DEBUG] [MAG       ] JPM: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.770175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:24.771931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:24.772664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:24.773055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:24.774628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:24.778713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:24.784462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:24.879114] [DEBUG] [MAG       ] ADX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.936166] [DEBUG] [MAG       ] JPM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:24.936849] [INFO ] [LOCAL     ] ADX: Saved forecast.
[2025-11-27T20:28:24.936984] [INFO ] [main      ] ADX: Signal=1 (Conf=80.0%), Magnitude=0.61% (Conf=41.7757%)
[2025-11-27T20:28:24.937192] [INFO ] [main      ] Fetching symbol history for CTKB...
[2025-11-27T20:28:24.937325] [DEBUG] [REMOTE    ] CTKB: Fetching historical data.
[2025-11-27T20:28:24.938068] [INFO ] [main      ] Progress: 894/1001 forecasts completed (89.3%). ADX finished in 0.7s. ETA: 17.7s. Rate: 363.13 forecasts/min
[2025-11-27T20:28:24.949218] [DEBUG] [REMOTE    ] CTKB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:24.950343] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 8 features, N/A% accuracy
[2025-11-27T20:28:24.950457] [INFO ] [LOCAL     ] CTKB: Loaded 8 optimal features with 39.87% confidence from JSON config
[2025-11-27T20:28:24.950548] [DEBUG] [MAG       ] Building data for symbol: CTKB with lookback: 0
[2025-11-27T20:28:24.951397] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:24.951702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:24.956482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:24.957379] [DEBUG] [MAG       ] ATO: Last date is validated at 2025-11-26
[2025-11-27T20:28:24.958421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:24.958976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:24.959425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:24.961072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:24.962428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:24.963626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:24.969357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.075212] [INFO ] [LOCAL     ] JPM: Saved forecast.
[2025-11-27T20:28:25.075304] [INFO ] [main      ] JPM: Signal=1 (Conf=80.0%), Magnitude=1.37% (Conf=53.9853%)
[2025-11-27T20:28:25.075470] [INFO ] [main      ] Fetching symbol history for ATEC...
[2025-11-27T20:28:25.075535] [DEBUG] [REMOTE    ] ATEC: Fetching historical data.
[2025-11-27T20:28:25.075942] [INFO ] [main      ] Progress: 895/1001 forecasts completed (89.4%). JPM finished in 0.7s. ETA: 17.5s. Rate: 363.19 forecasts/min
[2025-11-27T20:28:25.088054] [DEBUG] [REMOTE    ] ATEC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.089009] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 6 features, N/A% accuracy
[2025-11-27T20:28:25.089070] [INFO ] [LOCAL     ] ATEC: Loaded 6 optimal features with 64.47% confidence from JSON config
[2025-11-27T20:28:25.089107] [DEBUG] [MAG       ] Building data for symbol: ATEC with lookback: 0
[2025-11-27T20:28:25.090026] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:25.090102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:25.091962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:25.092497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:25.117593] [DEBUG] [MAG       ] TAK: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.122626] [DEBUG] [MAG       ] ATO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.210105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:25.211954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:25.215373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:25.216674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.222634] [INFO ] [LOCAL     ] ATO: Saved forecast.
[2025-11-27T20:28:25.222725] [INFO ] [main      ] ATO: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=45.4619%)
[2025-11-27T20:28:25.223078] [INFO ] [main      ] Fetching symbol history for WIMI...
[2025-11-27T20:28:25.223132] [DEBUG] [REMOTE    ] WIMI: Fetching historical data.
[2025-11-27T20:28:25.223503] [INFO ] [main      ] Progress: 896/1001 forecasts completed (89.5%). ATO finished in 0.6s. ETA: 17.3s. Rate: 363.24 forecasts/min
[2025-11-27T20:28:25.235794] [DEBUG] [REMOTE    ] WIMI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.236631] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 4 features, N/A% accuracy
[2025-11-27T20:28:25.236691] [INFO ] [LOCAL     ] WIMI: Loaded 4 optimal features with 48.28% confidence from JSON config
[2025-11-27T20:28:25.236731] [DEBUG] [MAG       ] Building data for symbol: WIMI with lookback: 0
[2025-11-27T20:28:25.237483] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:25.237555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:25.238322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:25.239391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:25.240502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:25.241624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.283538] [DEBUG] [MAG       ] TAK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.301826] [DEBUG] [MAG       ] CTKB: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.348112] [INFO ] [LOCAL     ] TAK: Saved forecast.
[2025-11-27T20:28:25.348346] [INFO ] [main      ] TAK: Signal=1 (Conf=80.0%), Magnitude=3.96% (Conf=44.4212%)
[2025-11-27T20:28:25.348796] [INFO ] [main      ] Progress: 897/1001 forecasts completed (89.6%). TAK finished in 0.6s. ETA: 17.2s. Rate: 363.34 forecasts/min
[2025-11-27T20:28:25.349035] [INFO ] [main      ] Fetching symbol history for SYRE...
[2025-11-27T20:28:25.349134] [DEBUG] [REMOTE    ] SYRE: Fetching historical data.
[2025-11-27T20:28:25.361282] [DEBUG] [REMOTE    ] SYRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.362225] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 7 features, N/A% accuracy
[2025-11-27T20:28:25.362338] [INFO ] [LOCAL     ] SYRE: Loaded 7 optimal features with 53.02% confidence from JSON config
[2025-11-27T20:28:25.362430] [DEBUG] [MAG       ] Building data for symbol: SYRE with lookback: 0
[2025-11-27T20:28:25.363282] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:25.363404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:25.364337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:25.365431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:25.366275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:25.368337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:25.369095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:25.371105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:25.377767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.471275] [DEBUG] [MAG       ] CTKB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.570639] [DEBUG] [MAG       ] WIMI: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.574613] [DEBUG] [MAG       ] ATEC: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.604899] [INFO ] [LOCAL     ] CTKB: Saved forecast.
[2025-11-27T20:28:25.605106] [INFO ] [main      ] CTKB: Signal=1 (Conf=80.0%), Magnitude=1.00% (Conf=39.8672%)
[2025-11-27T20:28:25.605352] [INFO ] [main      ] Fetching symbol history for VSEC...
[2025-11-27T20:28:25.605455] [DEBUG] [REMOTE    ] VSEC: Fetching historical data.
[2025-11-27T20:28:25.605743] [INFO ] [main      ] Progress: 898/1001 forecasts completed (89.7%). CTKB finished in 0.7s. ETA: 17.0s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:25.619483] [DEBUG] [REMOTE    ] VSEC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.620349] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 0 features, N/A% accuracy
[2025-11-27T20:28:25.620411] [INFO ] [LOCAL     ] VSEC: Loaded 0 optimal features with 57.37% confidence from JSON config
[2025-11-27T20:28:25.620447] [DEBUG] [MAG       ] Building data for symbol: VSEC with lookback: 0
[2025-11-27T20:28:25.621249] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:28:25.722800] [DEBUG] [MAG       ] SYRE: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.735713] [DEBUG] [MAG       ] WIMI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.756395] [DEBUG] [MAG       ] ATEC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.825012] [INFO ] [LOCAL     ] WIMI: Saved forecast.
[2025-11-27T20:28:25.825108] [INFO ] [main      ] WIMI: Signal=1 (Conf=80.0%), Magnitude=7.47% (Conf=48.2779%)
[2025-11-27T20:28:25.825454] [INFO ] [main      ] Fetching symbol history for ACLX...
[2025-11-27T20:28:25.825515] [DEBUG] [REMOTE    ] ACLX: Fetching historical data.
[2025-11-27T20:28:25.825652] [INFO ] [main      ] Progress: 899/1001 forecasts completed (89.8%). WIMI finished in 0.6s. ETA: 16.9s. Rate: 362.98 forecasts/min
[2025-11-27T20:28:25.835529] [INFO ] [LOCAL     ] ATEC: Saved forecast.
[2025-11-27T20:28:25.835627] [INFO ] [main      ] ATEC: Signal=1 (Conf=80.0%), Magnitude=-1.98% (Conf=64.4666%)
[2025-11-27T20:28:25.835822] [INFO ] [main      ] Fetching symbol history for KZIA...
[2025-11-27T20:28:25.835881] [DEBUG] [REMOTE    ] KZIA: Fetching historical data.
[2025-11-27T20:28:25.836646] [INFO ] [main      ] Progress: 900/1001 forecasts completed (89.9%). ATEC finished in 0.8s. ETA: 16.7s. Rate: 363.35 forecasts/min
[2025-11-27T20:28:25.838302] [DEBUG] [REMOTE    ] ACLX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.839072] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 4 features, N/A% accuracy
[2025-11-27T20:28:25.839136] [INFO ] [LOCAL     ] ACLX: Loaded 4 optimal features with 50.33% confidence from JSON config
[2025-11-27T20:28:25.839173] [DEBUG] [MAG       ] Building data for symbol: ACLX with lookback: 0
[2025-11-27T20:28:25.840004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:25.840079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:25.841809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:25.842344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:25.842766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:25.843866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.848340] [DEBUG] [REMOTE    ] KZIA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.849169] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 11 features, N/A% accuracy
[2025-11-27T20:28:25.849234] [INFO ] [LOCAL     ] KZIA: Loaded 11 optimal features with 48.58% confidence from JSON config
[2025-11-27T20:28:25.849271] [DEBUG] [MAG       ] Building data for symbol: KZIA with lookback: 0
[2025-11-27T20:28:25.850166] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:28:25.850243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:25.855507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:25.857333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:25.857862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:25.858344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:25.860115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:25.862838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:25.867688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:25.868932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:25.870939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:25.871751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:25.873376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:25.889750] [DEBUG] [MAG       ] SYRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:25.956328] [DEBUG] [MAG       ] VSEC: Last date is validated at 2025-11-26
[2025-11-27T20:28:25.982878] [INFO ] [LOCAL     ] SYRE: Saved forecast.
[2025-11-27T20:28:25.983082] [INFO ] [main      ] SYRE: Signal=1 (Conf=80.0%), Magnitude=-1.86% (Conf=53.0228%)
[2025-11-27T20:28:25.983478] [INFO ] [main      ] Progress: 901/1001 forecasts completed (90.0%). SYRE finished in 0.6s. ETA: 16.5s. Rate: 363.40 forecasts/min
[2025-11-27T20:28:25.983673] [INFO ] [main      ] Fetching symbol history for GCO...
[2025-11-27T20:28:25.983770] [DEBUG] [REMOTE    ] GCO: Fetching historical data.
[2025-11-27T20:28:25.995087] [DEBUG] [REMOTE    ] GCO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:25.996194] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 1 features, N/A% accuracy
[2025-11-27T20:28:25.996307] [INFO ] [LOCAL     ] GCO: Loaded 1 optimal features with 51.67% confidence from JSON config
[2025-11-27T20:28:25.996396] [DEBUG] [MAG       ] Building data for symbol: GCO with lookback: 0
[2025-11-27T20:28:25.997233] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:25.997352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:26.035456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.122377] [DEBUG] [MAG       ] VSEC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:26.181567] [DEBUG] [MAG       ] ACLX: Last date is validated at 2025-11-26
[2025-11-27T20:28:26.225898] [INFO ] [LOCAL     ] VSEC: Saved forecast.
[2025-11-27T20:28:26.226096] [INFO ] [main      ] VSEC: Signal=1 (Conf=80.0%), Magnitude=1.75% (Conf=57.3731%)
[2025-11-27T20:28:26.226339] [INFO ] [main      ] Fetching symbol history for IBOC...
[2025-11-27T20:28:26.226440] [DEBUG] [REMOTE    ] IBOC: Fetching historical data.
[2025-11-27T20:28:26.226736] [INFO ] [main      ] Progress: 902/1001 forecasts completed (90.1%). VSEC finished in 0.6s. ETA: 16.4s. Rate: 363.21 forecasts/min
[2025-11-27T20:28:26.228678] [DEBUG] [MAG       ] KZIA: Last date is validated at 2025-11-26
[2025-11-27T20:28:26.237421] [DEBUG] [REMOTE    ] IBOC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:26.238443] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 5 features, N/A% accuracy
[2025-11-27T20:28:26.238598] [INFO ] [LOCAL     ] IBOC: Loaded 5 optimal features with 53.61% confidence from JSON config
[2025-11-27T20:28:26.238699] [DEBUG] [MAG       ] Building data for symbol: IBOC with lookback: 0
[2025-11-27T20:28:26.239527] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:26.239662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:26.241386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:26.241969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:26.242808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:26.245292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:26.262852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.350554] [DEBUG] [MAG       ] ACLX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:26.387496] [DEBUG] [MAG       ] GCO: Last date is validated at 2025-11-26
[2025-11-27T20:28:26.405925] [DEBUG] [MAG       ] KZIA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:26.459729] [INFO ] [LOCAL     ] ACLX: Saved forecast.
[2025-11-27T20:28:26.459815] [INFO ] [main      ] ACLX: Signal=1 (Conf=80.0%), Magnitude=2.62% (Conf=50.3296%)
[2025-11-27T20:28:26.460160] [INFO ] [main      ] Fetching symbol history for OLED...
[2025-11-27T20:28:26.460212] [DEBUG] [REMOTE    ] OLED: Fetching historical data.
[2025-11-27T20:28:26.460663] [INFO ] [main      ] Progress: 903/1001 forecasts completed (90.2%). ACLX finished in 0.6s. ETA: 16.2s. Rate: 363.04 forecasts/min
[2025-11-27T20:28:26.472475] [DEBUG] [REMOTE    ] OLED: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:26.473386] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 6 features, N/A% accuracy
[2025-11-27T20:28:26.473444] [INFO ] [LOCAL     ] OLED: Loaded 6 optimal features with 41.75% confidence from JSON config
[2025-11-27T20:28:26.473478] [DEBUG] [MAG       ] Building data for symbol: OLED with lookback: 0
[2025-11-27T20:28:26.474259] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:26.474328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:26.479084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:26.518602] [INFO ] [LOCAL     ] KZIA: Saved forecast.
[2025-11-27T20:28:26.518698] [INFO ] [main      ] KZIA: Signal=1 (Conf=80.0%), Magnitude=12.53% (Conf=48.5836%)
[2025-11-27T20:28:26.518920] [INFO ] [main      ] Fetching symbol history for AGM...
[2025-11-27T20:28:26.518984] [DEBUG] [REMOTE    ] AGM: Fetching historical data.
[2025-11-27T20:28:26.519855] [INFO ] [main      ] Progress: 904/1001 forecasts completed (90.3%). KZIA finished in 0.7s. ETA: 16.0s. Rate: 363.30 forecasts/min
[2025-11-27T20:28:26.529042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:26.530751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:26.531448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:26.532408] [DEBUG] [REMOTE    ] AGM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:26.533412] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 6 features, N/A% accuracy
[2025-11-27T20:28:26.533482] [INFO ] [LOCAL     ] AGM: Loaded 6 optimal features with 51.54% confidence from JSON config
[2025-11-27T20:28:26.533519] [DEBUG] [MAG       ] Building data for symbol: AGM with lookback: 0
[2025-11-27T20:28:26.533620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:26.534380] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:26.534452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:26.534951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.539900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:26.541981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:26.542492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:26.542918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:26.543879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:26.560305] [DEBUG] [MAG       ] GCO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:26.595141] [DEBUG] [MAG       ] IBOC: Last date is validated at 2025-11-26
[2025-11-27T20:28:26.624148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.648279] [INFO ] [LOCAL     ] GCO: Saved forecast.
[2025-11-27T20:28:26.648485] [INFO ] [main      ] GCO: Signal=1 (Conf=80.0%), Magnitude=3.86% (Conf=51.6691%)
[2025-11-27T20:28:26.648908] [INFO ] [main      ] Fetching symbol history for BBY...
[2025-11-27T20:28:26.649017] [DEBUG] [REMOTE    ] BBY: Fetching historical data.
[2025-11-27T20:28:26.649680] [INFO ] [main      ] Progress: 905/1001 forecasts completed (90.4%). GCO finished in 0.7s. ETA: 15.9s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:26.660238] [DEBUG] [REMOTE    ] BBY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:26.661347] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 5 features, N/A% accuracy
[2025-11-27T20:28:26.661410] [INFO ] [LOCAL     ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config
[2025-11-27T20:28:26.661445] [DEBUG] [MAG       ] Building data for symbol: BBY with lookback: 0
[2025-11-27T20:28:26.662269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:26.662337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:26.667106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:26.668936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:26.669408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:26.669809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:26.760107] [DEBUG] [MAG       ] IBOC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:26.777686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.857984] [INFO ] [LOCAL     ] IBOC: Saved forecast.
[2025-11-27T20:28:26.858072] [INFO ] [main      ] IBOC: Signal=1 (Conf=80.0%), Magnitude=-0.36% (Conf=53.6089%)
[2025-11-27T20:28:26.858465] [INFO ] [main      ] Fetching symbol history for GFF...
[2025-11-27T20:28:26.858520] [DEBUG] [REMOTE    ] GFF: Fetching historical data.
[2025-11-27T20:28:26.858809] [INFO ] [main      ] Progress: 906/1001 forecasts completed (90.5%). IBOC finished in 0.6s. ETA: 15.7s. Rate: 363.28 forecasts/min
[2025-11-27T20:28:26.869651] [DEBUG] [REMOTE    ] GFF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:26.870495] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 2 features, N/A% accuracy
[2025-11-27T20:28:26.870567] [INFO ] [LOCAL     ] GFF: Loaded 2 optimal features with 40.44% confidence from JSON config
[2025-11-27T20:28:26.870685] [DEBUG] [MAG       ] Building data for symbol: GFF with lookback: 0
[2025-11-27T20:28:26.871225] [DEBUG] [MAG       ] OLED: Last date is validated at 2025-11-26
[2025-11-27T20:28:26.871514] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:26.871612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:26.876348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:26.877366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:26.975541] [DEBUG] [MAG       ] AGM: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.033462] [DEBUG] [MAG       ] OLED: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.113700] [DEBUG] [MAG       ] BBY: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.138544] [DEBUG] [MAG       ] AGM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.153019] [INFO ] [LOCAL     ] OLED: Saved forecast.
[2025-11-27T20:28:27.153104] [INFO ] [main      ] OLED: Signal=1 (Conf=80.0%), Magnitude=1.23% (Conf=41.7518%)
[2025-11-27T20:28:27.153257] [INFO ] [main      ] Fetching symbol history for RBC...
[2025-11-27T20:28:27.153324] [DEBUG] [REMOTE    ] RBC: Fetching historical data.
[2025-11-27T20:28:27.153993] [INFO ] [main      ] Progress: 907/1001 forecasts completed (90.6%). OLED finished in 0.7s. ETA: 15.5s. Rate: 362.96 forecasts/min
[2025-11-27T20:28:27.164479] [DEBUG] [REMOTE    ] RBC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.165652] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 2 features, N/A% accuracy
[2025-11-27T20:28:27.165765] [INFO ] [LOCAL     ] RBC: Loaded 2 optimal features with 53.68% confidence from JSON config
[2025-11-27T20:28:27.165858] [DEBUG] [MAG       ] Building data for symbol: RBC with lookback: 0
[2025-11-27T20:28:27.166685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:27.166804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:27.171699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:27.186316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.206234] [DEBUG] [MAG       ] GFF: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.252762] [INFO ] [LOCAL     ] AGM: Saved forecast.
[2025-11-27T20:28:27.252849] [INFO ] [main      ] AGM: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=51.5393%)
[2025-11-27T20:28:27.253023] [INFO ] [main      ] Fetching symbol history for CIM...
[2025-11-27T20:28:27.253070] [DEBUG] [REMOTE    ] CIM: Fetching historical data.
[2025-11-27T20:28:27.253895] [INFO ] [main      ] Progress: 908/1001 forecasts completed (90.7%). AGM finished in 0.7s. ETA: 15.4s. Rate: 363.12 forecasts/min
[2025-11-27T20:28:27.264604] [DEBUG] [REMOTE    ] CIM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.265485] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 6 features, N/A% accuracy
[2025-11-27T20:28:27.265542] [INFO ] [LOCAL     ] CIM: Loaded 6 optimal features with 35.31% confidence from JSON config
[2025-11-27T20:28:27.265610] [DEBUG] [MAG       ] Building data for symbol: CIM with lookback: 0
[2025-11-27T20:28:27.266428] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:27.266499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:27.268203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:27.268747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:27.269141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:27.271495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:27.272211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:27.273821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.283365] [DEBUG] [MAG       ] BBY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.374569] [DEBUG] [MAG       ] GFF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.392346] [INFO ] [LOCAL     ] BBY: Saved forecast.
[2025-11-27T20:28:27.392600] [INFO ] [main      ] BBY: Signal=1 (Conf=80.0%), Magnitude=3.27% (Conf=52.7236%)
[2025-11-27T20:28:27.392977] [INFO ] [main      ] Fetching symbol history for AMTB...
[2025-11-27T20:28:27.393083] [DEBUG] [REMOTE    ] AMTB: Fetching historical data.
[2025-11-27T20:28:27.393658] [INFO ] [main      ] Progress: 909/1001 forecasts completed (90.8%). BBY finished in 0.7s. ETA: 15.2s. Rate: 363.18 forecasts/min
[2025-11-27T20:28:27.404509] [DEBUG] [REMOTE    ] AMTB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.405677] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 7 features, N/A% accuracy
[2025-11-27T20:28:27.405793] [INFO ] [LOCAL     ] AMTB: Loaded 7 optimal features with 60.06% confidence from JSON config
[2025-11-27T20:28:27.405882] [DEBUG] [MAG       ] Building data for symbol: AMTB with lookback: 0
[2025-11-27T20:28:27.406753] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:27.406878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:27.411758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:27.413604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:27.414136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:27.414603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:27.415817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:27.416905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:27.419010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.468346] [INFO ] [LOCAL     ] GFF: Saved forecast.
[2025-11-27T20:28:27.468433] [INFO ] [main      ] GFF: Signal=1 (Conf=80.0%), Magnitude=4.82% (Conf=40.4384%)
[2025-11-27T20:28:27.468620] [INFO ] [main      ] Fetching symbol history for BKCH...
[2025-11-27T20:28:27.468670] [DEBUG] [REMOTE    ] BKCH: Fetching historical data.
[2025-11-27T20:28:27.469655] [INFO ] [main      ] Progress: 910/1001 forecasts completed (90.9%). GFF finished in 0.6s. ETA: 15.0s. Rate: 363.40 forecasts/min
[2025-11-27T20:28:27.479995] [DEBUG] [REMOTE    ] BKCH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.481112] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 3 features, N/A% accuracy
[2025-11-27T20:28:27.481175] [INFO ] [LOCAL     ] BKCH: Loaded 3 optimal features with 54.17% confidence from JSON config
[2025-11-27T20:28:27.481210] [DEBUG] [MAG       ] Building data for symbol: BKCH with lookback: 0
[2025-11-27T20:28:27.482024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:27.482093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:27.486961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:27.489191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:27.490360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.516445] [DEBUG] [MAG       ] RBC: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.600309] [DEBUG] [MAG       ] CIM: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.683364] [DEBUG] [MAG       ] RBC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.756316] [DEBUG] [MAG       ] AMTB: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.763707] [DEBUG] [MAG       ] CIM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.818886] [INFO ] [LOCAL     ] RBC: Saved forecast.
[2025-11-27T20:28:27.819148] [INFO ] [main      ] RBC: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=53.6849%)
[2025-11-27T20:28:27.819727] [INFO ] [main      ] Progress: 911/1001 forecasts completed (91.0%). RBC finished in 0.7s. ETA: 14.9s. Rate: 362.95 forecasts/min
[2025-11-27T20:28:27.819958] [INFO ] [main      ] Fetching symbol history for PATK...
[2025-11-27T20:28:27.820094] [DEBUG] [REMOTE    ] PATK: Fetching historical data.
[2025-11-27T20:28:27.824144] [DEBUG] [MAG       ] BKCH: Last date is validated at 2025-11-26
[2025-11-27T20:28:27.829284] [INFO ] [LOCAL     ] CIM: Saved forecast.
[2025-11-27T20:28:27.829527] [INFO ] [main      ] CIM: Signal=1 (Conf=80.0%), Magnitude=0.81% (Conf=35.3088%)
[2025-11-27T20:28:27.830076] [INFO ] [main      ] Progress: 912/1001 forecasts completed (91.1%). CIM finished in 0.6s. ETA: 14.7s. Rate: 363.33 forecasts/min
[2025-11-27T20:28:27.829976] [INFO ] [main      ] Fetching symbol history for CVKD...
[2025-11-27T20:28:27.830241] [DEBUG] [REMOTE    ] CVKD: Fetching historical data.
[2025-11-27T20:28:27.834047] [DEBUG] [REMOTE    ] PATK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.835116] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 4 features, N/A% accuracy
[2025-11-27T20:28:27.835181] [INFO ] [LOCAL     ] PATK: Loaded 4 optimal features with 50.52% confidence from JSON config
[2025-11-27T20:28:27.835216] [DEBUG] [MAG       ] Building data for symbol: PATK with lookback: 0
[2025-11-27T20:28:27.836098] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:27.836167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:27.841036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:27.842805] [DEBUG] [REMOTE    ] CVKD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:27.843461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:27.843689] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 2 features, N/A% accuracy
[2025-11-27T20:28:27.843925] [INFO ] [LOCAL     ] CVKD: Loaded 2 optimal features with 54.61% confidence from JSON config
[2025-11-27T20:28:27.843969] [DEBUG] [MAG       ] Building data for symbol: CVKD with lookback: 0
[2025-11-27T20:28:27.844764] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:27.844826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:27.846473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:27.847064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.925713] [DEBUG] [MAG       ] AMTB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:27.948895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:27.950329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:27.988555] [DEBUG] [MAG       ] BKCH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:28.007591] [INFO ] [LOCAL     ] AMTB: Saved forecast.
[2025-11-27T20:28:28.007682] [INFO ] [main      ] AMTB: Signal=1 (Conf=80.0%), Magnitude=1.32% (Conf=60.0557%)
[2025-11-27T20:28:28.008048] [INFO ] [main      ] Fetching symbol history for L...
[2025-11-27T20:28:28.008102] [DEBUG] [REMOTE    ] L: Fetching historical data.
[2025-11-27T20:28:28.009649] [INFO ] [main      ] Progress: 913/1001 forecasts completed (91.2%). AMTB finished in 0.6s. ETA: 14.5s. Rate: 363.29 forecasts/min
[2025-11-27T20:28:28.020548] [DEBUG] [REMOTE    ] L: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.021420] [DEBUG] [LOCAL     ] Loaded configuration for L: 5 features, N/A% accuracy
[2025-11-27T20:28:28.021475] [INFO ] [LOCAL     ] L: Loaded 5 optimal features with 67.19% confidence from JSON config
[2025-11-27T20:28:28.021510] [DEBUG] [MAG       ] Building data for symbol: L with lookback: 0
[2025-11-27T20:28:28.022304] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:28.022373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:28.024072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:28.024594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:28.024981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:28.026604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:28.076818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.107468] [INFO ] [LOCAL     ] BKCH: Saved forecast.
[2025-11-27T20:28:28.107559] [INFO ] [main      ] BKCH: Signal=1 (Conf=80.0%), Magnitude=2.80% (Conf=54.1689%)
[2025-11-27T20:28:28.107732] [INFO ] [main      ] Fetching symbol history for E...
[2025-11-27T20:28:28.107797] [DEBUG] [REMOTE    ] E: Fetching historical data.
[2025-11-27T20:28:28.109663] [INFO ] [main      ] Progress: 914/1001 forecasts completed (91.3%). BKCH finished in 0.6s. ETA: 14.4s. Rate: 363.45 forecasts/min
[2025-11-27T20:28:28.118857] [DEBUG] [REMOTE    ] E: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.119789] [DEBUG] [LOCAL     ] Loaded configuration for E: 3 features, N/A% accuracy
[2025-11-27T20:28:28.119849] [INFO ] [LOCAL     ] E: Loaded 3 optimal features with 49.90% confidence from JSON config
[2025-11-27T20:28:28.119884] [DEBUG] [MAG       ] Building data for symbol: E with lookback: 0
[2025-11-27T20:28:28.120661] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:28.120723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:28.125495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:28.128071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:28.128854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.173760] [DEBUG] [MAG       ] CVKD: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.280618] [DEBUG] [MAG       ] PATK: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.338791] [DEBUG] [MAG       ] CVKD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:28.409337] [DEBUG] [MAG       ] L: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.414770] [INFO ] [LOCAL     ] CVKD: Saved forecast.
[2025-11-27T20:28:28.414856] [INFO ] [main      ] CVKD: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=54.609%)
[2025-11-27T20:28:28.415010] [INFO ] [main      ] Fetching symbol history for CRBG...
[2025-11-27T20:28:28.415056] [DEBUG] [REMOTE    ] CRBG: Fetching historical data.
[2025-11-27T20:28:28.416200] [INFO ] [main      ] Progress: 915/1001 forecasts completed (91.4%). CVKD finished in 0.6s. ETA: 14.2s. Rate: 363.11 forecasts/min
[2025-11-27T20:28:28.426320] [DEBUG] [REMOTE    ] CRBG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.427341] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, N/A% accuracy
[2025-11-27T20:28:28.427402] [INFO ] [LOCAL     ] CRBG: Loaded 2 optimal features with 60.57% confidence from JSON config
[2025-11-27T20:28:28.427436] [DEBUG] [MAG       ] Building data for symbol: CRBG with lookback: 0
[2025-11-27T20:28:28.428259] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:28.428325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:28.433082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:28.434761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.443383] [DEBUG] [MAG       ] PATK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:28.461198] [DEBUG] [MAG       ] E: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.545062] [INFO ] [LOCAL     ] PATK: Saved forecast.
[2025-11-27T20:28:28.545147] [INFO ] [main      ] PATK: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=50.5159%)
[2025-11-27T20:28:28.545505] [INFO ] [main      ] Fetching symbol history for RCUS...
[2025-11-27T20:28:28.545558] [DEBUG] [REMOTE    ] RCUS: Fetching historical data.
[2025-11-27T20:28:28.545662] [INFO ] [main      ] Progress: 916/1001 forecasts completed (91.5%). PATK finished in 0.7s. ETA: 14.0s. Rate: 363.19 forecasts/min
[2025-11-27T20:28:28.556740] [DEBUG] [REMOTE    ] RCUS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.557819] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 8 features, N/A% accuracy
[2025-11-27T20:28:28.557880] [INFO ] [LOCAL     ] RCUS: Loaded 8 optimal features with 50.29% confidence from JSON config
[2025-11-27T20:28:28.557914] [DEBUG] [MAG       ] Building data for symbol: RCUS with lookback: 0
[2025-11-27T20:28:28.558740] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:28.558808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:28.563522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:28.564462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:28.566874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:28.567650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:28.570327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:28.571874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:28.573903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:28.576285] [DEBUG] [MAG       ] L: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:28.577655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.630138] [DEBUG] [MAG       ] E: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:28.662610] [INFO ] [LOCAL     ] L: Saved forecast.
[2025-11-27T20:28:28.662706] [INFO ] [main      ] L: Signal=1 (Conf=80.0%), Magnitude=1.87% (Conf=67.1894%)
[2025-11-27T20:28:28.663148] [INFO ] [main      ] Fetching symbol history for FWONA...
[2025-11-27T20:28:28.663202] [DEBUG] [REMOTE    ] FWONA: Fetching historical data.
[2025-11-27T20:28:28.663712] [INFO ] [main      ] Progress: 917/1001 forecasts completed (91.6%). L finished in 0.7s. ETA: 13.9s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:28.674095] [DEBUG] [REMOTE    ] FWONA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.674980] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 4 features, N/A% accuracy
[2025-11-27T20:28:28.675040] [INFO ] [LOCAL     ] FWONA: Loaded 4 optimal features with 54.84% confidence from JSON config
[2025-11-27T20:28:28.675075] [DEBUG] [MAG       ] Building data for symbol: FWONA with lookback: 0
[2025-11-27T20:28:28.675858] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:28.675925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:28.676691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:28.677399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:28.678497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:28.681414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.705027] [INFO ] [LOCAL     ] E: Saved forecast.
[2025-11-27T20:28:28.705116] [INFO ] [main      ] E: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=49.9049%)
[2025-11-27T20:28:28.705272] [INFO ] [main      ] Fetching symbol history for NAZ...
[2025-11-27T20:28:28.705317] [DEBUG] [REMOTE    ] NAZ: Fetching historical data.
[2025-11-27T20:28:28.706649] [INFO ] [main      ] Progress: 918/1001 forecasts completed (91.7%). E finished in 0.6s. ETA: 13.7s. Rate: 363.60 forecasts/min
[2025-11-27T20:28:28.716759] [DEBUG] [REMOTE    ] NAZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:28.717911] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 11 features, N/A% accuracy
[2025-11-27T20:28:28.718028] [INFO ] [LOCAL     ] NAZ: Loaded 11 optimal features with 46.24% confidence from JSON config
[2025-11-27T20:28:28.718119] [DEBUG] [MAG       ] Building data for symbol: NAZ with lookback: 0
[2025-11-27T20:28:28.719047] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-11-27T20:28:28.719175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:28.724211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:28.725228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:28.767301] [DEBUG] [MAG       ] CRBG: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.833366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:28.913693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:28.914546] [DEBUG] [MAG       ] RCUS: Last date is validated at 2025-11-26
[2025-11-27T20:28:28.916223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:28.917373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:28.918177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:28.920022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:28.920501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:28.921655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:28.923723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:28.933191] [DEBUG] [MAG       ] CRBG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.014270] [INFO ] [LOCAL     ] CRBG: Saved forecast.
[2025-11-27T20:28:29.014475] [INFO ] [main      ] CRBG: Signal=1 (Conf=80.0%), Magnitude=0.38% (Conf=60.5689%)
[2025-11-27T20:28:29.014721] [DEBUG] [MAG       ] FWONA: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.014965] [INFO ] [main      ] Progress: 919/1001 forecasts completed (91.8%). CRBG finished in 0.6s. ETA: 13.5s. Rate: 363.26 forecasts/min
[2025-11-27T20:28:29.015142] [INFO ] [main      ] Fetching symbol history for LINK...
[2025-11-27T20:28:29.015237] [DEBUG] [REMOTE    ] LINK: Fetching historical data.
[2025-11-27T20:28:29.027033] [DEBUG] [REMOTE    ] LINK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.028169] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 2 features, N/A% accuracy
[2025-11-27T20:28:29.028284] [INFO ] [LOCAL     ] LINK: Loaded 2 optimal features with 53.64% confidence from JSON config
[2025-11-27T20:28:29.028375] [DEBUG] [MAG       ] Building data for symbol: LINK with lookback: 0
[2025-11-27T20:28:29.029228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:29.029348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:29.030162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:29.033076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.083810] [DEBUG] [MAG       ] RCUS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.179391] [INFO ] [LOCAL     ] RCUS: Saved forecast.
[2025-11-27T20:28:29.179600] [INFO ] [main      ] RCUS: Signal=1 (Conf=80.0%), Magnitude=4.40% (Conf=50.2936%)
[2025-11-27T20:28:29.179869] [INFO ] [main      ] Fetching symbol history for UNH...
[2025-11-27T20:28:29.179974] [DEBUG] [REMOTE    ] UNH: Fetching historical data.
[2025-11-27T20:28:29.180348] [INFO ] [main      ] Progress: 920/1001 forecasts completed (91.9%). RCUS finished in 0.6s. ETA: 13.4s. Rate: 363.26 forecasts/min
[2025-11-27T20:28:29.181757] [DEBUG] [MAG       ] FWONA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.192392] [DEBUG] [REMOTE    ] UNH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.193237] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, N/A% accuracy
[2025-11-27T20:28:29.193352] [INFO ] [LOCAL     ] UNH: Loaded 1 optimal features with 53.45% confidence from JSON config
[2025-11-27T20:28:29.193444] [DEBUG] [MAG       ] Building data for symbol: UNH with lookback: 0
[2025-11-27T20:28:29.194301] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:29.194423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:29.236362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.257600] [DEBUG] [MAG       ] NAZ: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.275364] [INFO ] [LOCAL     ] FWONA: Saved forecast.
[2025-11-27T20:28:29.275457] [INFO ] [main      ] FWONA: Signal=1 (Conf=80.0%), Magnitude=4.00% (Conf=54.8361%)
[2025-11-27T20:28:29.275656] [INFO ] [main      ] Fetching symbol history for OCUL...
[2025-11-27T20:28:29.275709] [DEBUG] [REMOTE    ] OCUL: Fetching historical data.
[2025-11-27T20:28:29.275862] [INFO ] [main      ] Progress: 921/1001 forecasts completed (92.0%). FWONA finished in 0.6s. ETA: 13.2s. Rate: 363.42 forecasts/min
[2025-11-27T20:28:29.287067] [DEBUG] [REMOTE    ] OCUL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.287948] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 6 features, N/A% accuracy
[2025-11-27T20:28:29.288012] [INFO ] [LOCAL     ] OCUL: Loaded 6 optimal features with 54.93% confidence from JSON config
[2025-11-27T20:28:29.288048] [DEBUG] [MAG       ] Building data for symbol: OCUL with lookback: 0
[2025-11-27T20:28:29.288876] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:29.288945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:29.293683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:29.295431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:29.295916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:29.296300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:29.298621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:29.372468] [DEBUG] [MAG       ] LINK: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.405853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.422532] [DEBUG] [MAG       ] NAZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.487159] [INFO ] [LOCAL     ] NAZ: Saved forecast.
[2025-11-27T20:28:29.487247] [INFO ] [main      ] NAZ: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=46.2429%)
[2025-11-27T20:28:29.487401] [INFO ] [main      ] Fetching symbol history for TYL...
[2025-11-27T20:28:29.487445] [DEBUG] [REMOTE    ] TYL: Fetching historical data.
[2025-11-27T20:28:29.487953] [INFO ] [main      ] Progress: 922/1001 forecasts completed (92.1%). NAZ finished in 0.8s. ETA: 13.0s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:29.499214] [DEBUG] [REMOTE    ] TYL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.500103] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 2 features, N/A% accuracy
[2025-11-27T20:28:29.500170] [INFO ] [LOCAL     ] TYL: Loaded 2 optimal features with 49.76% confidence from JSON config
[2025-11-27T20:28:29.500205] [DEBUG] [MAG       ] Building data for symbol: TYL with lookback: 0
[2025-11-27T20:28:29.501020] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:29.501085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:29.539562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:29.540704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.540765] [DEBUG] [MAG       ] LINK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.568770] [DEBUG] [MAG       ] UNH: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.610758] [INFO ] [LOCAL     ] LINK: Saved forecast.
[2025-11-27T20:28:29.610844] [INFO ] [main      ] LINK: Signal=1 (Conf=80.0%), Magnitude=-1.88% (Conf=53.6387%)
[2025-11-27T20:28:29.611207] [INFO ] [main      ] Progress: 923/1001 forecasts completed (92.2%). LINK finished in 0.6s. ETA: 12.9s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:29.611336] [INFO ] [main      ] Fetching symbol history for RM...
[2025-11-27T20:28:29.611381] [DEBUG] [REMOTE    ] RM: Fetching historical data.
[2025-11-27T20:28:29.622459] [DEBUG] [REMOTE    ] RM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.623559] [DEBUG] [LOCAL     ] Loaded configuration for RM: 7 features, N/A% accuracy
[2025-11-27T20:28:29.623642] [INFO ] [LOCAL     ] RM: Loaded 7 optimal features with 51.80% confidence from JSON config
[2025-11-27T20:28:29.623678] [DEBUG] [MAG       ] Building data for symbol: RM with lookback: 0
[2025-11-27T20:28:29.624452] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:29.624516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:29.629327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:29.631174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:29.631684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:29.632123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:29.632510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:29.705781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:29.706721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.735832] [DEBUG] [MAG       ] UNH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.737548] [DEBUG] [MAG       ] OCUL: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.872693] [DEBUG] [MAG       ] TYL: Last date is validated at 2025-11-26
[2025-11-27T20:28:29.903612] [DEBUG] [MAG       ] OCUL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:29.934623] [INFO ] [LOCAL     ] UNH: Saved forecast.
[2025-11-27T20:28:29.934833] [INFO ] [main      ] UNH: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=53.4519%)
[2025-11-27T20:28:29.935331] [INFO ] [main      ] Fetching symbol history for FPF...
[2025-11-27T20:28:29.935397] [DEBUG] [REMOTE    ] FPF: Fetching historical data.
[2025-11-27T20:28:29.935540] [INFO ] [main      ] Progress: 924/1001 forecasts completed (92.3%). UNH finished in 0.8s. ETA: 12.7s. Rate: 363.03 forecasts/min
[2025-11-27T20:28:29.947399] [DEBUG] [REMOTE    ] FPF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.948278] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 13 features, N/A% accuracy
[2025-11-27T20:28:29.948340] [INFO ] [LOCAL     ] FPF: Loaded 13 optimal features with 40.59% confidence from JSON config
[2025-11-27T20:28:29.948375] [DEBUG] [MAG       ] Building data for symbol: FPF with lookback: 0
[2025-11-27T20:28:29.949177] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:28:29.949262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:29.950952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:29.951458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:29.951860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:29.952814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:29.953599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:29.957830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:29.959011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:29.959674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:29.960677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:29.961318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:29.961762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:29.962788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:29.964671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:29.972594] [INFO ] [LOCAL     ] OCUL: Saved forecast.
[2025-11-27T20:28:29.972681] [INFO ] [main      ] OCUL: Signal=1 (Conf=80.0%), Magnitude=-2.24% (Conf=54.9336%)
[2025-11-27T20:28:29.973057] [INFO ] [main      ] Progress: 925/1001 forecasts completed (92.4%). OCUL finished in 0.7s. ETA: 12.6s. Rate: 363.33 forecasts/min
[2025-11-27T20:28:29.973187] [INFO ] [main      ] Fetching symbol history for PEY...
[2025-11-27T20:28:29.973232] [DEBUG] [REMOTE    ] PEY: Fetching historical data.
[2025-11-27T20:28:29.985770] [DEBUG] [REMOTE    ] PEY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:29.986861] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 2 features, N/A% accuracy
[2025-11-27T20:28:29.986928] [INFO ] [LOCAL     ] PEY: Loaded 2 optimal features with 50.34% confidence from JSON config
[2025-11-27T20:28:29.986963] [DEBUG] [MAG       ] Building data for symbol: PEY with lookback: 0
[2025-11-27T20:28:29.987827] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:29.987887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:29.989726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:29.990319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:30.036937] [DEBUG] [MAG       ] RM: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.042688] [DEBUG] [MAG       ] TYL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.177922] [INFO ] [LOCAL     ] TYL: Saved forecast.
[2025-11-27T20:28:30.178007] [INFO ] [main      ] TYL: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=49.7618%)
[2025-11-27T20:28:30.178399] [INFO ] [main      ] Fetching symbol history for NSC...
[2025-11-27T20:28:30.178452] [DEBUG] [REMOTE    ] NSC: Fetching historical data.
[2025-11-27T20:28:30.178805] [INFO ] [main      ] Progress: 926/1001 forecasts completed (92.5%). TYL finished in 0.7s. ETA: 12.4s. Rate: 363.24 forecasts/min
[2025-11-27T20:28:30.190369] [DEBUG] [REMOTE    ] NSC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.191333] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 9 features, N/A% accuracy
[2025-11-27T20:28:30.191410] [INFO ] [LOCAL     ] NSC: Loaded 9 optimal features with 65.97% confidence from JSON config
[2025-11-27T20:28:30.191454] [DEBUG] [MAG       ] Building data for symbol: NSC with lookback: 0
[2025-11-27T20:28:30.192486] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:30.192597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:30.197742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:30.199384] [DEBUG] [MAG       ] RM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.199638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:30.200136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:30.200557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:30.283768] [INFO ] [LOCAL     ] RM: Saved forecast.
[2025-11-27T20:28:30.283854] [INFO ] [main      ] RM: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=51.7986%)
[2025-11-27T20:28:30.284027] [INFO ] [main      ] Fetching symbol history for BVFL...
[2025-11-27T20:28:30.284074] [DEBUG] [REMOTE    ] BVFL: Fetching historical data.
[2025-11-27T20:28:30.285639] [INFO ] [main      ] Progress: 927/1001 forecasts completed (92.6%). RM finished in 0.7s. ETA: 12.2s. Rate: 363.38 forecasts/min
[2025-11-27T20:28:30.295598] [DEBUG] [REMOTE    ] BVFL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.296472] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, N/A% accuracy
[2025-11-27T20:28:30.296527] [INFO ] [LOCAL     ] BVFL: Loaded 0 optimal features with 55.44% confidence from JSON config
[2025-11-27T20:28:30.296562] [DEBUG] [MAG       ] Building data for symbol: BVFL with lookback: 0
[2025-11-27T20:28:30.297366] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:28:30.310879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:30.312605] [DEBUG] [MAG       ] FPF: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.312916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:30.313639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:30.315634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:30.319560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:30.322844] [DEBUG] [MAG       ] PEY: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.481275] [DEBUG] [MAG       ] FPF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.487794] [DEBUG] [MAG       ] PEY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.546595] [INFO ] [LOCAL     ] PEY: Saved forecast.
[2025-11-27T20:28:30.546818] [INFO ] [main      ] PEY: Signal=1 (Conf=80.0%), Magnitude=0.84% (Conf=50.3444%)
[2025-11-27T20:28:30.547242] [INFO ] [main      ] Progress: 928/1001 forecasts completed (92.7%). PEY finished in 0.6s. ETA: 12.1s. Rate: 363.15 forecasts/min
[2025-11-27T20:28:30.547421] [INFO ] [main      ] Fetching symbol history for UAE...
[2025-11-27T20:28:30.547518] [DEBUG] [REMOTE    ] UAE: Fetching historical data.
[2025-11-27T20:28:30.549143] [INFO ] [LOCAL     ] FPF: Saved forecast.
[2025-11-27T20:28:30.549232] [INFO ] [main      ] FPF: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=40.5882%)
[2025-11-27T20:28:30.549406] [INFO ] [main      ] Fetching symbol history for GIII...
[2025-11-27T20:28:30.549452] [DEBUG] [REMOTE    ] GIII: Fetching historical data.
[2025-11-27T20:28:30.549929] [INFO ] [main      ] Progress: 929/1001 forecasts completed (92.8%). FPF finished in 0.6s. ETA: 11.9s. Rate: 363.53 forecasts/min
[2025-11-27T20:28:30.559344] [DEBUG] [REMOTE    ] UAE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.560362] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 6 features, N/A% accuracy
[2025-11-27T20:28:30.560475] [INFO ] [LOCAL     ] UAE: Loaded 6 optimal features with 53.90% confidence from JSON config
[2025-11-27T20:28:30.560565] [DEBUG] [MAG       ] Building data for symbol: UAE with lookback: 0
[2025-11-27T20:28:30.560877] [DEBUG] [REMOTE    ] GIII: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.561395] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:30.561519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:30.561779] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 6 features, N/A% accuracy
[2025-11-27T20:28:30.561848] [INFO ] [LOCAL     ] GIII: Loaded 6 optimal features with 49.91% confidence from JSON config
[2025-11-27T20:28:30.561884] [DEBUG] [MAG       ] Building data for symbol: GIII with lookback: 0
[2025-11-27T20:28:30.562670] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:30.562753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:30.566570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:30.567776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:30.568400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:30.568692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:30.568987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:30.569432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:30.570383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:30.571058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:30.571817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:30.572297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:30.574488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:30.576046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:30.626466] [DEBUG] [MAG       ] BVFL: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.649512] [DEBUG] [MAG       ] NSC: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.792071] [DEBUG] [MAG       ] BVFL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.815965] [DEBUG] [MAG       ] NSC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:30.850802] [INFO ] [LOCAL     ] BVFL: Saved forecast.
[2025-11-27T20:28:30.850888] [INFO ] [main      ] BVFL: Signal=1 (Conf=80.0%), Magnitude=-0.13% (Conf=55.4442%)
[2025-11-27T20:28:30.851042] [INFO ] [main      ] Fetching symbol history for MRNA...
[2025-11-27T20:28:30.851089] [DEBUG] [REMOTE    ] MRNA: Fetching historical data.
[2025-11-27T20:28:30.851916] [INFO ] [main      ] Progress: 930/1001 forecasts completed (92.9%). BVFL finished in 0.6s. ETA: 11.7s. Rate: 363.21 forecasts/min
[2025-11-27T20:28:30.862255] [DEBUG] [REMOTE    ] MRNA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.863263] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 8 features, N/A% accuracy
[2025-11-27T20:28:30.863324] [INFO ] [LOCAL     ] MRNA: Loaded 8 optimal features with 54.59% confidence from JSON config
[2025-11-27T20:28:30.863358] [DEBUG] [MAG       ] Building data for symbol: MRNA with lookback: 0
[2025-11-27T20:28:30.864160] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:30.864232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:30.868987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:30.870737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:30.871258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:30.872227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:30.872876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:30.876993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:30.879003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-11-27T20:28:30.884644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:30.905872] [DEBUG] [MAG       ] UAE: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.923233] [DEBUG] [MAG       ] GIII: Last date is validated at 2025-11-26
[2025-11-27T20:28:30.946042] [INFO ] [LOCAL     ] NSC: Saved forecast.
[2025-11-27T20:28:30.946128] [INFO ] [main      ] NSC: Signal=1 (Conf=80.0%), Magnitude=3.60% (Conf=65.9702%)
[2025-11-27T20:28:30.946495] [INFO ] [main      ] Fetching symbol history for ETN...
[2025-11-27T20:28:30.946547] [DEBUG] [REMOTE    ] ETN: Fetching historical data.
[2025-11-27T20:28:30.946696] [INFO ] [main      ] Progress: 931/1001 forecasts completed (93.0%). NSC finished in 0.8s. ETA: 11.6s. Rate: 363.37 forecasts/min
[2025-11-27T20:28:30.958455] [DEBUG] [REMOTE    ] ETN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:30.959374] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 2 features, N/A% accuracy
[2025-11-27T20:28:30.959433] [INFO ] [LOCAL     ] ETN: Loaded 2 optimal features with 65.66% confidence from JSON config
[2025-11-27T20:28:30.959467] [DEBUG] [MAG       ] Building data for symbol: ETN with lookback: 0
[2025-11-27T20:28:30.960295] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:30.960361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:30.965093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:30.967844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.074437] [DEBUG] [MAG       ] UAE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.097758] [DEBUG] [MAG       ] GIII: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.136644] [INFO ] [LOCAL     ] UAE: Saved forecast.
[2025-11-27T20:28:31.136850] [INFO ] [main      ] UAE: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=53.8988%)
[2025-11-27T20:28:31.137437] [INFO ] [main      ] Fetching symbol history for CNVS...
[2025-11-27T20:28:31.137287] [INFO ] [main      ] Progress: 932/1001 forecasts completed (93.1%). UAE finished in 0.6s. ETA: 11.4s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:31.137535] [DEBUG] [REMOTE    ] CNVS: Fetching historical data.
[2025-11-27T20:28:31.148677] [DEBUG] [REMOTE    ] CNVS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:31.149640] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 3 features, N/A% accuracy
[2025-11-27T20:28:31.149752] [INFO ] [LOCAL     ] CNVS: Loaded 3 optimal features with 48.39% confidence from JSON config
[2025-11-27T20:28:31.149843] [DEBUG] [MAG       ] Building data for symbol: CNVS with lookback: 0
[2025-11-27T20:28:31.150670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:31.150790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:31.155544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:31.188538] [INFO ] [LOCAL     ] GIII: Saved forecast.
[2025-11-27T20:28:31.188837] [INFO ] [main      ] GIII: Signal=1 (Conf=80.0%), Magnitude=4.37% (Conf=49.9144%)
[2025-11-27T20:28:31.189193] [INFO ] [main      ] Fetching symbol history for COMM...
[2025-11-27T20:28:31.189299] [DEBUG] [REMOTE    ] COMM: Fetching historical data.
[2025-11-27T20:28:31.190294] [INFO ] [main      ] Progress: 933/1001 forecasts completed (93.2%). GIII finished in 0.6s. ETA: 11.2s. Rate: 363.58 forecasts/min
[2025-11-27T20:28:31.201541] [DEBUG] [REMOTE    ] COMM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:31.202481] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 8 features, N/A% accuracy
[2025-11-27T20:28:31.202620] [INFO ] [LOCAL     ] COMM: Loaded 8 optimal features with 48.50% confidence from JSON config
[2025-11-27T20:28:31.202726] [DEBUG] [MAG       ] Building data for symbol: COMM with lookback: 0
[2025-11-27T20:28:31.203599] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:31.203726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:31.205555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:31.206174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:31.206683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:31.212264] [DEBUG] [MAG       ] MRNA: Last date is validated at 2025-11-26
[2025-11-27T20:28:31.262523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:31.263291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.293537] [DEBUG] [MAG       ] ETN: Last date is validated at 2025-11-26
[2025-11-27T20:28:31.322888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:31.372756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:31.373834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:31.375168] [DEBUG] [MAG       ] MRNA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.449864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:31.451129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.456778] [DEBUG] [MAG       ] ETN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.485442] [INFO ] [LOCAL     ] MRNA: Saved forecast.
[2025-11-27T20:28:31.485530] [INFO ] [main      ] MRNA: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=54.5935%)
[2025-11-27T20:28:31.485709] [INFO ] [main      ] Fetching symbol history for DRTS...
[2025-11-27T20:28:31.485776] [DEBUG] [REMOTE    ] DRTS: Fetching historical data.
[2025-11-27T20:28:31.486966] [INFO ] [main      ] Progress: 934/1001 forecasts completed (93.3%). MRNA finished in 0.6s. ETA: 11.1s. Rate: 363.27 forecasts/min
[2025-11-27T20:28:31.496978] [DEBUG] [REMOTE    ] DRTS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:31.497831] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 7 features, N/A% accuracy
[2025-11-27T20:28:31.497891] [INFO ] [LOCAL     ] DRTS: Loaded 7 optimal features with 58.80% confidence from JSON config
[2025-11-27T20:28:31.497926] [DEBUG] [MAG       ] Building data for symbol: DRTS with lookback: 0
[2025-11-27T20:28:31.498754] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:31.498824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:31.500595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:31.501112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:31.502154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:31.503774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:31.504791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:31.505437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:31.507034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.595563] [DEBUG] [MAG       ] CNVS: Last date is validated at 2025-11-26
[2025-11-27T20:28:31.630077] [INFO ] [LOCAL     ] ETN: Saved forecast.
[2025-11-27T20:28:31.630166] [INFO ] [main      ] ETN: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=65.6567%)
[2025-11-27T20:28:31.630325] [INFO ] [main      ] Fetching symbol history for SHC...
[2025-11-27T20:28:31.630387] [DEBUG] [REMOTE    ] SHC: Fetching historical data.
[2025-11-27T20:28:31.630938] [INFO ] [main      ] Progress: 935/1001 forecasts completed (93.4%). ETN finished in 0.7s. ETA: 10.9s. Rate: 363.32 forecasts/min
[2025-11-27T20:28:31.642012] [DEBUG] [REMOTE    ] SHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:31.643098] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 1 features, N/A% accuracy
[2025-11-27T20:28:31.643161] [INFO ] [LOCAL     ] SHC: Loaded 1 optimal features with 53.41% confidence from JSON config
[2025-11-27T20:28:31.643196] [DEBUG] [MAG       ] Building data for symbol: SHC with lookback: 0
[2025-11-27T20:28:31.644001] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:31.644075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:31.645816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.763102] [DEBUG] [MAG       ] CNVS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.789872] [DEBUG] [MAG       ] COMM: Last date is validated at 2025-11-26
[2025-11-27T20:28:31.825851] [INFO ] [LOCAL     ] CNVS: Saved forecast.
[2025-11-27T20:28:31.825939] [INFO ] [main      ] CNVS: Signal=1 (Conf=80.0%), Magnitude=-3.17% (Conf=48.3917%)
[2025-11-27T20:28:31.826487] [INFO ] [main      ] Fetching symbol history for PRA...
[2025-11-27T20:28:31.826540] [DEBUG] [REMOTE    ] PRA: Fetching historical data.
[2025-11-27T20:28:31.826781] [INFO ] [main      ] Progress: 936/1001 forecasts completed (93.5%). CNVS finished in 0.7s. ETA: 10.7s. Rate: 363.25 forecasts/min
[2025-11-27T20:28:31.839294] [DEBUG] [REMOTE    ] PRA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:31.840207] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 5 features, N/A% accuracy
[2025-11-27T20:28:31.840322] [INFO ] [LOCAL     ] PRA: Loaded 5 optimal features with 35.58% confidence from JSON config
[2025-11-27T20:28:31.840410] [DEBUG] [MAG       ] Building data for symbol: PRA with lookback: 0
[2025-11-27T20:28:31.841251] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:31.841372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:31.846199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:31.848047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:31.848616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:31.849048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:31.849706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:31.853052] [DEBUG] [MAG       ] DRTS: Last date is validated at 2025-11-26
[2025-11-27T20:28:31.956602] [DEBUG] [MAG       ] COMM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:31.975310] [DEBUG] [MAG       ] SHC: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.025201] [DEBUG] [MAG       ] DRTS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.040025] [INFO ] [LOCAL     ] COMM: Saved forecast.
[2025-11-27T20:28:32.040240] [INFO ] [main      ] COMM: Signal=1 (Conf=80.0%), Magnitude=-1.74% (Conf=48.4957%)
[2025-11-27T20:28:32.040788] [INFO ] [main      ] Progress: 937/1001 forecasts completed (93.6%). COMM finished in 0.9s. ETA: 10.6s. Rate: 363.13 forecasts/min
[2025-11-27T20:28:32.040970] [INFO ] [main      ] Fetching symbol history for ELP...
[2025-11-27T20:28:32.041068] [DEBUG] [REMOTE    ] ELP: Fetching historical data.
[2025-11-27T20:28:32.052413] [DEBUG] [REMOTE    ] ELP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.053506] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 6 features, N/A% accuracy
[2025-11-27T20:28:32.053638] [INFO ] [LOCAL     ] ELP: Loaded 6 optimal features with 59.78% confidence from JSON config
[2025-11-27T20:28:32.053730] [DEBUG] [MAG       ] Building data for symbol: ELP with lookback: 0
[2025-11-27T20:28:32.054597] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:32.054716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:32.059535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.061370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:32.061925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.062374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:32.063164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:32.084309] [INFO ] [LOCAL     ] DRTS: Saved forecast.
[2025-11-27T20:28:32.084423] [INFO ] [main      ] DRTS: Signal=1 (Conf=80.0%), Magnitude=2.27% (Conf=58.8006%)
[2025-11-27T20:28:32.084832] [INFO ] [main      ] Progress: 938/1001 forecasts completed (93.7%). DRTS finished in 0.6s. ETA: 10.4s. Rate: 363.42 forecasts/min
[2025-11-27T20:28:32.084966] [INFO ] [main      ] Fetching symbol history for PIE...
[2025-11-27T20:28:32.085012] [DEBUG] [REMOTE    ] PIE: Fetching historical data.
[2025-11-27T20:28:32.096171] [DEBUG] [REMOTE    ] PIE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.096876] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 5 features, N/A% accuracy
[2025-11-27T20:28:32.096936] [INFO ] [LOCAL     ] PIE: Loaded 5 optimal features with 43.89% confidence from JSON config
[2025-11-27T20:28:32.096971] [DEBUG] [MAG       ] Building data for symbol: PIE with lookback: 0
[2025-11-27T20:28:32.097746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:32.097814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.099557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:32.100086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:32.100870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:32.139175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:32.139146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.140340] [DEBUG] [MAG       ] SHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.141956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.181794] [DEBUG] [MAG       ] PRA: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.203644] [INFO ] [LOCAL     ] SHC: Saved forecast.
[2025-11-27T20:28:32.203731] [INFO ] [main      ] SHC: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=53.4103%)
[2025-11-27T20:28:32.204091] [INFO ] [main      ] Fetching symbol history for EXG...
[2025-11-27T20:28:32.204144] [DEBUG] [REMOTE    ] EXG: Fetching historical data.
[2025-11-27T20:28:32.204653] [INFO ] [main      ] Progress: 939/1001 forecasts completed (93.8%). SHC finished in 0.6s. ETA: 10.2s. Rate: 363.52 forecasts/min
[2025-11-27T20:28:32.215130] [DEBUG] [REMOTE    ] EXG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.216161] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 7 features, N/A% accuracy
[2025-11-27T20:28:32.216233] [INFO ] [LOCAL     ] EXG: Loaded 7 optimal features with 27.06% confidence from JSON config
[2025-11-27T20:28:32.216272] [DEBUG] [MAG       ] Building data for symbol: EXG with lookback: 0
[2025-11-27T20:28:32.217236] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:32.217313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:32.222328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.224182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:32.224699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.225097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:32.225885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:32.227757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-11-27T20:28:32.228521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.346350] [DEBUG] [MAG       ] PRA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.420539] [INFO ] [LOCAL     ] PRA: Saved forecast.
[2025-11-27T20:28:32.420645] [INFO ] [main      ] PRA: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=35.5821%)
[2025-11-27T20:28:32.420807] [INFO ] [main      ] Fetching symbol history for UYLD...
[2025-11-27T20:28:32.420879] [DEBUG] [REMOTE    ] UYLD: Fetching historical data.
[2025-11-27T20:28:32.422691] [INFO ] [main      ] Progress: 940/1001 forecasts completed (93.9%). PRA finished in 0.6s. ETA: 10.1s. Rate: 363.40 forecasts/min
[2025-11-27T20:28:32.432641] [DEBUG] [REMOTE    ] UYLD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.433359] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 7 features, N/A% accuracy
[2025-11-27T20:28:32.433413] [INFO ] [LOCAL     ] UYLD: Loaded 7 optimal features with 15.44% confidence from JSON config
[2025-11-27T20:28:32.433448] [DEBUG] [MAG       ] Building data for symbol: UYLD with lookback: 0
[2025-11-27T20:28:32.434218] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:32.434289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:32.439120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.440939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:32.441409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:32.441856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.442237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-11-27T20:28:32.444214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:32.444938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.467890] [DEBUG] [MAG       ] ELP: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.479504] [DEBUG] [MAG       ] PIE: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.571550] [DEBUG] [MAG       ] EXG: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.633821] [DEBUG] [MAG       ] ELP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.654542] [DEBUG] [MAG       ] PIE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.692181] [INFO ] [LOCAL     ] ELP: Saved forecast.
[2025-11-27T20:28:32.692389] [INFO ] [main      ] ELP: Signal=1 (Conf=80.0%), Magnitude=-0.56% (Conf=59.7808%)
[2025-11-27T20:28:32.692644] [INFO ] [main      ] Fetching symbol history for RBBN...
[2025-11-27T20:28:32.692747] [DEBUG] [REMOTE    ] RBBN: Fetching historical data.
[2025-11-27T20:28:32.694784] [INFO ] [main      ] Progress: 941/1001 forecasts completed (94.0%). ELP finished in 0.7s. ETA: 9.9s. Rate: 363.15 forecasts/min
[2025-11-27T20:28:32.703842] [DEBUG] [REMOTE    ] RBBN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.704710] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 6 features, N/A% accuracy
[2025-11-27T20:28:32.704822] [INFO ] [LOCAL     ] RBBN: Loaded 6 optimal features with 50.69% confidence from JSON config
[2025-11-27T20:28:32.704915] [DEBUG] [MAG       ] Building data for symbol: RBBN with lookback: 0
[2025-11-27T20:28:32.705737] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:32.705859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:32.710682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.712475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:32.713017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.713511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:32.715136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:32.717438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.723547] [INFO ] [LOCAL     ] PIE: Saved forecast.
[2025-11-27T20:28:32.723647] [INFO ] [main      ] PIE: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=43.887%)
[2025-11-27T20:28:32.724005] [INFO ] [main      ] Progress: 942/1001 forecasts completed (94.1%). PIE finished in 0.6s. ETA: 9.7s. Rate: 363.47 forecasts/min
[2025-11-27T20:28:32.724132] [INFO ] [main      ] Fetching symbol history for EVO...
[2025-11-27T20:28:32.724179] [DEBUG] [REMOTE    ] EVO: Fetching historical data.
[2025-11-27T20:28:32.735931] [DEBUG] [REMOTE    ] EVO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.736774] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 10 features, N/A% accuracy
[2025-11-27T20:28:32.736835] [INFO ] [LOCAL     ] EVO: Loaded 10 optimal features with 60.25% confidence from JSON config
[2025-11-27T20:28:32.736869] [DEBUG] [MAG       ] Building data for symbol: EVO with lookback: 0
[2025-11-27T20:28:32.737697] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-11-27T20:28:32.737768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.739454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:32.740024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:32.740465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.740886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:32.741679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:32.742494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:32.754469] [DEBUG] [MAG       ] EXG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:32.778422] [DEBUG] [MAG       ] UYLD: Last date is validated at 2025-11-26
[2025-11-27T20:28:32.816566] [INFO ] [LOCAL     ] EXG: Saved forecast.
[2025-11-27T20:28:32.816694] [INFO ] [main      ] EXG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=27.0568%)
[2025-11-27T20:28:32.816900] [INFO ] [main      ] Fetching symbol history for NA...
[2025-11-27T20:28:32.816954] [DEBUG] [REMOTE    ] NA: Fetching historical data.
[2025-11-27T20:28:32.817859] [INFO ] [main      ] Progress: 943/1001 forecasts completed (94.2%). EXG finished in 0.6s. ETA: 9.6s. Rate: 363.63 forecasts/min
[2025-11-27T20:28:32.821566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:32.823101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:32.824183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:32.825331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.828897] [DEBUG] [REMOTE    ] NA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:32.829876] [DEBUG] [LOCAL     ] Loaded configuration for NA: 8 features, N/A% accuracy
[2025-11-27T20:28:32.829948] [INFO ] [LOCAL     ] NA: Loaded 8 optimal features with 41.80% confidence from JSON config
[2025-11-27T20:28:32.829984] [DEBUG] [MAG       ] Building data for symbol: NA with lookback: 0
[2025-11-27T20:28:32.830832] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:32.830907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:32.836364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:32.838445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:32.839053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:32.839611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:32.840070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:32.841747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:32.844398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:32.846602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:32.944623] [DEBUG] [MAG       ] UYLD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.003851] [INFO ] [LOCAL     ] UYLD: Saved forecast.
[2025-11-27T20:28:33.003936] [INFO ] [main      ] UYLD: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=15.4414%)
[2025-11-27T20:28:33.004278] [INFO ] [main      ] Fetching symbol history for PGC...
[2025-11-27T20:28:33.004330] [DEBUG] [REMOTE    ] PGC: Fetching historical data.
[2025-11-27T20:28:33.004658] [INFO ] [main      ] Progress: 944/1001 forecasts completed (94.3%). UYLD finished in 0.6s. ETA: 9.4s. Rate: 363.58 forecasts/min
[2025-11-27T20:28:33.015238] [DEBUG] [REMOTE    ] PGC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.016085] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, N/A% accuracy
[2025-11-27T20:28:33.016146] [INFO ] [LOCAL     ] PGC: Loaded 2 optimal features with 54.18% confidence from JSON config
[2025-11-27T20:28:33.016181] [DEBUG] [MAG       ] Building data for symbol: PGC with lookback: 0
[2025-11-27T20:28:33.016988] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:33.017056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:33.055503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:33.056407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.056603] [DEBUG] [MAG       ] RBBN: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.165890] [DEBUG] [MAG       ] EVO: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.209141] [DEBUG] [MAG       ] NA: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.222614] [DEBUG] [MAG       ] RBBN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.285716] [INFO ] [LOCAL     ] RBBN: Saved forecast.
[2025-11-27T20:28:33.285929] [INFO ] [main      ] RBBN: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=50.6863%)
[2025-11-27T20:28:33.286353] [INFO ] [main      ] Fetching symbol history for CAF...
[2025-11-27T20:28:33.286458] [DEBUG] [REMOTE    ] CAF: Fetching historical data.
[2025-11-27T20:28:33.286526] [INFO ] [main      ] Progress: 945/1001 forecasts completed (94.4%). RBBN finished in 0.6s. ETA: 9.2s. Rate: 363.31 forecasts/min
[2025-11-27T20:28:33.299428] [DEBUG] [REMOTE    ] CAF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.300308] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 5 features, N/A% accuracy
[2025-11-27T20:28:33.300424] [INFO ] [LOCAL     ] CAF: Loaded 5 optimal features with 51.72% confidence from JSON config
[2025-11-27T20:28:33.300518] [DEBUG] [MAG       ] Building data for symbol: CAF with lookback: 0
[2025-11-27T20:28:33.301359] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:33.301484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:33.303250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:33.303888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:33.305828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:33.306565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:33.308239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.342753] [DEBUG] [MAG       ] EVO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.387524] [DEBUG] [MAG       ] PGC: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.393135] [DEBUG] [MAG       ] NA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.405701] [INFO ] [LOCAL     ] EVO: Saved forecast.
[2025-11-27T20:28:33.405786] [INFO ] [main      ] EVO: Signal=1 (Conf=80.0%), Magnitude=5.90% (Conf=60.2459%)
[2025-11-27T20:28:33.405942] [INFO ] [main      ] Fetching symbol history for PB...
[2025-11-27T20:28:33.406005] [DEBUG] [REMOTE    ] PB: Fetching historical data.
[2025-11-27T20:28:33.407126] [INFO ] [main      ] Progress: 946/1001 forecasts completed (94.5%). EVO finished in 0.7s. ETA: 9.1s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:33.418012] [DEBUG] [REMOTE    ] PB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.418943] [DEBUG] [LOCAL     ] Loaded configuration for PB: 7 features, N/A% accuracy
[2025-11-27T20:28:33.419061] [INFO ] [LOCAL     ] PB: Loaded 7 optimal features with 56.65% confidence from JSON config
[2025-11-27T20:28:33.419151] [DEBUG] [MAG       ] Building data for symbol: PB with lookback: 0
[2025-11-27T20:28:33.420006] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:33.420129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:33.421855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:33.422422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:33.422903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:33.423720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:33.424590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:33.494021] [INFO ] [LOCAL     ] NA: Saved forecast.
[2025-11-27T20:28:33.494111] [INFO ] [main      ] NA: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=41.7981%)
[2025-11-27T20:28:33.494276] [INFO ] [main      ] Fetching symbol history for AGNCN...
[2025-11-27T20:28:33.494344] [DEBUG] [REMOTE    ] AGNCN: Fetching historical data.
[2025-11-27T20:28:33.496523] [INFO ] [main      ] Progress: 947/1001 forecasts completed (94.6%). NA finished in 0.7s. ETA: 8.9s. Rate: 363.59 forecasts/min
[2025-11-27T20:28:33.506330] [DEBUG] [REMOTE    ] AGNCN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.507475] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 1 features, N/A% accuracy
[2025-11-27T20:28:33.507537] [INFO ] [LOCAL     ] AGNCN: Loaded 1 optimal features with 45.82% confidence from JSON config
[2025-11-27T20:28:33.507593] [DEBUG] [MAG       ] Building data for symbol: AGNCN with lookback: 0
[2025-11-27T20:28:33.508489] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:33.508559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:33.535626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:33.536894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.553800] [DEBUG] [MAG       ] PGC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.628649] [INFO ] [LOCAL     ] PGC: Saved forecast.
[2025-11-27T20:28:33.628746] [INFO ] [main      ] PGC: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=54.1793%)
[2025-11-27T20:28:33.628919] [INFO ] [main      ] Fetching symbol history for DOX...
[2025-11-27T20:28:33.628982] [DEBUG] [REMOTE    ] DOX: Fetching historical data.
[2025-11-27T20:28:33.630652] [INFO ] [main      ] Progress: 948/1001 forecasts completed (94.7%). PGC finished in 0.6s. ETA: 8.7s. Rate: 363.66 forecasts/min
[2025-11-27T20:28:33.630695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.639458] [DEBUG] [MAG       ] CAF: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.640237] [DEBUG] [REMOTE    ] DOX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.641297] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 8 features, N/A% accuracy
[2025-11-27T20:28:33.641357] [INFO ] [LOCAL     ] DOX: Loaded 8 optimal features with 46.48% confidence from JSON config
[2025-11-27T20:28:33.641392] [DEBUG] [MAG       ] Building data for symbol: DOX with lookback: 0
[2025-11-27T20:28:33.642193] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:33.642263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:33.646996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:33.648953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:33.649429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:33.649836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:33.755780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:33.757973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:33.758768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:33.759505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.808040] [DEBUG] [MAG       ] CAF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:33.870021] [INFO ] [LOCAL     ] CAF: Saved forecast.
[2025-11-27T20:28:33.870220] [INFO ] [main      ] CAF: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=51.724%)
[2025-11-27T20:28:33.870640] [INFO ] [main      ] Fetching symbol history for CUZ...
[2025-11-27T20:28:33.870657] [INFO ] [main      ] Progress: 949/1001 forecasts completed (94.8%). CAF finished in 0.6s. ETA: 8.6s. Rate: 363.49 forecasts/min
[2025-11-27T20:28:33.870788] [DEBUG] [REMOTE    ] CUZ: Fetching historical data.
[2025-11-27T20:28:33.872486] [DEBUG] [MAG       ] PB: Last date is validated at 2025-11-26
[2025-11-27T20:28:33.882900] [DEBUG] [REMOTE    ] CUZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:33.883916] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 6 features, N/A% accuracy
[2025-11-27T20:28:33.884028] [INFO ] [LOCAL     ] CUZ: Loaded 6 optimal features with 54.73% confidence from JSON config
[2025-11-27T20:28:33.884120] [DEBUG] [MAG       ] Building data for symbol: CUZ with lookback: 0
[2025-11-27T20:28:33.884958] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:33.885080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:33.889978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:33.891768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:33.892292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:33.892755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:33.893876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:33.894606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:33.979595] [DEBUG] [MAG       ] AGNCN: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.051657] [DEBUG] [MAG       ] PB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.087514] [DEBUG] [MAG       ] DOX: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.137000] [INFO ] [LOCAL     ] PB: Saved forecast.
[2025-11-27T20:28:34.137085] [INFO ] [main      ] PB: Signal=1 (Conf=80.0%), Magnitude=2.71% (Conf=56.6536%)
[2025-11-27T20:28:34.137464] [INFO ] [main      ] Progress: 950/1001 forecasts completed (94.9%). PB finished in 0.7s. ETA: 8.4s. Rate: 363.25 forecasts/min
[2025-11-27T20:28:34.137607] [INFO ] [main      ] Fetching symbol history for TEO...
[2025-11-27T20:28:34.137659] [DEBUG] [REMOTE    ] TEO: Fetching historical data.
[2025-11-27T20:28:34.144525] [DEBUG] [MAG       ] AGNCN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.149363] [DEBUG] [REMOTE    ] TEO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.150174] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 6 features, N/A% accuracy
[2025-11-27T20:28:34.150233] [INFO ] [LOCAL     ] TEO: Loaded 6 optimal features with 48.28% confidence from JSON config
[2025-11-27T20:28:34.150268] [DEBUG] [MAG       ] Building data for symbol: TEO with lookback: 0
[2025-11-27T20:28:34.151075] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:34.151144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:34.155953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:34.157758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:34.158268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:34.158683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:34.159546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:34.160321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.197110] [INFO ] [LOCAL     ] AGNCN: Saved forecast.
[2025-11-27T20:28:34.197200] [INFO ] [main      ] AGNCN: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=45.8207%)
[2025-11-27T20:28:34.197603] [INFO ] [main      ] Fetching symbol history for GRAB...
[2025-11-27T20:28:34.197659] [DEBUG] [REMOTE    ] GRAB: Fetching historical data.
[2025-11-27T20:28:34.197877] [INFO ] [main      ] Progress: 951/1001 forecasts completed (95.0%). AGNCN finished in 0.7s. ETA: 8.3s. Rate: 363.49 forecasts/min
[2025-11-27T20:28:34.209284] [DEBUG] [REMOTE    ] GRAB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.210465] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, N/A% accuracy
[2025-11-27T20:28:34.210524] [INFO ] [LOCAL     ] GRAB: Loaded 4 optimal features with 43.49% confidence from JSON config
[2025-11-27T20:28:34.210558] [DEBUG] [MAG       ] Building data for symbol: GRAB with lookback: 0
[2025-11-27T20:28:34.211344] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:34.211413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:34.216272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:34.217236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:34.218334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:34.221222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.233846] [DEBUG] [MAG       ] CUZ: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.256326] [DEBUG] [MAG       ] DOX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.352593] [INFO ] [LOCAL     ] DOX: Saved forecast.
[2025-11-27T20:28:34.352677] [INFO ] [main      ] DOX: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=46.4751%)
[2025-11-27T20:28:34.353050] [INFO ] [main      ] Progress: 952/1001 forecasts completed (95.1%). DOX finished in 0.7s. ETA: 8.1s. Rate: 363.52 forecasts/min
[2025-11-27T20:28:34.353239] [INFO ] [main      ] Fetching symbol history for LNKB...
[2025-11-27T20:28:34.353286] [DEBUG] [REMOTE    ] LNKB: Fetching historical data.
[2025-11-27T20:28:34.364771] [DEBUG] [REMOTE    ] LNKB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.365800] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 1 features, N/A% accuracy
[2025-11-27T20:28:34.365862] [INFO ] [LOCAL     ] LNKB: Loaded 1 optimal features with 57.71% confidence from JSON config
[2025-11-27T20:28:34.365897] [DEBUG] [MAG       ] Building data for symbol: LNKB with lookback: 0
[2025-11-27T20:28:34.366663] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:34.366724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:34.371529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.407828] [DEBUG] [MAG       ] CUZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.480687] [INFO ] [LOCAL     ] CUZ: Saved forecast.
[2025-11-27T20:28:34.480769] [INFO ] [main      ] CUZ: Signal=1 (Conf=80.0%), Magnitude=2.33% (Conf=54.7276%)
[2025-11-27T20:28:34.480921] [INFO ] [main      ] Fetching symbol history for NKX...
[2025-11-27T20:28:34.480967] [DEBUG] [REMOTE    ] NKX: Fetching historical data.
[2025-11-27T20:28:34.481959] [INFO ] [main      ] Progress: 953/1001 forecasts completed (95.2%). CUZ finished in 0.6s. ETA: 7.9s. Rate: 363.60 forecasts/min
[2025-11-27T20:28:34.492469] [DEBUG] [REMOTE    ] NKX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.493669] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 6 features, N/A% accuracy
[2025-11-27T20:28:34.493742] [INFO ] [LOCAL     ] NKX: Loaded 6 optimal features with 50.36% confidence from JSON config
[2025-11-27T20:28:34.493784] [DEBUG] [MAG       ] Building data for symbol: NKX with lookback: 0
[2025-11-27T20:28:34.494546] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:34.494760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:34.496525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:34.497092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:34.498016] [DEBUG] [MAG       ] TEO: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.498136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:34.499973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:34.500992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:34.501702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.555211] [DEBUG] [MAG       ] GRAB: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.697917] [DEBUG] [MAG       ] TEO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.710006] [DEBUG] [MAG       ] LNKB: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.725335] [DEBUG] [MAG       ] GRAB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.769296] [INFO ] [LOCAL     ] TEO: Saved forecast.
[2025-11-27T20:28:34.769382] [INFO ] [main      ] TEO: Signal=1 (Conf=80.0%), Magnitude=2.80% (Conf=48.2847%)
[2025-11-27T20:28:34.769537] [INFO ] [main      ] Fetching symbol history for BMI...
[2025-11-27T20:28:34.769627] [DEBUG] [REMOTE    ] BMI: Fetching historical data.
[2025-11-27T20:28:34.769909] [INFO ] [main      ] Progress: 954/1001 forecasts completed (95.3%). TEO finished in 0.6s. ETA: 7.8s. Rate: 363.32 forecasts/min
[2025-11-27T20:28:34.781371] [DEBUG] [REMOTE    ] BMI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.782427] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 9 features, N/A% accuracy
[2025-11-27T20:28:34.782493] [INFO ] [LOCAL     ] BMI: Loaded 9 optimal features with 52.82% confidence from JSON config
[2025-11-27T20:28:34.782528] [DEBUG] [MAG       ] Building data for symbol: BMI with lookback: 0
[2025-11-27T20:28:34.783320] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:34.783392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:34.787126] [INFO ] [LOCAL     ] GRAB: Saved forecast.
[2025-11-27T20:28:34.787211] [INFO ] [main      ] GRAB: Signal=1 (Conf=80.0%), Magnitude=2.97% (Conf=43.4867%)
[2025-11-27T20:28:34.787386] [INFO ] [main      ] Fetching symbol history for BPYPP...
[2025-11-27T20:28:34.787433] [DEBUG] [REMOTE    ] BPYPP: Fetching historical data.
[2025-11-27T20:28:34.787751] [INFO ] [main      ] Progress: 955/1001 forecasts completed (95.4%). GRAB finished in 0.6s. ETA: 7.6s. Rate: 363.66 forecasts/min
[2025-11-27T20:28:34.788122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-11-27T20:28:34.790148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-11-27T20:28:34.790851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:34.792559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:34.793047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:34.794100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:34.795755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:34.796800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:34.797466] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.799194] [DEBUG] [REMOTE    ] BPYPP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.800143] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 7 features, N/A% accuracy
[2025-11-27T20:28:34.800202] [INFO ] [LOCAL     ] BPYPP: Loaded 7 optimal features with 56.18% confidence from JSON config
[2025-11-27T20:28:34.800235] [DEBUG] [MAG       ] Building data for symbol: BPYPP with lookback: 0
[2025-11-27T20:28:34.801024] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:34.801095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:34.805839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:34.807512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:34.844048] [DEBUG] [MAG       ] NKX: Last date is validated at 2025-11-26
[2025-11-27T20:28:34.845061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:34.845924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:34.848645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-11-27T20:28:34.849957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-11-27T20:28:34.850661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:34.877265] [DEBUG] [MAG       ] LNKB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:34.932906] [INFO ] [LOCAL     ] LNKB: Saved forecast.
[2025-11-27T20:28:34.933015] [INFO ] [main      ] LNKB: Signal=1 (Conf=80.0%), Magnitude=-1.79% (Conf=57.7089%)
[2025-11-27T20:28:34.933396] [INFO ] [main      ] Progress: 956/1001 forecasts completed (95.5%). LNKB finished in 0.6s. ETA: 7.4s. Rate: 363.70 forecasts/min
[2025-11-27T20:28:34.933532] [INFO ] [main      ] Fetching symbol history for LANDO...
[2025-11-27T20:28:34.933602] [DEBUG] [REMOTE    ] LANDO: Fetching historical data.
[2025-11-27T20:28:34.945141] [DEBUG] [REMOTE    ] LANDO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:34.946084] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 8 features, N/A% accuracy
[2025-11-27T20:28:34.946155] [INFO ] [LOCAL     ] LANDO: Loaded 8 optimal features with 55.49% confidence from JSON config
[2025-11-27T20:28:34.946200] [DEBUG] [MAG       ] Building data for symbol: LANDO with lookback: 0
[2025-11-27T20:28:34.946984] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:34.947072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:34.948828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:34.949340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:34.949759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:34.950653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:34.953126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:35.015294] [DEBUG] [MAG       ] NKX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:35.065499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:35.067540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:35.068879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.074591] [INFO ] [LOCAL     ] NKX: Saved forecast.
[2025-11-27T20:28:35.074686] [INFO ] [main      ] NKX: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=50.3635%)
[2025-11-27T20:28:35.075160] [INFO ] [main      ] Fetching symbol history for MBCN...
[2025-11-27T20:28:35.075214] [DEBUG] [REMOTE    ] MBCN: Fetching historical data.
[2025-11-27T20:28:35.075744] [INFO ] [main      ] Progress: 957/1001 forecasts completed (95.6%). NKX finished in 0.6s. ETA: 7.3s. Rate: 363.75 forecasts/min
[2025-11-27T20:28:35.086809] [DEBUG] [REMOTE    ] MBCN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:35.087753] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 5 features, N/A% accuracy
[2025-11-27T20:28:35.087816] [INFO ] [LOCAL     ] MBCN: Loaded 5 optimal features with 53.80% confidence from JSON config
[2025-11-27T20:28:35.087851] [DEBUG] [MAG       ] Building data for symbol: MBCN with lookback: 0
[2025-11-27T20:28:35.088750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:35.088846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:35.093691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:35.095497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:35.095981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:35.096360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:35.097255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.154905] [DEBUG] [MAG       ] BMI: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.183675] [DEBUG] [MAG       ] BPYPP: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.321447] [DEBUG] [MAG       ] BMI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:35.347061] [DEBUG] [MAG       ] BPYPP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:35.401654] [DEBUG] [MAG       ] LANDO: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.412223] [INFO ] [LOCAL     ] BPYPP: Saved forecast.
[2025-11-27T20:28:35.412312] [INFO ] [main      ] BPYPP: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=56.1801%)
[2025-11-27T20:28:35.412736] [INFO ] [main      ] Fetching symbol history for ACXP...
[2025-11-27T20:28:35.412914] [DEBUG] [REMOTE    ] ACXP: Fetching historical data.
[2025-11-27T20:28:35.412987] [INFO ] [main      ] Progress: 958/1001 forecasts completed (95.7%). BPYPP finished in 0.6s. ETA: 7.1s. Rate: 363.36 forecasts/min
[2025-11-27T20:28:35.424100] [DEBUG] [REMOTE    ] ACXP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:35.425153] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, N/A% accuracy
[2025-11-27T20:28:35.425266] [INFO ] [LOCAL     ] ACXP: Loaded 3 optimal features with 57.50% confidence from JSON config
[2025-11-27T20:28:35.425357] [DEBUG] [MAG       ] Building data for symbol: ACXP with lookback: 0
[2025-11-27T20:28:35.426229] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:35.426350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:35.428073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:35.428672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:35.429209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.437237] [DEBUG] [MAG       ] MBCN: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.471673] [INFO ] [LOCAL     ] BMI: Saved forecast.
[2025-11-27T20:28:35.471770] [INFO ] [main      ] BMI: Signal=1 (Conf=80.0%), Magnitude=2.73% (Conf=52.8178%)
[2025-11-27T20:28:35.471947] [INFO ] [main      ] Fetching symbol history for GEHC...
[2025-11-27T20:28:35.472011] [DEBUG] [REMOTE    ] GEHC: Fetching historical data.
[2025-11-27T20:28:35.473624] [INFO ] [main      ] Progress: 959/1001 forecasts completed (95.8%). BMI finished in 0.7s. ETA: 6.9s. Rate: 363.60 forecasts/min
[2025-11-27T20:28:35.483142] [DEBUG] [REMOTE    ] GEHC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:35.484181] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 7 features, N/A% accuracy
[2025-11-27T20:28:35.484248] [INFO ] [LOCAL     ] GEHC: Loaded 7 optimal features with 53.06% confidence from JSON config
[2025-11-27T20:28:35.484284] [DEBUG] [MAG       ] Building data for symbol: GEHC with lookback: 0
[2025-11-27T20:28:35.485064] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:35.485136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:35.489940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:35.491683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:35.492149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:35.493222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:35.495234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:35.496614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:35.499347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.569474] [DEBUG] [MAG       ] LANDO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:35.622012] [DEBUG] [MAG       ] MBCN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:35.696288] [INFO ] [LOCAL     ] LANDO: Saved forecast.
[2025-11-27T20:28:35.696489] [INFO ] [main      ] LANDO: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=55.4937%)
[2025-11-27T20:28:35.696761] [INFO ] [main      ] Fetching symbol history for ZG...
[2025-11-27T20:28:35.696868] [DEBUG] [REMOTE    ] ZG: Fetching historical data.
[2025-11-27T20:28:35.697604] [INFO ] [main      ] Progress: 960/1001 forecasts completed (95.9%). LANDO finished in 0.8s. ETA: 6.8s. Rate: 363.46 forecasts/min
[2025-11-27T20:28:35.707260] [INFO ] [LOCAL     ] MBCN: Saved forecast.
[2025-11-27T20:28:35.707344] [INFO ] [main      ] MBCN: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=53.796%)
[2025-11-27T20:28:35.707710] [INFO ] [main      ] Progress: 961/1001 forecasts completed (96.0%). MBCN finished in 0.6s. ETA: 6.6s. Rate: 363.82 forecasts/min
[2025-11-27T20:28:35.707963] [INFO ] [main      ] Fetching symbol history for REBN...
[2025-11-27T20:28:35.708014] [DEBUG] [REMOTE    ] REBN: Fetching historical data.
[2025-11-27T20:28:35.710316] [DEBUG] [REMOTE    ] ZG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:35.711338] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 6 features, N/A% accuracy
[2025-11-27T20:28:35.711398] [INFO ] [LOCAL     ] ZG: Loaded 6 optimal features with 55.49% confidence from JSON config
[2025-11-27T20:28:35.711433] [DEBUG] [MAG       ] Building data for symbol: ZG with lookback: 0
[2025-11-27T20:28:35.712227] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:35.712296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:35.717123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:35.718952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:35.719417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:35.719666] [DEBUG] [REMOTE    ] REBN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:35.719859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:35.720704] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 9 features, N/A% accuracy
[2025-11-27T20:28:35.720741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:35.720765] [INFO ] [LOCAL     ] REBN: Loaded 9 optimal features with 56.72% confidence from JSON config
[2025-11-27T20:28:35.720802] [DEBUG] [MAG       ] Building data for symbol: REBN with lookback: 0
[2025-11-27T20:28:35.721552] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-11-27T20:28:35.721635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:35.723367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:35.723893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:35.724272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:35.726612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:35.727557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:35.764854] [DEBUG] [MAG       ] ACXP: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.775516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:35.778649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:35.795919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:35.796755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.828249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:35.836760] [DEBUG] [MAG       ] GEHC: Last date is validated at 2025-11-26
[2025-11-27T20:28:35.929496] [DEBUG] [MAG       ] ACXP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.006045] [DEBUG] [MAG       ] GEHC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.020013] [INFO ] [LOCAL     ] ACXP: Saved forecast.
[2025-11-27T20:28:36.020098] [INFO ] [main      ] ACXP: Signal=1 (Conf=80.0%), Magnitude=-20.96% (Conf=57.5012%)
[2025-11-27T20:28:36.020582] [INFO ] [main      ] Fetching symbol history for CINF...
[2025-11-27T20:28:36.020648] [DEBUG] [REMOTE    ] CINF: Fetching historical data.
[2025-11-27T20:28:36.020826] [INFO ] [main      ] Progress: 962/1001 forecasts completed (96.1%). ACXP finished in 0.6s. ETA: 6.4s. Rate: 363.48 forecasts/min
[2025-11-27T20:28:36.032832] [DEBUG] [REMOTE    ] CINF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.033871] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 4 features, N/A% accuracy
[2025-11-27T20:28:36.033933] [INFO ] [LOCAL     ] CINF: Loaded 4 optimal features with 51.99% confidence from JSON config
[2025-11-27T20:28:36.033968] [DEBUG] [MAG       ] Building data for symbol: CINF with lookback: 0
[2025-11-27T20:28:36.034748] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:36.034815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:36.036455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:36.036982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:36.039432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:36.040563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:36.125152] [INFO ] [LOCAL     ] GEHC: Saved forecast.
[2025-11-27T20:28:36.125237] [INFO ] [main      ] GEHC: Signal=1 (Conf=80.0%), Magnitude=1.55% (Conf=53.0551%)
[2025-11-27T20:28:36.125616] [INFO ] [main      ] Fetching symbol history for CMSC...
[2025-11-27T20:28:36.125674] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-11-27T20:28:36.125857] [INFO ] [main      ] Progress: 963/1001 forecasts completed (96.2%). GEHC finished in 0.7s. ETA: 6.3s. Rate: 363.61 forecasts/min
[2025-11-27T20:28:36.134651] [DEBUG] [MAG       ] REBN: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.136970] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.137732] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, N/A% accuracy
[2025-11-27T20:28:36.137793] [INFO ] [LOCAL     ] CMSC: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-11-27T20:28:36.137833] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 0
[2025-11-27T20:28:36.138635] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:36.138703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:36.143543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:36.144534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:36.145499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:36.162412] [DEBUG] [MAG       ] ZG: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.300457] [DEBUG] [MAG       ] REBN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.328545] [DEBUG] [MAG       ] ZG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.374104] [INFO ] [LOCAL     ] REBN: Saved forecast.
[2025-11-27T20:28:36.374189] [INFO ] [main      ] REBN: Signal=1 (Conf=80.0%), Magnitude=37.82% (Conf=56.7218%)
[2025-11-27T20:28:36.374625] [INFO ] [main      ] Fetching symbol history for OKTA...
[2025-11-27T20:28:36.374690] [DEBUG] [REMOTE    ] OKTA: Fetching historical data.
[2025-11-27T20:28:36.374840] [INFO ] [main      ] Progress: 964/1001 forecasts completed (96.3%). REBN finished in 0.7s. ETA: 6.1s. Rate: 363.42 forecasts/min
[2025-11-27T20:28:36.385849] [DEBUG] [REMOTE    ] OKTA: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.386747] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 5 features, N/A% accuracy
[2025-11-27T20:28:36.386808] [INFO ] [LOCAL     ] OKTA: Loaded 5 optimal features with 60.61% confidence from JSON config
[2025-11-27T20:28:36.386843] [DEBUG] [MAG       ] Building data for symbol: OKTA with lookback: 0
[2025-11-27T20:28:36.387616] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:36.387682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:36.388588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:36.391098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-11-27T20:28:36.391796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:36.393836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-11-27T20:28:36.395446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:36.407203] [DEBUG] [MAG       ] CINF: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.434039] [INFO ] [LOCAL     ] ZG: Saved forecast.
[2025-11-27T20:28:36.434123] [INFO ] [main      ] ZG: Signal=1 (Conf=80.0%), Magnitude=-1.61% (Conf=55.4937%)
[2025-11-27T20:28:36.434433] [INFO ] [main      ] Fetching symbol history for ITUB...
[2025-11-27T20:28:36.434484] [DEBUG] [REMOTE    ] ITUB: Fetching historical data.
[2025-11-27T20:28:36.435353] [INFO ] [main      ] Progress: 965/1001 forecasts completed (96.4%). ZG finished in 0.7s. ETA: 5.9s. Rate: 363.66 forecasts/min
[2025-11-27T20:28:36.445646] [DEBUG] [REMOTE    ] ITUB: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.446742] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 0 features, N/A% accuracy
[2025-11-27T20:28:36.446842] [INFO ] [LOCAL     ] ITUB: Loaded 0 optimal features with 40.41% confidence from JSON config
[2025-11-27T20:28:36.446884] [DEBUG] [MAG       ] Building data for symbol: ITUB with lookback: 0
[2025-11-27T20:28:36.447664] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:28:36.481393] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.573413] [DEBUG] [MAG       ] CINF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.649164] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.690633] [INFO ] [LOCAL     ] CINF: Saved forecast.
[2025-11-27T20:28:36.690844] [INFO ] [main      ] CINF: Signal=1 (Conf=80.0%), Magnitude=-1.37% (Conf=51.9942%)
[2025-11-27T20:28:36.691091] [INFO ] [main      ] Fetching symbol history for HPS...
[2025-11-27T20:28:36.691194] [DEBUG] [REMOTE    ] HPS: Fetching historical data.
[2025-11-27T20:28:36.691450] [INFO ] [main      ] Progress: 966/1001 forecasts completed (96.5%). CINF finished in 0.7s. ETA: 5.8s. Rate: 363.45 forecasts/min
[2025-11-27T20:28:36.703978] [DEBUG] [REMOTE    ] HPS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.705034] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, N/A% accuracy
[2025-11-27T20:28:36.705151] [INFO ] [LOCAL     ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config
[2025-11-27T20:28:36.705242] [DEBUG] [MAG       ] Building data for symbol: HPS with lookback: 0
[2025-11-27T20:28:36.705565] [INFO ] [LOCAL     ] CMSC: Saved forecast.
[2025-11-27T20:28:36.705665] [INFO ] [main      ] CMSC: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=53.2862%)
[2025-11-27T20:28:36.706041] [INFO ] [main      ] Fetching symbol history for BAND...
[2025-11-27T20:28:36.706096] [DEBUG] [REMOTE    ] BAND: Fetching historical data.
[2025-11-27T20:28:36.706144] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:36.706317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:36.706307] [INFO ] [main      ] Progress: 967/1001 forecasts completed (96.6%). CMSC finished in 0.6s. ETA: 5.6s. Rate: 363.80 forecasts/min
[2025-11-27T20:28:36.711453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:36.713283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:36.717665] [DEBUG] [REMOTE    ] BAND: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:36.718843] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 5 features, N/A% accuracy
[2025-11-27T20:28:36.718906] [INFO ] [LOCAL     ] BAND: Loaded 5 optimal features with 54.54% confidence from JSON config
[2025-11-27T20:28:36.718942] [DEBUG] [MAG       ] Building data for symbol: BAND with lookback: 0
[2025-11-27T20:28:36.719740] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:36.719811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:36.721548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:36.722147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:36.722544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:36.724968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:36.726122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:36.744162] [DEBUG] [MAG       ] OKTA: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.797156] [DEBUG] [MAG       ] ITUB: Last date is validated at 2025-11-26
[2025-11-27T20:28:36.906975] [DEBUG] [MAG       ] OKTA: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:36.961900] [DEBUG] [MAG       ] ITUB: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.013206] [INFO ] [LOCAL     ] ITUB: Saved forecast.
[2025-11-27T20:28:37.013421] [INFO ] [main      ] ITUB: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=40.4128%)
[2025-11-27T20:28:37.013875] [INFO ] [main      ] Progress: 968/1001 forecasts completed (96.7%). ITUB finished in 0.6s. ETA: 5.4s. Rate: 363.47 forecasts/min
[2025-11-27T20:28:37.014068] [INFO ] [main      ] Fetching symbol history for JTAI...
[2025-11-27T20:28:37.014166] [DEBUG] [REMOTE    ] JTAI: Fetching historical data.
[2025-11-27T20:28:37.025193] [DEBUG] [REMOTE    ] JTAI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.026479] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 6 features, N/A% accuracy
[2025-11-27T20:28:37.026613] [INFO ] [LOCAL     ] JTAI: Loaded 6 optimal features with 41.77% confidence from JSON config
[2025-11-27T20:28:37.026706] [DEBUG] [MAG       ] Building data for symbol: JTAI with lookback: 0
[2025-11-27T20:28:37.027532] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:37.027677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:37.032420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:37.034238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:37.034787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:37.035284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:37.035767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:37.045225] [INFO ] [LOCAL     ] OKTA: Saved forecast.
[2025-11-27T20:28:37.045299] [INFO ] [main      ] OKTA: Signal=1 (Conf=80.0%), Magnitude=0.64% (Conf=60.607%)
[2025-11-27T20:28:37.045680] [INFO ] [main      ] Fetching symbol history for HUBS...
[2025-11-27T20:28:37.045736] [DEBUG] [REMOTE    ] HUBS: Fetching historical data.
[2025-11-27T20:28:37.046663] [INFO ] [main      ] Progress: 969/1001 forecasts completed (96.8%). OKTA finished in 0.7s. ETA: 5.3s. Rate: 363.77 forecasts/min
[2025-11-27T20:28:37.049029] [DEBUG] [MAG       ] HPS: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.056555] [DEBUG] [REMOTE    ] HUBS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.057613] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 0 features, N/A% accuracy
[2025-11-27T20:28:37.057672] [INFO ] [LOCAL     ] HUBS: Loaded 0 optimal features with 57.25% confidence from JSON config
[2025-11-27T20:28:37.057711] [DEBUG] [MAG       ] Building data for symbol: HUBS with lookback: 0
[2025-11-27T20:28:37.058486] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-11-27T20:28:37.058802] [DEBUG] [MAG       ] BAND: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.084830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.212592] [DEBUG] [MAG       ] HPS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.226492] [DEBUG] [MAG       ] BAND: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.269323] [INFO ] [LOCAL     ] HPS: Saved forecast.
[2025-11-27T20:28:37.269415] [INFO ] [main      ] HPS: Signal=1 (Conf=80.0%), Magnitude=0.52% (Conf=52.3953%)
[2025-11-27T20:28:37.269853] [INFO ] [main      ] Fetching symbol history for HQL...
[2025-11-27T20:28:37.270029] [DEBUG] [REMOTE    ] HQL: Fetching historical data.
[2025-11-27T20:28:37.270112] [INFO ] [main      ] Progress: 970/1001 forecasts completed (96.9%). HPS finished in 0.6s. ETA: 5.1s. Rate: 363.64 forecasts/min
[2025-11-27T20:28:37.282258] [DEBUG] [REMOTE    ] HQL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.283425] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 5 features, N/A% accuracy
[2025-11-27T20:28:37.283542] [INFO ] [LOCAL     ] HQL: Loaded 5 optimal features with 56.44% confidence from JSON config
[2025-11-27T20:28:37.283660] [DEBUG] [MAG       ] Building data for symbol: HQL with lookback: 0
[2025-11-27T20:28:37.284568] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:37.284724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:37.289949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:37.298505] [INFO ] [LOCAL     ] BAND: Saved forecast.
[2025-11-27T20:28:37.298604] [INFO ] [main      ] BAND: Signal=1 (Conf=80.0%), Magnitude=1.52% (Conf=54.5397%)
[2025-11-27T20:28:37.298996] [INFO ] [main      ] Fetching symbol history for HEPS...
[2025-11-27T20:28:37.299050] [DEBUG] [REMOTE    ] HEPS: Fetching historical data.
[2025-11-27T20:28:37.299716] [INFO ] [main      ] Progress: 971/1001 forecasts completed (97.0%). BAND finished in 0.6s. ETA: 4.9s. Rate: 363.95 forecasts/min
[2025-11-27T20:28:37.310188] [DEBUG] [REMOTE    ] HEPS: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.311185] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 7 features, N/A% accuracy
[2025-11-27T20:28:37.311245] [INFO ] [LOCAL     ] HEPS: Loaded 7 optimal features with 44.14% confidence from JSON config
[2025-11-27T20:28:37.311280] [DEBUG] [MAG       ] Building data for symbol: HEPS with lookback: 0
[2025-11-27T20:28:37.312079] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:37.312159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:37.316837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:37.318610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:37.319080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:37.319461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:37.332426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:37.333792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-11-27T20:28:37.335569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:37.336535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.358335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:37.360396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:37.364337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.385960] [DEBUG] [MAG       ] HUBS: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.416277] [DEBUG] [MAG       ] JTAI: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.550148] [DEBUG] [MAG       ] HUBS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.582116] [DEBUG] [MAG       ] JTAI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.669810] [DEBUG] [MAG       ] HQL: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.696095] [DEBUG] [MAG       ] HEPS: Last date is validated at 2025-11-26
[2025-11-27T20:28:37.701772] [INFO ] [LOCAL     ] JTAI: Saved forecast.
[2025-11-27T20:28:37.701857] [INFO ] [main      ] JTAI: Signal=1 (Conf=80.0%), Magnitude=56.84% (Conf=41.769%)
[2025-11-27T20:28:37.702338] [INFO ] [main      ] Fetching symbol history for FPH...
[2025-11-27T20:28:37.702385] [DEBUG] [REMOTE    ] FPH: Fetching historical data.
[2025-11-27T20:28:37.702249] [INFO ] [main      ] Progress: 972/1001 forecasts completed (97.1%). JTAI finished in 0.7s. ETA: 4.8s. Rate: 363.41 forecasts/min
[2025-11-27T20:28:37.713338] [DEBUG] [REMOTE    ] FPH: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.714300] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 13 features, N/A% accuracy
[2025-11-27T20:28:37.714361] [INFO ] [LOCAL     ] FPH: Loaded 13 optimal features with 54.91% confidence from JSON config
[2025-11-27T20:28:37.714396] [DEBUG] [MAG       ] Building data for symbol: FPH with lookback: 0
[2025-11-27T20:28:37.715204] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-11-27T20:28:37.715279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:37.720075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:37.720897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:37.722431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:37.730631] [INFO ] [LOCAL     ] HUBS: Saved forecast.
[2025-11-27T20:28:37.730727] [INFO ] [main      ] HUBS: Signal=1 (Conf=80.0%), Magnitude=2.45% (Conf=57.247%)
[2025-11-27T20:28:37.731077] [INFO ] [main      ] Fetching symbol history for SYF...
[2025-11-27T20:28:37.731142] [DEBUG] [REMOTE    ] SYF: Fetching historical data.
[2025-11-27T20:28:37.732178] [INFO ] [main      ] Progress: 973/1001 forecasts completed (97.2%). HUBS finished in 0.7s. ETA: 4.6s. Rate: 363.71 forecasts/min
[2025-11-27T20:28:37.743480] [DEBUG] [REMOTE    ] SYF: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.744600] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, N/A% accuracy
[2025-11-27T20:28:37.744665] [INFO ] [LOCAL     ] SYF: Loaded 3 optimal features with 65.27% confidence from JSON config
[2025-11-27T20:28:37.744702] [DEBUG] [MAG       ] Building data for symbol: SYF with lookback: 0
[2025-11-27T20:28:37.745775] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:37.745845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:37.746824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:37.749518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-11-27T20:28:37.750775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.769724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:37.770629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:37.837941] [DEBUG] [MAG       ] HQL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.843788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-11-27T20:28:37.844867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:37.846548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:37.847036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-11-27T20:28:37.848040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-11-27T20:28:37.849651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-11-27T20:28:37.850377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-11-27T20:28:37.851711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.863712] [DEBUG] [MAG       ] HEPS: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:37.906309] [INFO ] [LOCAL     ] HQL: Saved forecast.
[2025-11-27T20:28:37.906399] [INFO ] [main      ] HQL: Signal=1 (Conf=80.0%), Magnitude=-1.24% (Conf=56.4431%)
[2025-11-27T20:28:37.906823] [INFO ] [main      ] Fetching symbol history for TOYO...
[2025-11-27T20:28:37.906894] [DEBUG] [REMOTE    ] TOYO: Fetching historical data.
[2025-11-27T20:28:37.907657] [INFO ] [main      ] Progress: 974/1001 forecasts completed (97.3%). HQL finished in 0.6s. ETA: 4.5s. Rate: 363.69 forecasts/min
[2025-11-27T20:28:37.917843] [DEBUG] [REMOTE    ] TOYO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.918811] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 3 features, N/A% accuracy
[2025-11-27T20:28:37.918875] [INFO ] [LOCAL     ] TOYO: Loaded 3 optimal features with 60.80% confidence from JSON config
[2025-11-27T20:28:37.918928] [DEBUG] [MAG       ] Building data for symbol: TOYO with lookback: 0
[2025-11-27T20:28:37.919767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:37.919836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:37.929674] [INFO ] [LOCAL     ] HEPS: Saved forecast.
[2025-11-27T20:28:37.929842] [INFO ] [main      ] HEPS: Signal=1 (Conf=80.0%), Magnitude=5.00% (Conf=44.1391%)
[2025-11-27T20:28:37.930358] [INFO ] [main      ] Fetching symbol history for OWL...
[2025-11-27T20:28:37.930468] [DEBUG] [REMOTE    ] OWL: Fetching historical data.
[2025-11-27T20:28:37.930623] [INFO ] [main      ] Progress: 975/1001 forecasts completed (97.4%). HEPS finished in 0.6s. ETA: 4.3s. Rate: 364.01 forecasts/min
[2025-11-27T20:28:37.942217] [DEBUG] [REMOTE    ] OWL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:37.943205] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 1 features, N/A% accuracy
[2025-11-27T20:28:37.943317] [INFO ] [LOCAL     ] OWL: Loaded 1 optimal features with 57.99% confidence from JSON config
[2025-11-27T20:28:37.943407] [DEBUG] [MAG       ] Building data for symbol: OWL with lookback: 0
[2025-11-27T20:28:37.944246] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-11-27T20:28:37.944365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:37.945350] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:37.960274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:37.961538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-11-27T20:28:37.965725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:38.093396] [DEBUG] [MAG       ] SYF: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.182128] [DEBUG] [MAG       ] FPH: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.262860] [DEBUG] [MAG       ] SYF: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:38.283521] [DEBUG] [MAG       ] OWL: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.300725] [DEBUG] [MAG       ] TOYO: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.366414] [DEBUG] [MAG       ] FPH: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:38.436802] [INFO ] [LOCAL     ] FPH: Saved forecast.
[2025-11-27T20:28:38.436906] [INFO ] [main      ] FPH: Signal=1 (Conf=80.0%), Magnitude=-1.96% (Conf=54.909%)
[2025-11-27T20:28:38.437294] [INFO ] [main      ] Fetching symbol history for AWK...
[2025-11-27T20:28:38.437348] [DEBUG] [REMOTE    ] AWK: Fetching historical data.
[2025-11-27T20:28:38.437381] [INFO ] [main      ] Progress: 976/1001 forecasts completed (97.5%). FPH finished in 0.7s. ETA: 4.1s. Rate: 363.24 forecasts/min
[2025-11-27T20:28:38.449876] [DEBUG] [REMOTE    ] AWK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:38.450916] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 6 features, N/A% accuracy
[2025-11-27T20:28:38.450980] [INFO ] [LOCAL     ] AWK: Loaded 6 optimal features with 51.43% confidence from JSON config
[2025-11-27T20:28:38.451021] [DEBUG] [MAG       ] Building data for symbol: AWK with lookback: 0
[2025-11-27T20:28:38.451862] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:38.451932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:38.452068] [DEBUG] [MAG       ] OWL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:38.456757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:38.458623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:38.459098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:38.459524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:38.459954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:38.460593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:38.463555] [INFO ] [LOCAL     ] SYF: Saved forecast.
[2025-11-27T20:28:38.463716] [INFO ] [main      ] SYF: Signal=1 (Conf=80.0%), Magnitude=0.39% (Conf=65.269%)
[2025-11-27T20:28:38.464161] [INFO ] [main      ] Progress: 977/1001 forecasts completed (97.6%). SYF finished in 0.7s. ETA: 4.0s. Rate: 363.55 forecasts/min
[2025-11-27T20:28:38.464302] [INFO ] [main      ] Fetching symbol history for WMG...
[2025-11-27T20:28:38.464405] [DEBUG] [REMOTE    ] WMG: Fetching historical data.
[2025-11-27T20:28:38.464654] [DEBUG] [MAG       ] TOYO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:38.477417] [DEBUG] [REMOTE    ] WMG: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:38.478535] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 3 features, N/A% accuracy
[2025-11-27T20:28:38.478666] [INFO ] [LOCAL     ] WMG: Loaded 3 optimal features with 63.35% confidence from JSON config
[2025-11-27T20:28:38.478757] [DEBUG] [MAG       ] Building data for symbol: WMG with lookback: 0
[2025-11-27T20:28:38.479662] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:38.479784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:38.480563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:38.481479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:38.482533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:38.524857] [INFO ] [LOCAL     ] OWL: Saved forecast.
[2025-11-27T20:28:38.524938] [INFO ] [main      ] OWL: Signal=1 (Conf=80.0%), Magnitude=-0.14% (Conf=57.9891%)
[2025-11-27T20:28:38.525463] [INFO ] [main      ] Fetching symbol history for ARTL...
[2025-11-27T20:28:38.525515] [DEBUG] [REMOTE    ] ARTL: Fetching historical data.
[2025-11-27T20:28:38.526621] [INFO ] [main      ] Progress: 978/1001 forecasts completed (97.7%). OWL finished in 0.6s. ETA: 3.8s. Rate: 363.78 forecasts/min
[2025-11-27T20:28:38.526951] [INFO ] [LOCAL     ] TOYO: Saved forecast.
[2025-11-27T20:28:38.527032] [INFO ] [main      ] TOYO: Signal=1 (Conf=80.0%), Magnitude=7.17% (Conf=60.7993%)
[2025-11-27T20:28:38.527413] [INFO ] [main      ] Fetching symbol history for MGNX...
[2025-11-27T20:28:38.527424] [INFO ] [main      ] Progress: 979/1001 forecasts completed (97.8%). TOYO finished in 0.6s. ETA: 3.6s. Rate: 364.15 forecasts/min
[2025-11-27T20:28:38.527476] [DEBUG] [REMOTE    ] MGNX: Fetching historical data.
[2025-11-27T20:28:38.537343] [DEBUG] [REMOTE    ] ARTL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:38.538207] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, N/A% accuracy
[2025-11-27T20:28:38.538267] [INFO ] [LOCAL     ] ARTL: Loaded 4 optimal features with 31.94% confidence from JSON config
[2025-11-27T20:28:38.538301] [DEBUG] [MAG       ] Building data for symbol: ARTL with lookback: 0
[2025-11-27T20:28:38.539109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:38.539176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:38.539498] [DEBUG] [REMOTE    ] MGNX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:38.540236] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 3 features, N/A% accuracy
[2025-11-27T20:28:38.540297] [INFO ] [LOCAL     ] MGNX: Loaded 3 optimal features with 45.72% confidence from JSON config
[2025-11-27T20:28:38.540331] [DEBUG] [MAG       ] Building data for symbol: MGNX with lookback: 0
[2025-11-27T20:28:38.541187] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:38.541256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:38.544358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:38.545984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:38.546245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:38.546759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:38.547154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:38.583366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-11-27T20:28:38.586207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:38.793381] [DEBUG] [MAG       ] AWK: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.816108] [DEBUG] [MAG       ] WMG: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.879009] [DEBUG] [MAG       ] ARTL: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.914416] [DEBUG] [MAG       ] MGNX: Last date is validated at 2025-11-26
[2025-11-27T20:28:38.958934] [DEBUG] [MAG       ] AWK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:38.981702] [DEBUG] [MAG       ] WMG: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.047785] [DEBUG] [MAG       ] ARTL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.051052] [INFO ] [LOCAL     ] WMG: Saved forecast.
[2025-11-27T20:28:39.051199] [INFO ] [main      ] WMG: Signal=1 (Conf=80.0%), Magnitude=2.00% (Conf=63.3505%)
[2025-11-27T20:28:39.051661] [INFO ] [main      ] Fetching symbol history for AOHY...
[2025-11-27T20:28:39.051768] [DEBUG] [REMOTE    ] AOHY: Fetching historical data.
[2025-11-27T20:28:39.051777] [INFO ] [main      ] Progress: 980/1001 forecasts completed (97.9%). WMG finished in 0.6s. ETA: 3.5s. Rate: 363.34 forecasts/min
[2025-11-27T20:28:39.062913] [INFO ] [LOCAL     ] AWK: Saved forecast.
[2025-11-27T20:28:39.063001] [INFO ] [main      ] AWK: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=51.4278%)
[2025-11-27T20:28:39.062985] [DEBUG] [REMOTE    ] AOHY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.063458] [INFO ] [main      ] Fetching symbol history for BFZ...
[2025-11-27T20:28:39.063512] [DEBUG] [REMOTE    ] BFZ: Fetching historical data.
[2025-11-27T20:28:39.063661] [INFO ] [main      ] Progress: 981/1001 forecasts completed (98.0%). AWK finished in 0.6s. ETA: 3.3s. Rate: 363.69 forecasts/min
[2025-11-27T20:28:39.064132] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 7 features, N/A% accuracy
[2025-11-27T20:28:39.064197] [INFO ] [LOCAL     ] AOHY: Loaded 7 optimal features with 24.01% confidence from JSON config
[2025-11-27T20:28:39.064233] [DEBUG] [MAG       ] Building data for symbol: AOHY with lookback: 0
[2025-11-27T20:28:39.065007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:39.065073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:39.070485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:39.072216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:39.072697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:39.073126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:39.073508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:39.075947] [DEBUG] [REMOTE    ] BFZ: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.077212] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 2 features, N/A% accuracy
[2025-11-27T20:28:39.077275] [INFO ] [LOCAL     ] BFZ: Loaded 2 optimal features with 47.89% confidence from JSON config
[2025-11-27T20:28:39.077314] [DEBUG] [MAG       ] Building data for symbol: BFZ with lookback: 0
[2025-11-27T20:28:39.078184] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:39.078253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:39.082271] [DEBUG] [MAG       ] MGNX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.083041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-11-27T20:28:39.084277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.112201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:39.141303] [INFO ] [LOCAL     ] MGNX: Saved forecast.
[2025-11-27T20:28:39.141390] [INFO ] [main      ] MGNX: Signal=1 (Conf=80.0%), Magnitude=1.63% (Conf=45.7232%)
[2025-11-27T20:28:39.141800] [INFO ] [main      ] Fetching symbol history for CUK...
[2025-11-27T20:28:39.141847] [INFO ] [main      ] Progress: 982/1001 forecasts completed (98.1%). MGNX finished in 0.6s. ETA: 3.1s. Rate: 363.88 forecasts/min
[2025-11-27T20:28:39.141924] [DEBUG] [REMOTE    ] CUK: Fetching historical data.
[2025-11-27T20:28:39.153674] [DEBUG] [REMOTE    ] CUK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.154723] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 7 features, N/A% accuracy
[2025-11-27T20:28:39.154786] [INFO ] [LOCAL     ] CUK: Loaded 7 optimal features with 51.33% confidence from JSON config
[2025-11-27T20:28:39.154822] [DEBUG] [MAG       ] Building data for symbol: CUK with lookback: 0
[2025-11-27T20:28:39.155631] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-11-27T20:28:39.155725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:39.156430] [INFO ] [LOCAL     ] ARTL: Saved forecast.
[2025-11-27T20:28:39.156611] [INFO ] [main      ] ARTL: Signal=1 (Conf=80.0%), Magnitude=-38.87% (Conf=31.9424%)
[2025-11-27T20:28:39.156835] [INFO ] [main      ] Fetching symbol history for VAL...
[2025-11-27T20:28:39.157086] [DEBUG] [REMOTE    ] VAL: Fetching historical data.
[2025-11-27T20:28:39.157480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:39.157744] [INFO ] [main      ] Progress: 983/1001 forecasts completed (98.2%). ARTL finished in 0.6s. ETA: 3.0s. Rate: 364.22 forecasts/min
[2025-11-27T20:28:39.158056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:39.158249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.158508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:39.159495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-11-27T20:28:39.172065] [DEBUG] [REMOTE    ] VAL: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.173181] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 6 features, N/A% accuracy
[2025-11-27T20:28:39.173329] [INFO ] [LOCAL     ] VAL: Loaded 6 optimal features with 75.79% confidence from JSON config
[2025-11-27T20:28:39.173464] [DEBUG] [MAG       ] Building data for symbol: VAL with lookback: 0
[2025-11-27T20:28:39.174651] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:39.174799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:39.176991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:39.177714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:39.178817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:39.180262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-11-27T20:28:39.233520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-11-27T20:28:39.235175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.274247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:39.275311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:39.276555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.416000] [DEBUG] [MAG       ] BFZ: Last date is validated at 2025-11-26
[2025-11-27T20:28:39.493843] [DEBUG] [MAG       ] AOHY: Last date is validated at 2025-11-26
[2025-11-27T20:28:39.583675] [DEBUG] [MAG       ] BFZ: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.591758] [DEBUG] [MAG       ] VAL: Last date is validated at 2025-11-26
[2025-11-27T20:28:39.618665] [DEBUG] [MAG       ] CUK: Last date is validated at 2025-11-26
[2025-11-27T20:28:39.642176] [INFO ] [LOCAL     ] BFZ: Saved forecast.
[2025-11-27T20:28:39.642258] [INFO ] [main      ] BFZ: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=47.8916%)
[2025-11-27T20:28:39.642617] [INFO ] [main      ] Fetching symbol history for AKAM...
[2025-11-27T20:28:39.642680] [DEBUG] [REMOTE    ] AKAM: Fetching historical data.
[2025-11-27T20:28:39.642716] [INFO ] [main      ] Progress: 984/1001 forecasts completed (98.3%). BFZ finished in 0.6s. ETA: 2.8s. Rate: 363.50 forecasts/min
[2025-11-27T20:28:39.654365] [DEBUG] [REMOTE    ] AKAM: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.655326] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 6 features, N/A% accuracy
[2025-11-27T20:28:39.655387] [INFO ] [LOCAL     ] AKAM: Loaded 6 optimal features with 45.48% confidence from JSON config
[2025-11-27T20:28:39.655422] [DEBUG] [MAG       ] Building data for symbol: AKAM with lookback: 0
[2025-11-27T20:28:39.656205] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:39.656275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:39.657948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:39.658467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:39.658872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:39.659821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:39.661488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:39.662436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.663275] [DEBUG] [MAG       ] AOHY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.719242] [INFO ] [LOCAL     ] AOHY: Saved forecast.
[2025-11-27T20:28:39.719330] [INFO ] [main      ] AOHY: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=24.0086%)
[2025-11-27T20:28:39.719761] [INFO ] [main      ] Fetching symbol history for ALTY...
[2025-11-27T20:28:39.719828] [DEBUG] [REMOTE    ] ALTY: Fetching historical data.
[2025-11-27T20:28:39.720673] [INFO ] [main      ] Progress: 985/1001 forecasts completed (98.4%). AOHY finished in 0.7s. ETA: 2.6s. Rate: 363.69 forecasts/min
[2025-11-27T20:28:39.730874] [DEBUG] [REMOTE    ] ALTY: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.732046] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 5 features, N/A% accuracy
[2025-11-27T20:28:39.732114] [INFO ] [LOCAL     ] ALTY: Loaded 5 optimal features with 34.09% confidence from JSON config
[2025-11-27T20:28:39.732149] [DEBUG] [MAG       ] Building data for symbol: ALTY with lookback: 0
[2025-11-27T20:28:39.732938] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:39.733005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:39.737776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:39.738775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-11-27T20:28:39.739526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:39.742176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-11-27T20:28:39.742956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.766588] [DEBUG] [MAG       ] VAL: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.788911] [DEBUG] [MAG       ] CUK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:39.866797] [INFO ] [LOCAL     ] CUK: Saved forecast.
[2025-11-27T20:28:39.866889] [INFO ] [main      ] CUK: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=51.3313%)
[2025-11-27T20:28:39.867289] [INFO ] [main      ] Fetching symbol history for NMI...
[2025-11-27T20:28:39.867345] [DEBUG] [REMOTE    ] NMI: Fetching historical data.
[2025-11-27T20:28:39.867236] [INFO ] [LOCAL     ] VAL: Saved forecast.
[2025-11-27T20:28:39.867432] [INFO ] [main      ] VAL: Signal=1 (Conf=80.0%), Magnitude=-1.52% (Conf=75.7878%)
[2025-11-27T20:28:39.867651] [INFO ] [main      ] Progress: 986/1001 forecasts completed (98.5%). CUK finished in 0.7s. ETA: 2.5s. Rate: 363.73 forecasts/min
[2025-11-27T20:28:39.867707] [INFO ] [main      ] Fetching symbol history for UFI...
[2025-11-27T20:28:39.868133] [DEBUG] [REMOTE    ] UFI: Fetching historical data.
[2025-11-27T20:28:39.868614] [INFO ] [main      ] Progress: 987/1001 forecasts completed (98.6%). VAL finished in 0.7s. ETA: 2.3s. Rate: 364.10 forecasts/min
[2025-11-27T20:28:39.879340] [DEBUG] [REMOTE    ] NMI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.880002] [DEBUG] [REMOTE    ] UFI: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:39.880508] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, N/A% accuracy
[2025-11-27T20:28:39.880596] [INFO ] [LOCAL     ] NMI: Loaded 3 optimal features with 42.44% confidence from JSON config
[2025-11-27T20:28:39.880645] [DEBUG] [MAG       ] Building data for symbol: NMI with lookback: 0
[2025-11-27T20:28:39.880864] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 3 features, N/A% accuracy
[2025-11-27T20:28:39.880932] [INFO ] [LOCAL     ] UFI: Loaded 3 optimal features with 58.97% confidence from JSON config
[2025-11-27T20:28:39.880970] [DEBUG] [MAG       ] Building data for symbol: UFI with lookback: 0
[2025-11-27T20:28:39.881464] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:39.881529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:39.881798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:39.881878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:39.886389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:39.925316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:39.929732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.959133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-11-27T20:28:39.962152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-11-27T20:28:39.963290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:39.998746] [DEBUG] [MAG       ] AKAM: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.078228] [DEBUG] [MAG       ] ALTY: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.164169] [DEBUG] [MAG       ] AKAM: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.245016] [DEBUG] [MAG       ] ALTY: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.264346] [DEBUG] [MAG       ] NMI: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.269254] [INFO ] [LOCAL     ] AKAM: Saved forecast.
[2025-11-27T20:28:40.269343] [INFO ] [main      ] AKAM: Signal=1 (Conf=80.0%), Magnitude=1.75% (Conf=45.4844%)
[2025-11-27T20:28:40.269719] [INFO ] [main      ] Fetching symbol history for DFGP...
[2025-11-27T20:28:40.269777] [DEBUG] [REMOTE    ] DFGP: Fetching historical data.
[2025-11-27T20:28:40.269857] [INFO ] [main      ] Progress: 988/1001 forecasts completed (98.7%). AKAM finished in 0.6s. ETA: 2.1s. Rate: 363.57 forecasts/min
[2025-11-27T20:28:40.280863] [DEBUG] [REMOTE    ] DFGP: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.281665] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 5 features, N/A% accuracy
[2025-11-27T20:28:40.281745] [INFO ] [LOCAL     ] DFGP: Loaded 5 optimal features with 53.21% confidence from JSON config
[2025-11-27T20:28:40.281789] [DEBUG] [MAG       ] Building data for symbol: DFGP with lookback: 0
[2025-11-27T20:28:40.282562] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:40.282761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:40.283546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:40.294044] [DEBUG] [MAG       ] UFI: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.303146] [INFO ] [LOCAL     ] ALTY: Saved forecast.
[2025-11-27T20:28:40.303364] [INFO ] [main      ] ALTY: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=34.0864%)
[2025-11-27T20:28:40.303599] [INFO ] [main      ] Fetching symbol history for GMRE...
[2025-11-27T20:28:40.303855] [DEBUG] [REMOTE    ] GMRE: Fetching historical data.
[2025-11-27T20:28:40.304748] [INFO ] [main      ] Progress: 989/1001 forecasts completed (98.8%). ALTY finished in 0.6s. ETA: 2.0s. Rate: 363.86 forecasts/min
[2025-11-27T20:28:40.316265] [DEBUG] [REMOTE    ] GMRE: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.317477] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 8 features, N/A% accuracy
[2025-11-27T20:28:40.317612] [INFO ] [LOCAL     ] GMRE: Loaded 8 optimal features with 56.07% confidence from JSON config
[2025-11-27T20:28:40.317708] [DEBUG] [MAG       ] Building data for symbol: GMRE with lookback: 0
[2025-11-27T20:28:40.318643] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-11-27T20:28:40.318785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:40.320611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:40.321198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:40.321736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:40.321849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-11-27T20:28:40.322255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-11-27T20:28:40.323035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-11-27T20:28:40.323504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-11-27T20:28:40.325507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-11-27T20:28:40.325889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-11-27T20:28:40.326255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-11-27T20:28:40.327766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:40.328685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:40.431871] [DEBUG] [MAG       ] NMI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.464674] [DEBUG] [MAG       ] UFI: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.489801] [INFO ] [LOCAL     ] NMI: Saved forecast.
[2025-11-27T20:28:40.490021] [INFO ] [main      ] NMI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=42.435%)
[2025-11-27T20:28:40.490238] [INFO ] [main      ] Fetching symbol history for QUIK...
[2025-11-27T20:28:40.490333] [DEBUG] [REMOTE    ] QUIK: Fetching historical data.
[2025-11-27T20:28:40.490860] [INFO ] [main      ] Progress: 990/1001 forecasts completed (98.9%). NMI finished in 0.6s. ETA: 1.8s. Rate: 363.82 forecasts/min
[2025-11-27T20:28:40.501743] [DEBUG] [REMOTE    ] QUIK: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.502742] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 3 features, N/A% accuracy
[2025-11-27T20:28:40.502848] [INFO ] [LOCAL     ] QUIK: Loaded 3 optimal features with 44.92% confidence from JSON config
[2025-11-27T20:28:40.502978] [DEBUG] [MAG       ] Building data for symbol: QUIK with lookback: 0
[2025-11-27T20:28:40.503786] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-11-27T20:28:40.503931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-11-27T20:28:40.505601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-11-27T20:28:40.524750] [INFO ] [LOCAL     ] UFI: Saved forecast.
[2025-11-27T20:28:40.524967] [INFO ] [main      ] UFI: Signal=1 (Conf=80.0%), Magnitude=-1.50% (Conf=58.9698%)
[2025-11-27T20:28:40.525225] [INFO ] [main      ] Fetching symbol history for TIGO...
[2025-11-27T20:28:40.525328] [DEBUG] [REMOTE    ] TIGO: Fetching historical data.
[2025-11-27T20:28:40.525800] [INFO ] [main      ] Progress: 991/1001 forecasts completed (99.0%). UFI finished in 0.7s. ETA: 1.6s. Rate: 364.10 forecasts/min
[2025-11-27T20:28:40.537673] [DEBUG] [REMOTE    ] TIGO: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.538741] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 2 features, N/A% accuracy
[2025-11-27T20:28:40.538868] [INFO ] [LOCAL     ] TIGO: Loaded 2 optimal features with 70.24% confidence from JSON config
[2025-11-27T20:28:40.538977] [DEBUG] [MAG       ] Building data for symbol: TIGO with lookback: 0
[2025-11-27T20:28:40.539815] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-11-27T20:28:40.539959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:40.544770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-11-27T20:28:40.547201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:40.583193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-11-27T20:28:40.585127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:40.666992] [DEBUG] [MAG       ] GMRE: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.684620] [DEBUG] [MAG       ] DFGP: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.836534] [DEBUG] [MAG       ] GMRE: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.868049] [DEBUG] [MAG       ] DFGP: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:40.893166] [DEBUG] [MAG       ] TIGO: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.923070] [DEBUG] [MAG       ] QUIK: Last date is validated at 2025-11-26
[2025-11-27T20:28:40.929806] [INFO ] [LOCAL     ] GMRE: Saved forecast.
[2025-11-27T20:28:40.930014] [INFO ] [main      ] GMRE: Signal=1 (Conf=80.0%), Magnitude=1.61% (Conf=56.0742%)
[2025-11-27T20:28:40.930451] [INFO ] [main      ] Progress: 992/1001 forecasts completed (99.1%). GMRE finished in 0.6s. ETA: 1.5s. Rate: 363.57 forecasts/min
[2025-11-27T20:28:40.930676] [INFO ] [main      ] Fetching symbol history for LPX...
[2025-11-27T20:28:40.930790] [DEBUG] [REMOTE    ] LPX: Fetching historical data.
[2025-11-27T20:28:40.936594] [INFO ] [LOCAL     ] DFGP: Saved forecast.
[2025-11-27T20:28:40.936854] [INFO ] [main      ] DFGP: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=53.2141%)
[2025-11-27T20:28:40.937341] [INFO ] [main      ] Fetching symbol history for ATEX...
[2025-11-27T20:28:40.937477] [DEBUG] [REMOTE    ] ATEX: Fetching historical data.
[2025-11-27T20:28:40.938708] [INFO ] [main      ] Progress: 993/1001 forecasts completed (99.2%). DFGP finished in 0.7s. ETA: 1.3s. Rate: 363.92 forecasts/min
[2025-11-27T20:28:40.942686] [DEBUG] [REMOTE    ] LPX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.943824] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 4 features, N/A% accuracy
[2025-11-27T20:28:40.943943] [INFO ] [LOCAL     ] LPX: Loaded 4 optimal features with 54.26% confidence from JSON config
[2025-11-27T20:28:40.944031] [DEBUG] [MAG       ] Building data for symbol: LPX with lookback: 0
[2025-11-27T20:28:40.944972] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:40.945098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:40.946891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:40.947490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:40.947995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:40.948874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:40.950091] [DEBUG] [REMOTE    ] ATEX: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:40.951335] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 6 features, N/A% accuracy
[2025-11-27T20:28:40.951473] [INFO ] [LOCAL     ] ATEX: Loaded 6 optimal features with 53.53% confidence from JSON config
[2025-11-27T20:28:40.951600] [DEBUG] [MAG       ] Building data for symbol: ATEX with lookback: 0
[2025-11-27T20:28:40.952506] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:40.952655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:40.958240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:40.960452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:40.961054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:40.961549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-11-27T20:28:40.964288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:40.969046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:41.059232] [DEBUG] [MAG       ] TIGO: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.085655] [DEBUG] [MAG       ] QUIK: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.143624] [INFO ] [LOCAL     ] TIGO: Saved forecast.
[2025-11-27T20:28:41.143829] [INFO ] [main      ] TIGO: Signal=1 (Conf=80.0%), Magnitude=0.58% (Conf=70.2427%)
[2025-11-27T20:28:41.144265] [INFO ] [main      ] Fetching symbol history for VRDN...
[2025-11-27T20:28:41.144369] [DEBUG] [REMOTE    ] VRDN: Fetching historical data.
[2025-11-27T20:28:41.144659] [INFO ] [main      ] Progress: 994/1001 forecasts completed (99.3%). TIGO finished in 0.6s. ETA: 1.2s. Rate: 363.83 forecasts/min
[2025-11-27T20:28:41.155288] [INFO ] [LOCAL     ] QUIK: Saved forecast.
[2025-11-27T20:28:41.155400] [INFO ] [main      ] QUIK: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=44.9216%)
[2025-11-27T20:28:41.155786] [DEBUG] [REMOTE    ] VRDN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:41.155960] [INFO ] [main      ] Fetching symbol history for QUAD...
[2025-11-27T20:28:41.156065] [DEBUG] [REMOTE    ] QUAD: Fetching historical data.
[2025-11-27T20:28:41.156724] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 4 features, N/A% accuracy
[2025-11-27T20:28:41.156653] [INFO ] [main      ] Progress: 995/1001 forecasts completed (99.4%). QUIK finished in 0.7s. ETA: 1.0s. Rate: 364.17 forecasts/min
[2025-11-27T20:28:41.156793] [INFO ] [LOCAL     ] VRDN: Loaded 4 optimal features with 49.53% confidence from JSON config
[2025-11-27T20:28:41.156847] [DEBUG] [MAG       ] Building data for symbol: VRDN with lookback: 0
[2025-11-27T20:28:41.157641] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:41.157722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:41.162554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-11-27T20:28:41.167629] [DEBUG] [REMOTE    ] QUAD: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:41.168557] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 5 features, N/A% accuracy
[2025-11-27T20:28:41.168645] [INFO ] [LOCAL     ] QUAD: Loaded 5 optimal features with 48.55% confidence from JSON config
[2025-11-27T20:28:41.168741] [DEBUG] [MAG       ] Building data for symbol: QUAD with lookback: 0
[2025-11-27T20:28:41.169553] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-11-27T20:28:41.169651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:41.174412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:41.176233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-11-27T20:28:41.176749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-11-27T20:28:41.177201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-11-27T20:28:41.179326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:41.203053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-11-27T20:28:41.203785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-11-27T20:28:41.208038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:41.293272] [DEBUG] [MAG       ] LPX: Last date is validated at 2025-11-26
[2025-11-27T20:28:41.309907] [DEBUG] [MAG       ] ATEX: Last date is validated at 2025-11-26
[2025-11-27T20:28:41.463969] [DEBUG] [MAG       ] LPX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.474730] [DEBUG] [MAG       ] ATEX: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.508056] [DEBUG] [MAG       ] QUAD: Last date is validated at 2025-11-26
[2025-11-27T20:28:41.542213] [DEBUG] [MAG       ] VRDN: Last date is validated at 2025-11-26
[2025-11-27T20:28:41.562975] [INFO ] [LOCAL     ] LPX: Saved forecast.
[2025-11-27T20:28:41.563199] [INFO ] [main      ] LPX: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=54.2643%)
[2025-11-27T20:28:41.563660] [INFO ] [main      ] Progress: 996/1001 forecasts completed (99.5%). LPX finished in 0.6s. ETA: 0.8s. Rate: 363.63 forecasts/min
[2025-11-27T20:28:41.563850] [INFO ] [main      ] Fetching symbol history for NN...
[2025-11-27T20:28:41.563946] [DEBUG] [REMOTE    ] NN: Fetching historical data.
[2025-11-27T20:28:41.571420] [INFO ] [LOCAL     ] ATEX: Saved forecast.
[2025-11-27T20:28:41.571663] [INFO ] [main      ] ATEX: Signal=1 (Conf=80.0%), Magnitude=2.77% (Conf=53.5277%)
[2025-11-27T20:28:41.572059] [INFO ] [main      ] Fetching symbol history for ELVN...
[2025-11-27T20:28:41.572165] [DEBUG] [REMOTE    ] ELVN: Fetching historical data.
[2025-11-27T20:28:41.572689] [INFO ] [main      ] Progress: 997/1001 forecasts completed (99.6%). ATEX finished in 0.6s. ETA: 0.7s. Rate: 363.98 forecasts/min
[2025-11-27T20:28:41.576217] [DEBUG] [REMOTE    ] NN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:41.577230] [DEBUG] [LOCAL     ] Loaded configuration for NN: 6 features, N/A% accuracy
[2025-11-27T20:28:41.577345] [INFO ] [LOCAL     ] NN: Loaded 6 optimal features with 47.07% confidence from JSON config
[2025-11-27T20:28:41.577434] [DEBUG] [MAG       ] Building data for symbol: NN with lookback: 0
[2025-11-27T20:28:41.578420] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-11-27T20:28:41.578552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:41.583420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-11-27T20:28:41.583482] [DEBUG] [REMOTE    ] ELVN: Successfully parsed 300 rows of historical data.
[2025-11-27T20:28:41.584524] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 4 features, N/A% accuracy
[2025-11-27T20:28:41.584618] [INFO ] [LOCAL     ] ELVN: Loaded 4 optimal features with 59.48% confidence from JSON config
[2025-11-27T20:28:41.584665] [DEBUG] [MAG       ] Building data for symbol: ELVN with lookback: 0
[2025-11-27T20:28:41.585437] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-11-27T20:28:41.585513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-11-27T20:28:41.590276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-11-27T20:28:41.591110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-11-27T20:28:41.591951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:41.593097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:41.599342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-11-27T20:28:41.601525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-11-27T20:28:41.602188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-11-27T20:28:41.603394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-11-27T20:28:41.605548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-11-27T20:28:41.671829] [DEBUG] [MAG       ] QUAD: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.711355] [DEBUG] [MAG       ] VRDN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:41.733512] [INFO ] [LOCAL     ] QUAD: Saved forecast.
[2025-11-27T20:28:41.733753] [INFO ] [main      ] QUAD: Signal=1 (Conf=80.0%), Magnitude=-1.57% (Conf=48.5495%)
[2025-11-27T20:28:41.735658] [INFO ] [main      ] Progress: 998/1001 forecasts completed (99.7%). QUAD finished in 0.6s. ETA: 0.5s. Rate: 363.98 forecasts/min
[2025-11-27T20:28:41.795030] [INFO ] [LOCAL     ] VRDN: Saved forecast.
[2025-11-27T20:28:41.795117] [INFO ] [main      ] VRDN: Signal=1 (Conf=80.0%), Magnitude=-0.19% (Conf=49.5311%)
[2025-11-27T20:28:41.795782] [INFO ] [main      ] Progress: 999/1001 forecasts completed (99.8%). VRDN finished in 0.7s. ETA: 0.3s. Rate: 364.21 forecasts/min
[2025-11-27T20:28:41.924375] [DEBUG] [MAG       ] ELVN: Last date is validated at 2025-11-26
[2025-11-27T20:28:41.939438] [DEBUG] [MAG       ] NN: Last date is validated at 2025-11-26
[2025-11-27T20:28:42.090245] [DEBUG] [MAG       ] ELVN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:42.106591] [DEBUG] [MAG       ] NN: Forecast date (T1) determined as 2025-11-28
[2025-11-27T20:28:42.175188] [INFO ] [LOCAL     ] ELVN: Saved forecast.
[2025-11-27T20:28:42.175274] [INFO ] [main      ] ELVN: Signal=1 (Conf=80.0%), Magnitude=4.76% (Conf=59.4799%)
[2025-11-27T20:28:42.175755] [INFO ] [main      ] Progress: 1000/1001 forecasts completed (99.9%). ELVN finished in 0.6s. ETA: 0.2s. Rate: 363.74 forecasts/min
[2025-11-27T20:28:42.189592] [INFO ] [LOCAL     ] NN: Saved forecast.
[2025-11-27T20:28:42.189681] [INFO ] [main      ] NN: Signal=1 (Conf=80.0%), Magnitude=9.21% (Conf=47.0687%)
[2025-11-27T20:28:42.189974] [INFO ] [main      ] Progress: 1001/1001 forecasts completed (100.0%). NN finished in 0.6s. ETA: 0.0s. Rate: 364.07 forecasts/min
[2025-11-27T20:28:42.213989] [INFO ] [main      ] Parallel forecast generation completed in 2m 45s. Processed 1001 forecasts.
[2025-11-27T20:28:42.214176] [INFO ] [main      ] Generated and saved 1001 forecast pairs.
[2025-11-27T20:28:42.802141] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (1001/1001 @ 100.00%)'
[2025-11-27T20:28:42.804222] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-11-27T20:28:42.804309] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-11-27T20:28:42.809864] [INFO ] [main      ] Found 9 forecast dates
[2025-11-27T20:28:42.809934] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-11-27T20:28:42.931030] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-11-27T20:28:42.933058] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-11-27T20:28:42.933183] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-11-27T20:28:43.038617] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-11-27T20:28:43.040417] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-11-27T20:28:43.040537] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-11-27T20:28:43.158949] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-11-27T20:28:43.160685] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-11-27T20:28:43.160801] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-11-27T20:28:43.264225] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-11-27T20:28:43.265787] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-11-27T20:28:43.265899] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-11-27T20:28:43.353363] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-11-27T20:28:43.354910] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-11-27T20:28:43.355005] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-11-27T20:28:43.483729] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-11-27T20:28:43.485614] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-11-27T20:28:43.485751] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-11-27T20:28:43.599376] [INFO ] [main      ] Overwriting existing report for 2025-11-25
[2025-11-27T20:28:43.601241] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-11-27T20:28:43.601354] [INFO ] [main      ] Processing forecast date: 2025-11-26
[2025-11-27T20:28:43.711907] [INFO ] [main      ] Overwriting existing report for 2025-11-26
[2025-11-27T20:28:43.713511] [INFO ] [main      ] Generated forecast report for 2025-11-26: 452 forecasts
[2025-11-27T20:28:43.713643] [INFO ] [main      ] Processing forecast date: 2025-11-28
[2025-11-27T20:28:43.736273] [INFO ] [main      ] Generated forecast report for 2025-11-28: 1002 forecasts
[2025-11-27T20:28:43.736486] [INFO ] [main      ] Generated 9/9 forecast reports
[2025-11-27T20:28:43.736547] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-11-28.txt
[2025-11-27T20:28:44.208465] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-28'
[2025-11-27T20:28:44.208746] [INFO ] [main      ] Forecast report email sent for 2025-11-28
[2025-11-27T20:28:44.208856] [INFO ] [MAG       ] MAG operation completed successfully
[2025-11-27T20:28:44.209088] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-27T20:28:44.209549] [INFO ] [STATE     ] Last completion updated: 2025-11-27T20:28:44.209143